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Dr. Sowmya V.

Assistant Professor (SG), Amrita Center for Computational Engineering and Networking (CEN), Coimbatore

Qualification: M.Tech, Ph.D
Orcid ID
Google Scholar Profile
Scopus Author ID
Research Interest: Artificial Intelligence for HealthCare Analytics and Smart Agriculture Applications Using Drones, Bio-Medical Image Processing, Bio-Medical Signal Processing, Color Image Processing, Deep Learning, Hyperspectral Image Processing, Image Analysis using Drones, Machine Learning, Pattern Classification

Bio

Dr. Sowmya V joined the Center for Computational Engineering and Networking (CEN) in 2011 after completing M.Tech in Remote Sensing and Wireless Sensor Networks from Amrita School of Engineering, Coimbatore. She completed PhD in Artificial Intelligence (AI) for Natural Scene Analysis from Amrita Vishwa Vidyapeetham. Her broad research area is AI for Signal and Image Analysis. The sub-areas of her research interests include Biomedical, Agriculture, Ecology and Underwater acoustics.

She published papers in IEEE Transactions, Artificial Intelligence Review, Multimedia Tools and Applications, Neural Computing and Applications, Computers & Security, Healthcare Technology Letters, etc., Her research focus is on Explainable AI, Discriminative and Generative Models applied for Biomedical Data Analysis, Unmanned Aerial Vehicle (UAV) and Satellite Image Analysis. She received the research seed grant from Amrita Vishwa Vidyapeetham for UAV Image Analysis and from Naval Physical Oceanographic Laboratory (NPOL), Defence Research and Development Organization (DRDO) for the underwater acoustic signal analysis.

She has an active research collaboration with one of the top 2 % world scientists listed by Sandford University: Dr. Vinayakumar Ravi, Assistant Research Professor at Prince Mohammad Bin Fahd University, Saudi Arabia in AI for Biomedical Data Analysis. She also established an active research collaboration with Dr. Ramesh Sivanpillai, Senior Research Scientist, University of Wyoming, United States in AI for UAV and Satellite Image Analysis.

Sponsored Project

Development and Implementation of a Robust Pre-Processing Technique for Detection Improvement in Passive SONAR” under Contract for Acquisition of Research Services (CARS) by Government of India, Ministry of Defence Research and Development Organisation, Naval Physical Ocenographic Laboratory (NPOL), Kochi. (Duration: Dec 2020 to Dec 2021).

Outcome of Internal Seed Funding

Received the internal seed fund (IFRP_4) which paved the way for International Collaboration with University of Wyoming. This progressed to the joint International Conference Publication in the American Society for Photogrammetry and Remote sensing (ASPRS) held at Denver, 2019. [Link]

Professional Experience

  • Programmer Analyst Trainee at Cognizant Technology Solutions, Chennai (August 2010 -June 2011).
  • Assistant Professor, Center for Excellence in Computational Engineering and Networking, Amrita Vishwa Vidyapeetham, Coimbatore, (July 2011-till date).
  • Successfully defended her Ph. D. Thesis titled, “Significance of Incorporating Chrominance Information for Scene Classification” on July 2018 under the supervision of Dr. D. Govind, Assistant Professor (SG), CEN, and Dr. K. P. Soman, Professor & Head, CEN, Amrita School of Engineering, Coimbatore.
  • Promoted as Assistant Professor (Senior Grade) on November 2015.

Research Area

  • Artificial Intelligence for HealthCare Analytics
  • Smart Agriculture Applications Using Drones
  • Color Image Processing
  • Hyperspectral Image Processing
  • Pattern Classification
  • Machine Learning
  • Deep Learning
  • Bio-Medical Signal Processing
  • Bio-Medical Image Processing
  • Image Analysis using Drones
Publications

Journal Article

Year : 2021

Explainable Deep Learning-Based Approach for Multilabel Classification of Electrocardiogram

Cite this Research Publication : G. M., Vinayakumar Ravi, Sowmya V., Dr. E. A. Gopalakrishnan, and Dr. Soman K. P., “Explainable Deep Learning-Based Approach for Multilabel Classification of Electrocardiogram”, IEEE Transactions on Engineering Management (IF: 6.146 Citescore: 4.3 Q1: 76 percentile), pp. 1-13, 2021.

Publisher : IEEE Transactions on Engineering Management

Year : 2021

Lung-GANs: Unsupervised Representation Learning for Lung Disease Classification Using Chest CT and X-Ray Images

Cite this Research Publication : Pooja Yadav, Neeraj Menon, Vinayakumar Ravi, and Sowmya V., “Lung-GANs: Unsupervised Representation Learning for Lung Disease Classification Using Chest CT and X-Ray Images”, IEEE Transactions on Engineering Management (IF: 6.146 Citescore: 4.3 Q1: 76 percentile), pp. 1-13, 2021.

Publisher : IEEE Transactions on Engineering Management

Year : 2021

Modified Vgg Deep Learning Architecture For Covid-19 Classification Using Bio-Medical Images

Cite this Research Publication : R. ANAND, Sowmya, V., VIJAYKRISHNAMENON,, Gopalakrishnan, E. A., and Dr. Soman K. P., “Modified Vgg Deep Learning Architecture For Covid-19 Classification Using Bio-Medical Images”, IOP Conference Series: Materials Science and Engineering, vol. 1084, p. 012001, 2021.

Publisher : IOP Conference Series: Materials Science and Engineering, IOP Publishing

Year : 2020

Explainable Artificial Intelligence for Heart Rate Variability in ECG Signal

Cite this Research Publication : Sowmya V., Sanjana, K., Gopalakrishnan, E. A., and Dr. Soman K. P., “Explainable Artificial Intelligence for Heart Rate Variability in ECG Signal”, Healthcare Technology Letters, vol. 7, no. 6, pp. 146 (IF:1.157, CiteScore: 3.1, Q2- 64 percentile), 2020.

Publisher : Healthcare Technology Letters

Year : 2020

Dimensionality Reduction Methods for Hyperspectral Image Classification

Cite this Research Publication : Chippy Jayaprakash, Damodaran, B. Bhushan, Sowmya V., and Dr. Soman K. P., “Dimensionality Reduction Methods for Hyperspectral Image Classification”, Journal of Applied Remote Sensing , vol. 14, no. 3, pp. 036507 (IF: 1.370, CiteScore: 2.6, Q2- 69 percentile), 2020.

Publisher : Journal of Applied Remote Sensing

Year : 2019

A two-band convolutional neural network for satellite image classification

Cite this Research Publication : A. Unnikrishnan, Sowmya, and Dr. Soman K. P., “A two-band convolutional neural network for satellite image classification”, in Lecture Notes in Electrical Engineering, 2019, vol. 500, pp. 161-170.

Publisher : Lecture Notes in Electrical Engineering, Springer Verlag

Year : 2019

Pre-processed hyperspectral image analysis using tensor decomposition techniques

Cite this Research Publication : R. K. Renu, Sowmya, and Dr. Soman K. P., “Pre-processed hyperspectral image analysis using tensor decomposition techniques”, in Communications in Computer and Information Science, 2019, vol. 968, pp. 205-216.

Publisher : Communications in Computer and Information Science

Year : 2019

Significance of processing chrominance information for scene classification: a review

Cite this Research Publication : Sowmya V., Govind, D., and Dr. Soman K. P., “Significance of Processing Chrominance Information for Scene Classification: a Review”, Artificial Intelligence Review, vol. 53, no. 2, pp. 811-842 (IF: 5.747, CiteScore: 9.1, Q1- 89 percentile), 2019.

Publisher : Artificial Intelligence Review

Year : 2019

Shallow Cnn with Lstm layer for tuberculosis detection in microscopic image

Cite this Research Publication : A. Simon, Vinayakumar, R., Sowmya, and Dr. Soman K. P., “Shallow Cnn with Lstm layer for tuberculosis detection in microscopic image”, International Journal of Recent Technology and Engineering, vol. 7, pp. 56-60, 2019.

Publisher : International Journal of Recent Technology and Engineering

Year : 2019

Effect of denoising on hyperspectral image classification using deep networks and kernel methods

Cite this Research Publication : N. V. Jacob, Sowmya, and Dr. Soman K. P., “Effect of denoising on hyperspectral image classification using deep networks and kernel methods”, in Journal of Intelligent and Fuzzy Systems, 2019, vol. 36, pp. 2067-2073.

Publisher : Journal of Intelligent and Fuzzy Systems, IOS Press

Year : 2019

Dimensionality reduction by dynamic mode decomposition for hyperspectral image classification using deep learning and kernel methods

Cite this Research Publication : K. S. Charmisha, Sowmya, and Dr. Soman K. P., “Dimensionality reduction by dynamic mode decomposition for hyperspectral image classification using deep learning and kernel methods”, in Communications in Computer and Information Science, 2019, vol. 968, pp. 256-267.

Publisher : Communications in Computer and Information Science

Year : 2019

Deep learning architectures for land cover classification using red and near-infrared satellite images

Cite this Research Publication : A. Unnikrishnan, Sowmya V., and Dr. Soman K. P., “Deep learning architectures for land cover classification using red and near-infrared satellite images”, Multimedia Tools and Applications, vol. 78, no. 13, pp. 18379-18394 (IF: 2.313, CiteScore: 3.7, Q1- 80 percentile)., 2019.

Publisher : Multimedia Tools and Applications

Year : 2018

Fusion of panchromatic image with low-resolution multispectral images using Dynamic Mode Decomposition

Cite this Research Publication : V. Ankarao, Sowmya, and Dr. Soman K. P., “Fusion of panchromatic image with low-resolution multispectral images using dynamic mode decomposition”, Lecture Notes in Electrical Engineering, vol. 490, pp. 335-346, 2018.

Publisher : Lecture Notes in Electrical Engineering, Springer Verlag

Year : 2018

Multi-sensor data fusion using NIHS transform and decomposition algorithms

Cite this Research Publication : V. Ankarao, Sowmya V., and Dr. Soman K. P., “Multi-sensor Data Fusion using NIHS Transform and Decomposition Algorithms”, Multimedia Tools and Applications, vol. 77, pp. 30381–30402 (IF: 2.313, CiteScore: 3.7, Q1- 80 percentile), 2018.

Publisher : Multimedia Tools and Applications

Year : 2018

Band selection using variational mode decomposition applied in sparsity-based hyperspectral unmixing algorithms

Cite this Research Publication : M. Swarna, Sowmya V., and Dr. Soman K. P., “Band selection using variational mode decomposition applied in sparsity-based hyperspectral unmixing algorithms”, Signal, Image and Video Processing, vol. 12, no. 8, pp. 1463-1470 (IF: 1.794, CiteScore: 3.8, Q2- 69 percentile), 2018.

Publisher : Signal, Image and Video Processing

Year : 2018

Effect of Legendre–Fenchel denoising and SVD-based dimensionality reduction algorithm on hyperspectral image classification

Cite this Research Publication : R. Reshma, Sowmya V., and Dr. Soman K. P., “Effect of Legendre–Fenchel denoising and SVD-based Dimensionality Reduction Algorithm on Hyperspectral image Classification”, Neural Computing and Applications, vol. 29, pp. 301-310 (IF: 4.774, CiteScore: 6.5, Q1- 81 percentile), 2018.

Publisher : Neural Computing and Applications, Springer London.

Year : 2018

Effect of Dimensionality Reduction on Sparsity Based Hyperspectral Unmixing

Cite this Research Publication : M. Swarna, Sowmya, and Dr. Soman K. P., “Effect of dimensionality reduction on sparsity based hyperspectral unmixing”, Advances in Intelligent Systems and Computing, vol. 614, pp. 429-439, 2018.

Publisher : Advances in Intelligent Systems and Computing.

Year : 2018

Least Square Based Fast Denoising approach to Hyperspectral Imagery

Cite this Research Publication : S. Srivatsa, Sowmya, and Dr. Soman K. P., “Least square based fast denoising approach to hyperspectral imagery”, Advances in Intelligent Systems and Computing, vol. 518, pp. 107-115, 2018.

Publisher : Advances in Intelligent Systems and Computing, Springer Verlag

Year : 2017

Significance of perceptually relevant image decolorization for scene classification

Cite this Research Publication : Sowmya V., Divakaran, G., and Dr. Soman K. P., “Significance of perceptually relevant image decolorization for scene classification”, Journal of Electronic ImagingJournal of Electronic Imaging, vol. 26, no. 6, pp. 063019 (IF: 0.780, CiteScore: 2.0, Q3- 46 percentile), 2017.

Publisher : Journal of Electronic Imaging

Year : 2017

Effect of Legendre-Fenchel Denoising and SVD based Dimensionality Reduction Algorithm on Hyperspectral Image Classification

Cite this Research Publication : Sowmya, “Effect of Legendre-Fenchel Denoising and SVD based Dimensionality Reduction Algorithm on Hyperspectral Image Classification”, Special Issue in the Journal of Neural Computing and Applications, Springer, 2017.

Publisher : Special Issue in the Journal of Neural Computing and Applications, Springer

Year : 2017

Significance of incorporating chrominance information for effective color-to-grayscale image conversion

Cite this Research Publication : Sowmya, Divu, G., and Dr. Soman K. P., “Significance of incorporating chrominance information for effective color-to-grayscale image conversion”, Signal, Image and Video Processing, vol. 11, 2016.

Publisher : Signal, Image and Video Processing.

Year : 2017

Application of M-band wavelet in pan-sharpening

Cite this Research Publication : V. V. Pradeep, Sowmya, and Dr. Soman K. P., “Application of M-band wavelet in pan-sharpening”, Special Issue in the Journal of Intelligent and Fuzzy Systems, IOS Press, Netherlands, vol. 32, no. 4, pp. 3151-3158, 2017.

Publisher : Special Issue in the Journal of Intelligent and Fuzzy Systems, IOS Press,

Year : 2016

Fourier Descriptor features for Shape Deformation Classification using Random Kitchen Sink

Cite this Research Publication : S. Se, Pradeep, D., Sowmya, and Dr. Soman K. P., “Fourier Descriptor features for Shape Deformation Classification using Random Kitchen Sink”, Journal of Chemical and Pharmaceutical Sciences, vol. 9, pp. 554-558, 2016.

Publisher : Journal of Chemical and Pharmaceutical Sciences

Year : 2016

Impact of least square denoising on kernel based hyperspectral image classification

Cite this Research Publication : P. Megha, Swarna, M., K. Dixon, D. Merlin, Dr. Soman K. P., and Sowmya, “Impact of least square denoising on kernel based hyperspectral image classification”, International Journal of Control Theory and Applications, vol. 9, pp. 4623-4630, 2016.

Publisher : International Journal of Control Theory and Applications.

Year : 2016

Empirical Wavelet Transform for Multifocus Image Fusion

Cite this Research Publication : S. Moushmi, Sowmya, V., and Dr. Soman K. P., “Empirical wavelet transform for multifocus image fusion”, Advances in Intelligent Systems and Computing, vol. 397, pp. 257-263, 2016.

Publisher : AISC Springer Series

Year : 2016

Regularized least square approach for remote sensing image denoising using wavelet filters

Cite this Research Publication : M. Swarna, Megha, P., Sowmya, and Dr. Soman K. P., “Regularized least square approach for remote sensing image denoising using wavelet filters”, Indian Journal of Science and Technology, vol. 9, 2016.

Publisher : Indian Journal of Science and Technology

Year : 2016

Low dimensional variational mode features for hyperspectral image classification

Cite this Research Publication : N. Nechikkat, Sowmya, and Dr. Soman K. P., “Low dimensional variational mode features for hyperspectral image classification”, Journal of Chemical and Pharmaceutical Sciences, vol. 9, pp. 565-570, 2016.

Publisher : Journal of Chemical and Pharmaceutical Sciences

Year : 2016

Enhanced Variational Mode Features for Hyperspectral Image Classification

Cite this Research Publication : L. S. Kiran, Sowmya, and Dr. Soman K. P., “Enhanced Variational Mode Features for Hyperspectral Image Classification”, Journal of Chemical and Pharmaceutical Sciences, vol. 9, pp. 502-505, 2016.

Publisher : Journal of Chemical and Pharmaceutical Sciences

Year : 2016

Improvement in kernel based Hyperspectral image classification using legendre fenchel denoising

Cite this Research Publication : Reshma R, Sowmya, and Dr. Soman K. P., “Improvement in kernel based Hyperspectral image classification using legendre fenchel denoising”, Indian Journal of Science and Technology, vol. 9, no. 33, 2016.

Publisher : Indian Journal of Science and Technology

Year : 2016

Variational mode decomposition based multispectral and panchromatic image fusion

Cite this Research Publication : V. V. Pradeep, Sowmya, and Dr. Soman K. P., “Variational mode decomposition based multispectral and panchromatic image fusion”, International Journal of Control Theory and Applications, vol. 9, no. 16, pp. 8051-8059, 2016.

Publisher : International Journal of Control Theory and Applications, Serials Publications

Year : 2016

Aerial and satellite image denoising using least square weighted regularization method

Cite this Research Publication : D. Merlin K. Dixon, Ajay, A., Dr. Soman K. P., and Sowmya, “Aerial and satellite image denoising using least square weighted regularization method”, Indian Journal of Science and Technology, vol. 9, no. 30, 2016.

Publisher : Indian Journal of Science and Technology

Year : 2016

Least Square based image denoising using wavelet filters

Cite this Research Publication : V. P.V, G, R. Devi, Sowmya, and Dr. Soman K. P., “Least Square based image denoising using wavelet filters”, Indian Journal of Science and Technology, vol. 9, no. 30, 2016.

Publisher : Indian Journal of Science and Technology

Year : 2016

Performance Evaluation of Sparse Banded Filter Matrices using content based image retrieval

Cite this Research Publication : H. T. Suseelan, Sudhakaran, S., Sowmya, and Dr. Soman K. P., “Performance Evaluation of Sparse Banded Filter Matrices using content based image retrieval”, Institute of Integrative Omics and Applied Biotechnology, vol. 7, no. 3, pp. 11-18, 2016.

Publisher : Institute of Integrative Omics and Applied Biotechnology

Year : 2016

Least Square Based approach for Image Inpainting

Cite this Research Publication : A. M, N, D., Sowmya, Mahan, D. Neethu, and Dr. Soman K. P., “Least Square Based approach for Image Inpainting”, Institute of Integrative Omics and Applied Biotechnology, vol. 7, pp. 44-59, 2016.

Publisher : Institute of Integrative Omics and Applied Biotechnology

Year : 2016

Variational Mode Feature-Based Hyperspectral Image Classification

Cite this Research Publication : N. Nechikkat, Sowmya, V., and Dr. Soman K. P., “Variational mode feature-based hyperspectral image classification”, Advances in Intelligent Systems and Computing, vol. 380, pp. 365-373, 2016.

Publisher : Advances in Intelligent Systems and Computing, Springer Verlag

Year : 2016

Digit recognition using multiple feature extraction

Cite this Research Publication : D. P. Kuttichira, Sowmya, and Dr. Soman K. P., “Digit recognition using multiple feature extraction”, IIOAB Journal, vol. 7, pp. 37-43, 2016.

Publisher : IIOAB Journal

Year : 2016

Least Square based Signal Denoising and Deconvolution using Wavelet Filters

Cite this Research Publication : Sowmya, Praveena, R., and Dr. Soman K. P., “Least Square based Signal Denoising and Deconvolution using Wavelet Filters”, Indian Journal of Science and Technology, vol. 9, no. 33, 2016.

Publisher : Indian Journal of Science and Technology

Year : 2015

Performance Comparison of Empirical wavelet Transform and Empirical Mode Decomposition on Pan sharpening

Cite this Research Publication : Sowmya, S., M., and Dr. Soman K. P., “Performance Comparison of Empirical wavelet Transform and Empirical Mode Decomposition on Pan sharpening”, International Journal of Applied Engineering Research, vol. 10, no. 73, 2015.

Publisher : International Journal of Applied Engineering Research

Year : 2015

Effect of AB filter denoising on ADMM based Hyperspectral Image Classification

Cite this Research Publication : A. C, Haridas, N., Sowmya, and Dr. Soman K. P., “Effect of AB filter denoising on ADMM based Hyperspectral Image Classification”, International Journal of Applied Engineering Research (IJAER), vol. 10, no. 73, pp. 127-131, 2015.

Publisher : International Journal of Applied Engineering Research (IJAER)

Year : 2015

Spreadsheet implementation of random kitchen sink for classification

Cite this Research Publication : Y. C. Nair, Binsha, P., V. Pradeep, V., Sowmya, and Dr. Soman K. P., “Spreadsheet implementation of random kitchen sink for classification”, International Journal of Applied Engineering Research, vol. 10, no. 20, pp. 19228-19233, 2015.

Publisher : International Journal of Applied Engineering Research

Year : 2015

Parameter analysis of random kitchen sink algorithm

Cite this Research Publication : S. Athira, Harikumar, K., Sowmya, and Dr. Soman K. P., “Parameter analysis of random kitchen sink algorithm”, International Journal of Applied Engineering Research, vol. 10, no. 20, pp. 19351-19355, 2015.

Publisher : International Journal of Applied Engineering Research

Year : 2015

Smart meter data security based on cosine transform and chaotic theory

Cite this Research Publication : M. Aswathi, M. Babu, J., Sowmya, and Dr. Soman K. P., “Smart meter data security based on cosine transform and chaotic theory”, International Journal of Applied Engineering Research, vol. 10, no. 20, pp. 19181-19185, 2015.

Publisher : International Journal of Applied Engineering Research

Year : 2015

Multispectral and Panchromatic Image Fusion using Empirical Wavelet Transform

Cite this Research Publication : S. Moushmi, Sowmya, and Dr. Soman K. P., “Multispectral and Panchromatic Image Fusion using Empirical Wavelet Transform”, Indian Journal of Science and Technology, vol. 8, no. 24, 2015.

Publisher : Indian Journal of Science and Technology

Year : 2015

Performance Enhancement of Minimum Volume based Hyper Spectral Unmixing Algorithms by Variational Mode Decomposition

Cite this Research Publication : P. G. Mol, Sowmya, and Dr. Soman K. P., “Performance Enhancement of Minimum Volume based Hyper Spectral Unmixing Algorithms by Variational Mode Decomposition”, Indian Journal of Science and Technology, vol. 8, no. 24, 2015.

Publisher : Indian Journal of Science and Technology

Year : 2015

ADMM based hyperspectral image classification improved by denoising using legendre fenchel transformation

Cite this Research Publication : C. Aswathy, Sowmya, and Dr. Soman K. P., “ADMM based hyperspectral image classification improved by denoising using legendre fenchel transformation”, Indian Journal of Science and Technology, vol. 8, no. 24, 2015

Publisher : Indian Journal of Science and Technology

Year : 2015

GURLS vs LIBSVM: Performance Comparison of Kernel Methods for Hyperspectral Image Classification

Cite this Research Publication : N. Haridas, Sowmya V., and Dr. Soman K. P., “GURLS vs LIBSVM: Performance Comparison of Kernel Methods for Hyperspectral Image Classification”, Indian Journal of Science and Technology, vol. 8, no. 24, 2015.

Publisher : Indian Journal of Science and Technology

Year : 2015

A Comparative Analysis of Variational Mode and Empirical Mode Features on Hyperspectral Image Classification

Cite this Research Publication : N. Nechikkat, Sowmya, and Dr. Soman K. P., “A Comparative Analysis of Variational Mode and Empirical Mode Features on Hyperspectral Image Classification”, International Journal of Applied Engineering Research, vol. 10, no. 73, 2015.

Publisher : Rajagiri School of Social Sciences, Kalamassery, Kochi

Year : 2015

Edge Detection Using Sparse Banded Filter Matrices

Cite this Research Publication : Sowmya, Dr. Neethu Mohan, and Dr. Soman K. P., “Edge Detection Using Sparse Banded Filter Matrices”, Second International Symposium on Computer Vision and the Internet (VisionNet’15). Elsevier Procedia Computer Science Journal, SCMS School of Engineering, Aluva, Kochi , pp. 10–17, 2015.

Publisher : Procedia Computer Science

Year : 2014

Classification of hyperspectral images using scattering transform

Cite this Research Publication : P. S. Ashitha, Sowmya, and Dr. Soman K. P., “Classification of hyperspectral images using scattering transform”, International Journal of Scientific & Engineering Research, vol. 5, no. 7, pp. 315-319, 2014.

Publisher : International Journal of Scientific Engineering Research

Year : 2014

Image Classification Using Convolutional Neural Networks

Cite this Research Publication : Sowmya, Dr. Soman K. P., and Deepika, J., “Image Classification Using Convolutional Neural Networks”, International Journal of Scientific & Engineering Research , vol. 5, no. 6, p. 06/2014, 2014.

Publisher : International Journal of Scientific Engineering Research

Year : 2012

Computational Thinking with Spreadsheet: Convolution, High-Precision Computing and Filtering of Signals and Images

Cite this Research Publication : KP Soman, Sachin Kumar S, Soumya V, Shajeesh KU, Computational Thinking with Spreadsheet: Convolution, High-Precision Computing and Filtering of Signals and Images, International Journal of Computer Applications, 60(19):1-7, 2012

Publisher : International Journal of Computer Applications

Year : 2012

Spatial preprocessing for improved sparsity based hyperspectral image classification

Cite this Research Publication : K. Balakrishnan, Dr. Soman K. P., and Sowmya, “Spatial Preprocessing for Improved Sparsity based Hyperspectral Image Classification”, International Journal of Engineering Research and Technology (IJERT), vol. 1, no. 5, 2012.

Publisher : International Journal of Engineering Research and Technology (IJERT)

Conference Paper

Year : 2021

Optimizing Low-Cost Uav Aerial Image Mosaicing for Crop Growth Monitoring

Cite this Research Publication : P. Bupathy, Ramesh Sivanpillai, Sajith Variyar V. V., and Sowmya V., “Optimizing Low-Cost Uav Aerial Image Mosaicing for Crop Growth Monitoring”, in International Archives of the Photogrammetry, Remote Sensing & Spatial Information Sciences , 2021.

Publisher : International Archives of the Photogrammetry

Year : 2021

Identifying Oil Pads in High Spatial Resolution Aerial Images Using Faster R-Cnn

Cite this Research Publication : Aswin Sunil, Sajith Variyar V. V., Sowmya V., Ramesh Sivanpillai, and Dr. Soman K. P., “Identifying Oil Pads in High Spatial Resolution Aerial Images Using Faster R-Cnn”, in ISPRS - International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 2021.

Publisher : ISPRS - International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences

Year : 2021

Analysis of Four Generator Architectures of C-Gan, Loss Function, and Annotation Method for Epiphyte Identification

Cite this Research Publication : Sajith Variyar V. V., Aswin Sunil, Sowmya V., Dr. Soman K. P., Ramesh Sivanpillai, and Greg Brown, “Analysis of Four Generator Architectures of C-Gan, Loss Function, and Annotation Method for Epiphyte Identification”, in International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 2021.

Publisher : Remote Sensing and Spatial Information Sciences

Year : 2021

Impact of Dimension Reduced Spectral Features on Open Set Domain Adaptation for Hyperspectral Image Classification

Cite this Research Publication : K. C. S., Sowmya, V., and Dr. Soman K. P., “Impact of Dimension Reduced Spectral Features on Open Set Domain Adaptation for Hyperspectral Image Classification”, in Evolution in Computational Intelligence, Singapore, 2021.

Publisher : Springer Singapore

Year : 2021

Performance Improvement of Deep Residual Skip Convolution Neural Network for Atrial Fibrillation Classification

Cite this Research Publication : S. K., Sowmya, V., Gopalakrishnan, E. A., and Dr. Soman K. P., “Performance Improvement of Deep Residual Skip Convolution Neural Network for Atrial Fibrillation Classification”, in Evolution in Computational Intelligence, Singapore, 2021.

Publisher : Springer Singapore

Year : 2021

Robust Malware Detection using Residual Attention Network

Cite this Research Publication : Shamika Ganesan, R. Vinayakumar, Moez Krichen, Sowmya V., Roobaea Alroobaea, and Dr. Soman K. P., “Robust Malware Detection using Residual Attention Network”, in Digest of Technical Papers - IEEE International Conference on Consumer Electronics, 2021, pp. 1-6.

Publisher : IEEE

Year : 2021

Noise Reduction of ECG using Chebyshev filter and Classification using Machine Learning Algorithms

Cite this Research Publication : B. M. Prakash, V, S., A, G. E., and Dr. Soman K. P., “Noise Reduction of ECG using Chebyshev filter and Classification using Machine Learning Algorithms”, in 2021 International Conference on Computing, Communication, and Intelligent Systems (ICCCIS), Greater Noida, India, 2021.

Publisher : IEEE

Year : 2020

Identifying epiphytes in drones photos with a conditional generative adversarial network (C-GAN)

Cite this Research Publication : Shashank Anivilla, Sajith Variyar V. V., Sowmya V., Dr. Soman K. P., Ramesh Sivanpillai, and Greg Brown, “Identifying epiphytes in drones photos with a conditional generative adversarial network (C-GAN)”, in ISPRS - International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 2020, pp. 99-104.

Publisher : ISPRS - International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences

Year : 2020

Comparison of Image Enhancement Techniques for Rapid Processing of POST Flood Images

Cite this Research Publication : M. Harichandana, Sowmya V., Sajith Variyar V. V., and Ramesh Sivanpillai, “Comparison of Image Enhancement Techniques for Rapid Processing of POST Flood Images”, in The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 2020, pp. 45-50.

Publisher : The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences

Year : 2020

Multi-scale Learning based Malware Variant Detection using Spatial Pyramid Pooling Network

Cite this Research Publication : S. Sriram, R. Vinayakumar, Sowmya V., Mamoun Alazab, and Dr. Soman K. P., “Multi-scale Learning based Malware Variant Detection using Spatial Pyramid Pooling Network”, in IEEE INFOCOM 2020 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS), Toronto, ON, Canada, 2020, pp. 740-745.

Publisher : IEEE

Year : 2020

Capsule Network for Plant Disease and Plant Species Classification

Cite this Research Publication : V. R. Kurup, Anupama, M. A., Vinayakumar, R., Sowmya, V., and Dr. Soman K. P., “Capsule Network for Plant Disease and Plant Species Classification”, in Computational Vision and Bio-Inspired Computing, Cham, 2020.

Publisher : Springer International Publishing, Cham

Year : 2019

A two-band convolutional neural network for satellite image classification

Cite this Research Publication : A. Unnikrishnan, Sowmya, and Dr. Soman K. P., “A two-band convolutional neural network for satellite image classification”, in Lecture Notes in Electrical Engineering, 2019, vol. 500, pp. 161-170.

Publisher : Lecture Notes in Electrical Engineering, Springer Verlag

Year : 2019

Pre-processed hyperspectral image analysis using tensor decomposition techniques

Cite this Research Publication : R. K. Renu, Sowmya, and Dr. Soman K. P., “Pre-processed hyperspectral image analysis using tensor decomposition techniques”, in Communications in Computer and Information Science, 2019, vol. 968, pp. 205-216.

Publisher : Communications in Computer and Information Science

Year : 2019

Spatio-Spectral Compression and Analysis of Hyperspectral Images using Tensor Decomposition

Cite this Research Publication : R. K. Renu, Sowmya, and Dr. Soman K. P., “Spatio-Spectral Compression and Analysis of Hyperspectral Images using Tensor Decomposition”, in 2018 24th National Conference on Communications, NCC 2018, Hyderabad; India, 2019.

Publisher : 2018 24th National Conference on Communications, NCC 2018

Year : 2019

Single-plane scene classification using deep convolution features

Cite this Research Publication : N. Damodaran, Sowmya, Govind, D., and Dr. Soman K. P., “Single-plane scene classification using deep convolution features”, in Advances in Intelligent Systems and Computing, 2019, vol. 900, pp. 743-752.

Publisher : Springer Verlag

Year : 2019

Dimensionality reduction by dynamic mode decomposition for hyperspectral image classification using deep learning and kernel methods

Cite this Research Publication : K. S. Charmisha, Sowmya, and Dr. Soman K. P., “Dimensionality reduction by dynamic mode decomposition for hyperspectral image classification using deep learning and kernel methods”, in Communications in Computer and Information Science, 2019, vol. 968, pp. 256-267.

Publisher : Communications in Computer and Information Science

Year : 2019

Dimensionally reduced features for hyperspectral image classification using deep learning

Cite this Research Publication : K. S. Charmisha, Sowmya, and Dr. Soman K. P., “Dimensionally reduced features for hyperspectral image classification using deep learning”, in Lecture Notes in Electrical Engineering, 2019, vol. 500, pp. 171-179.

Publisher : Springer Verlag

Year : 2019

Deep rectified system for high-speed tracking in images

Cite this Research Publication : V. S. Mohan, Vinayakumar, R., Sowmya, and Dr. Soman K. P., “Deep rectified system for high-speed tracking in images”, in Journal of Intelligent and Fuzzy Systems, 2019, vol. 36, pp. 1957-1965.

Publisher : IOS Press

Year : 2019

A complex network approach for plant growth analysis using images

Cite this Research Publication : Sajith Variyar V. V., Dr. E. A. Gopalakrishnan, Sowmya, and Dr. Soman K. P., “A complex network approach for plant growth analysis using images”, in Proceedings of the 2019 IEEE International Conference on Communication and Signal Processing, ICCSP 2019, Melmaruvathur; India, 2019.

Publisher : Proceedings of the 2019 IEEE International Conference on Communication and Signal Processing, ICCSP 2019

Year : 2019

Breast cancer classification using capsule network with preprocessed histology images

Cite this Research Publication : M. A. Anupama, Sowmya, and Dr. Soman K. P., “Breast cancer classification using capsule network with preprocessed histology images”, in Proceedings of the 2019 IEEE International Conference on Communication and Signal Processing, ICCSP 2019, Melmaruvathur; India, 2019.

Publisher : Proceedings of the 2019 IEEE International Conference on Communication and Signal Processing, ICCSP 2019

Year : 2018

A Comparative Analysis of Total Variation and Least Square Based Hyperspectral Image Denoising Methods

Cite this Research Publication : N. V. Jacob, Sowmya, and Dr. Soman K. P., “A Comparative Analysis of Total Variation and Least Square Based Hyperspectral Image Denoising Methods”, in Proceedings of the 2018 IEEE International Conference on Communication and Signal Processing, ICCSP 2018, Adhiparasakthi Engineering CollegeMelmaruvathur, Chennai; India, 2018, pp. 58-63.

Publisher : Proceedings of the 2018 IEEE International Conference on Communication and Signal Processing, ICCSP 2018

Year : 2018

Effect of dynamic mode decomposition-based dimension reduction technique on hyperspectral image classification

Cite this Research Publication : P. Megha, Sowmya, and Dr. Soman K. P., “Effect of dynamic mode decomposition-based dimension reduction technique on hyperspectral image classification”, in Lecture Notes in Electrical Engineering, 2018, vol. 490, pp. 89-99.

Publisher : Lecture Notes in Electrical Engineering

Year : 2018

Deep Neural Networks as Feature Extractors for Classification of Vehicles in Aerial Imagery

Cite this Research Publication : V. S. Mohan, Sowmya, and Dr. Soman K. P., “Deep Neural Networks as Feature Extractors for Classification of Vehicles in Aerial Imagery”, in 2018 5th International Conference on Signal Processing and Integrated Networks, SPIN 2018, 2018.

Publisher : 2018 5th International Conference on Signal Processing and Integrated Networks, SPIN 2018, Institute of Electrical and Electronics Engineers Inc.

Year : 2018

Dimensionality Reduction of Hyperspectral Images for Classification using Randomized Independent Component Analysis

Cite this Research Publication : C. Jayaprakash, Damodaran, B. B., Sowmya, and Dr. Soman K. P., “Dimensionality Reduction of Hyperspectral Images for Classification using Randomized Independent Component Analysis”, in 2018 5th International Conference on Signal Processing and Integrated Networks, SPIN 2018, Amity School of Engineering and Technology, Noida, India, 2018.

Publisher : 2018 5th International Conference on Signal Processing and Integrated Networks, SPIN 2018, Institute of Electrical and Electronics Engineers Inc., Amity School of Engineering and Technology, Noida, India.

Year : 2018

Deep alexnet with reduced number of trainable parameters for satellite image classification

Cite this Research Publication : A. Unnikrishnan, Sowmya, and Dr. Soman K. P., “Deep alexnet with reduced number of trainable parameters for satellite image classification”, in Procedia Computer Science, 2018.

Publisher : Procedia Computer Science, Elsevier B.V .

Year : 2018

Effect of decolorized images in scene classification using deep convolution features

Cite this Research Publication : N. Damodaran, Sowmya, Govind, D., and Dr. Soman K. P., “Effect of decolorized images in scene classification using deep convolution features”, in Procedia Computer Science, 2018, vol. 143, pp. 954-961.

Publisher : Procedia Computer Science

Year : 2017

Improved color scene classification system using deep belief networks and support vector machines

Cite this Research Publication : Sowmya, Ajay, A., Dr. Govind D., and Dr. Soman K. P., “Improved color scene classification system using deep belief networks and support vector machines”, in 2017 IEEE International Conference on Signal and Image Processing Applications (ICSIPA), Kuching, Sarawak; Malaysia, 2017, pp. 12-14 .

Publisher : 2017 IEEE International Conference on Signal and Image Processing Applications

Year : 2017

Hyperspectral image denoising: A least square approach using wavelet filters

Cite this Research Publication : V. S. Dev, Rajan, S., Sowmya, and Dr. Soman K. P., “Hyperspectral image denoising: A least square approach using wavelet filters”, in 2017 International Conference on Advances in Computing, Communications and Informatics, ICACCI 2017, Manipal, Mangalore, India, 2017.

Publisher : 2017 International Conference on Advances in Computing, Communications and Informatics, ICACCI 2017

Year : 2017

Least square based image deblurring

Cite this Research Publication : Jose, S., Mohan, Neethu, Sowmya, V., & Soman, K. (2017). Least square based image deblurring. In 2017 International Conference on Advances In Computing, Communications and Informatics (ICACCI) (pp. 1453–1457). IEEE.

Publisher : IEEE

Year : 2016

ℓ1 Trend Filter for Image Denoising

Cite this Research Publication : S. Selvin, Ajay, S. G., Gowri, B. G., and Dr. Soman K. P., “ℓ1 Trend Filter for Image Denoising”, in Procedia Computer Science, 2016, vol. 93, pp. 495-502.

Publisher : Procedia Computer Science, Elsevier.

Year : 2016

X-ray Image Classification Based On Tumor using GURLS and LIBSVM

Cite this Research Publication : P. A, R, M., Sowmya, and Dr. Soman K. P., “X-ray Image Classification Based On Tumor using GURLS and LIBSVM”, in International Conference on Communications and Signal Processing (ICCSP’16), Adhiparasakthi Engineering College, Melmaruvathur , 2016.

Publisher : International Conference on Communications and Signal Processing (ICCSP’16)

Year : 2016

Low Contrast Satellite Image Restoration based on adaptive Histogram Equalization and Discrete Wavelet Transform

Cite this Research Publication : M. P, M, S., Sowmya, and Dr. Soman K. P., “Low Contrast Satellite Image Restoration based on adaptive Histogram Equalization and Discrete Wavelet Transform”, in - 5th IEEE International Conference on Communication and Signal Processing-ICCSP'15, Adhiparasakthi Engineering College, Melmaruvathur , 2016.

Publisher : - 5th IEEE International Conference on Communication and Signal Processing-ICCSP'15

Year : 2016

Dimensionality Reduction Using Band Selection Technique for Kernel Based Hyperspectral Image Classification

Cite this Research Publication : R. Reshma, Sowmya, Dr. Soman K. P., J., M., and J., J., “Dimensionality Reduction Using Band Selection Technique for Kernel Based Hyperspectral Image Classification”, in 6th International Conference on Advances in Computing and Communications , ICACC-2016, Rajagiri School of Engineering & Technology, 2016, vol. 93, pp. 396-402.

Publisher : 6th International Conference on Advances in Computing and Communications , ICACC-2016

Year : 2016

Application of Least Square Denoising to Improve ADMM Based Hyperspectral Image Classification

Cite this Research Publication : S. Srivatsa, Ajay, A., Chandni, C. K., Sowmya, and Dr. Soman K. P., “Application of Least Square Denoising to Improve ADMM Based Hyperspectral Image Classification”, in 6th International Conference on Advances in Computing and Communications , ICACC-2016, Rajagiri School of Engineering & Technology, 6-8 September 2016, 2016, vol. 93, pp. 416-423.

Publisher : 6th International Conference on Advances in Computing and Communications , ICACC-2016

Year : 2015

Aerial Image Classification using GURLS and LIBSVM

Cite this Research Publication : A. Joy, Merlin, D., .K, D., Sowmya, and Dr. Soman K. P., “Aerial Image Classification using GURLS and LIBSVM”, in 5th IEEE International Conference on Communication and Signal Processing-ICCSP'15, Adhiparasakthi Engineering College, Melmaruvathur , 2015.

Publisher : 5th IEEE International Conference on Communication and Signal Processing-ICCSP'15

Year : 2014

Image Classification using Deep Learning Features

Publisher : International Conference on Emerging Trends in Electrical Engineering-ICETREE

Year : 2014

A novel approach for denoising coloured remote sensing image using Legendre Fenchel Transformation

Cite this Research Publication : S. Santhosh, Abinaya, N., Rashmi, G., Sowmya, and Dr. Soman K. P., “A novel approach for denoising coloured remote sensing image using Legendre Fenchel Transformation”, in 2014 International Conference on Recent Trends in Information Technology, ICRTIT 2014, Chennai, India, 2014.

Publisher : 2014 International Conference on Recent Trends in Information Technology, ICRTIT 2014

Conference Proceedings

Year : 2018

Vehicle detection in Aerial imagery using Eigen features

Cite this Research Publication : Sowmya, Aleena Ajay, and Dr. Soman K. P., “Vehicle detection in Aerial imagery using Eigen features”, IEEE International Conference on Communication and Signal Processing-ICCSP'17. IEEE, Adhiparasakthi Engineering College, Melmaruvathur , pp. 1620-1624, 2018.

Publisher : Adhiparasakthi Engineering College, Melmaruvathur

Year : 2018

Sparse Image Denoising using Dictionary constructed based on Least Square Solution

Cite this Research Publication : Sowmya, V. Ankarao, and Dr. Soman K. P., “Sparse Image Denoising using Dictionary constructed based on Least Square Solution”, International Conference on Wireless Communications Signal Processing and Networking (WISPNET) 2017. IEEE, SSN College of Engineering, Chennai, India, pp. 1165-1171, 2018.

Publisher : International Conference on Wireless Communications Signal Processing and Networking (WISPNET) 2017

Year : 2018

Effect of Denoising on Vectorized Convolutional Neural Network for Hyperspectral Image Classification

Cite this Research Publication : Sowmya, Deepa Merlin Dixon.K, and Dr. Soman K. P., “Effect of Denoising on Vectorized Convolutional Neural Network for Hyperspectral Image Classification”, International Conference on Nextgen Electronic Technologies: Silicon to Software (ICNETS2), Lecture Notes in Electrical Engineering, vol. 490. Springer Nature Singapore Pte Ltd. 2018, VIT University, Chennai Campus, India, pp. 305-313, 2018.

Publisher : Springer Nature Singapore

Year : 2018

Dependency of Various Color and Intensity Planes on CNN Based Image Classification

Cite this Research Publication : Dr. Govind D., Sowmya, Sachin, R., and Dr. Soman K. P., “Dependency of Various Color and Intensity Planes on CNN Based Image Classification”, Advances in Intelligent Systems and Computing, International Symposium on Signal Processing and Intelligent Recognition Systems SIRS 2017, vol. 678. Springer International Publishing AG 2018, Manipal, India, pp. 167-177, 2018.

Publisher : Springer International Publishing AG 2018

Year : 2018

Image Dehazing Using Variational Mode Decomposition

Cite this Research Publication : Sowmya, Hima . T.Suseelan, and Dr. Soman K. P., “Image Dehazing Using Variational Mode Decomposition”, International Conference on Wireless Communications Signal Processing and Networking (WISPNET 2017). IEEE, SSN College of Engineering, Chennai, India, pp. 200-205, 2018.

Publisher : IEEE

Year : 2017

Significance of contrast and structure features for an improved color image classification system

Cite this Research Publication : Sowmya, Dr. Govind D., and Dr. Soman K. P., “Significance of contrast and structure features for an improved color image classification system”, 2017 IEEE International Conference on Signal and Image Processing Applications (ICSIPA). pp. 210-215, 2017.

Publisher : 2017 IEEE International Conference on Signal and Image Processing Applications

Year : 2017

Performance Evaluation of Edge Feature Extracted using Sparse Banded Matrix Filter Applied for Face Recognition

Cite this Research Publication : Ashwini, B., Mohan, Neethu, Se, S., Sowmya, V., & Soman, K. (2017). Performance evaluation of edge feature extracted using sparse banded matrix filter applied for face recognition. In 2017 International Conference On Circuit, Power And Computing Technologies (ICCPCT) (pp. 1–5). IEEE.

Publisher : IEEE International Conference on Circuit, Power and Computing, ICCPCT-2017,

Year : 2017

Least Square Denoising in Spectral Domain for Hyperspectral Images

Cite this Research Publication : Chippy Jayaprakash, Naveen Varghese Jacob, Renu .R.K., Sowmya, and Dr. Soman K. P., “Least Square Denoising in Spectral Domain for Hyperspectral Images”, Procedia Computer Science, 7th International Conference on Advances in Computing and Communications , ICACC-2017, vol. 115. Elsevier, Rajagiri School of Engineering & Technology, Kochi, Kerala, India, pp. 399-406, 2017.

Publisher : Procedia Computer Science, 7th International Conference on Advances in Computing and Communications , ICACC-2017, Elsevier,

Year : 2017

Image Denoising based on Weighted Regularized Least Square Method

Cite this Research Publication : M .Srikanth, K.S. Gokul Krishnan, Sowmya, and Dr. Soman K. P., “Image Denoising based on Weighted Regularized Least Square Method”, IEEE International Conference on Circuit, Power and Computing, ICCPCT-2017. Baselious Mathews II College of Engineering, Kerala, pp. 19-20, 2017.

Publisher : IEEE International Conference on Circuit, Power and Computing, ICCPCT-2017.

Year : 2017

Effect of Dynamic Mode Decomposition Based Dimension Reduction Technique on Hyperspectral Image Classification

Cite this Research Publication : Sowmya, Megha .P, and Dr. Soman K. P., “Effect of Dynamic Mode Decomposition Based Dimension Reduction Technique on Hyperspectral Image Classification”, International Conference on Nextgen Electronic Technologies: Silicon to Software (ICNETS2. LNEE Springer Proceedings, VIT University, Chennai Campus, India, pp. 23-25 , 2017.

Publisher : International Conference on Nextgen Electronic Technologies: Silicon to Software

Year : 2017

Effect of Denoising on Dimensionally Reduced Sparse Hyperspectral Unmixing

Cite this Research Publication : Swarna .M, Sowmya, and Dr. Soman K. P., “Effect of Denoising on Dimensionally Reduced Sparse Hyperspectral Unmixing”, 7th International Conference on Advances in Computing and Communications , ICACC-2017, vol. 115. Elsevier, Rajagiri School of Engineering & Technology, pp. 391-398, 2017.

Publisher : 7th International Conference on Advances in Computing and Communications , ICACC-2017, Elsevier,

Year : 2017

Comparative Analysis of Sparsity based and Kernel based algorithms for Hyperspectral Image Classification

Cite this Research Publication : Vishnu Pradeep V, Reshma R, Sowmya, and Dr. Soman K. P., “Comparative Analysis of Sparsity based and Kernel based algorithms for Hyperspectral Image Classification”, IEEE International Conference on Circuit, Power and Computing, ICCPCT-2017. Baselious Mathews II College of Engineering, Kerala, pp. 19-20, 2017.

Publisher : IEEE International Conference on Circuit, Power and Computing, ICCPCT-2017. Baselious Mathews II College of Engineering,

Year : 2016

Performance enhancement of minimum volume-based hyperspectral unmixing algorithms by empirical wavelet transform

Cite this Research Publication : P. G. Mol, Sowmya, and Dr. Soman K. P., “Performance enhancement of minimum volume-based hyperspectral unmixing algorithms by empirical wavelet transform”, International Conference on Soft Computing Systems (ICSCS 2015), Advances in Intelligent Systems and Computing, vol. 397. AISC Springer Series, Noorul Islam Centre for Higher Education, Kumaracoil; India, pp. 251-256, 2016.

Publisher : AISC Springer Series

Year : 2016

Dimensionality reduced recursive filter features for hyperspectral image classification

Cite this Research Publication : L. S. Kiran, Sowmya, and Dr. Soman K. P., “Dimensionality reduced recursive filter features for hyperspectral image classification”, Advances in Intelligent Systems and Computing, Second International Conference on Computer and Communication Technologies (IC3T -2015), vol. 380. AISC Springer Series(SCOPUS, ISI proceedings), CMR Technical Campus, Hyderabad, pp. 557-565, 2016.

Publisher : AISC Springer Series

Year : 2016

Hyperspectral image denoising using legendre-fenchel transform for improved sparsity based classification

Cite this Research Publication : N. Haridas, Aswathy, C., Sowmya, and Dr. Soman K. P., “Hyperspectral Image Denoising Using Legendre-Fenchel Transform for Improved Sparsity Based Classification”, Advances in Intelligent Systems and Computing, International Symposium on Intelligent Systems Technologies and Applications (ISTA-15), co-located with 4th International Conference on Advances in Computing, Communications and Informatics, ICACCI 2015, vol. 384. Springer, SCMS School of Engineering, Aluva, Kochi , pp. 521–528, 2016.

Publisher : Advances in Intelligent Systems and Computing, International Symposium on Intelligent Systems Technologies and Applications (ISTA-15), co-located with 4th International Conference on Advances in Computing, Communications and Informatics, ICACCI 2015, Springer

Year : 2016

Analysis of various color space models on effective single image super resolution

Cite this Research Publication : N. John, Viswanath, A., Sowmya, and Dr. Soman K. P., “Analysis of various color space models on effective single image super resolution”, Advances in Intelligent Systems and Computing, International Symposium on Intelligent Systems Technologies and Applications (ISTA-15), co-located with 4th International Conference on Advances in Computing, Communications and Informatics, ICACCI 2015, vol. 384. Springer Verlag, Kochi, India, pp. 529-540, 2016.

Publisher : Springer Verlag

Year : 2015

Hyperspectral image denoising using legendre Fenchel Transformation for improved Multinomial Logistic Regression based classification

Cite this Research Publication : C. Aswathy, Sowmya, Gandhiraj R., and Dr. Soman K. P., “Hyperspectral image denoising using legendre Fenchel Transformation for improved Multinomial Logistic Regression based classification”, 4th IEEE International Conference on Communications and Signal Processing (ICCSP), 2015 . IEEE, Adhiparasakthi Engineering College , Melmaruvathur, pp. 1670 - 1674, 2015.

Publisher : IEEE

Year : 2015

Hyperspectral image classification using Random Kitchen Sink and Regularized Least Squares

Cite this Research Publication : N. Haridas, Sowmya, and Dr. Soman K. P., “Hyperspectral image classification using Random Kitchen Sink and Regularized Least Squares”, 4th IEEE International Conference on Communications and Signal Processing (ICCSP), 2015 . IEEE, Adhiparasakthi Engineering College , Melmaruvathur, pp. 1665 - 1669, 2015.

Publisher : , IEEE, Adhiparasakthi Engineering College

Year : 2015

Comparative Analysis of Scattering and Random Features in Hyperspectral Image Classification

Cite this Research Publication : N. Haridas, Sowmya, and Dr. Soman K. P., “Comparative Analysis of Scattering and Random Features in Hyperspectral Image Classification”, Second International Symposium on Computer Vision and the Internet (VisionNet’15). Elsevier Procedia Computer Science Journal, SCMS School of Engineering, Aluva, Kochi, pp. 307 – 314, 2015.

Publisher : Elsevier Procedia Computer Science Journal

Year : 2015

Hyperspectral Image Denoising using Low Pass Sparse Banded Filter Matrix for Improved Sparsity Based Classification

Cite this Research Publication : C. Aswathy, Sowmya, and Dr. Soman K. P., “Hyperspectral Image Denoising using Low Pass Sparse Banded Filter Matrix for Improved Sparsity Based Classification”, Second International Symposium on Computer Vision and the Internet (VisionNet’15). Elsevier Procedia Computer Science Journal, SCMS School of Engineering, Aluva, Kochi, pp. 26–33, 2015.

Publisher : Elsevier Procedia Computer Science Journal, SCMS School of Engineering,

Year : 2015

Fast Fourier Transform and Nonlinear Circuits Based Approach for Smart Meter Data Security

Cite this Research Publication : J. M Babu, Sowmya, and Dr. Soman K. P., “Fast Fourier Transform and Nonlinear Circuits Based Approach for Smart Meter Data Security”, International Conference onSmart Grid Technologies (ICSGT’15). Elsevier Procedia Technology, Amrita School of Engineering, Coimbatore, pp. 287–294, 2015.

Publisher : Elsevier Procedia Technology

Year : 2015

ADMM based algorithm for spike and smooth signal separation using over-complete dictionary

Cite this Research Publication : K. Harikumar, Athira, S., Nair, Y. C., Sowmya, and Dr. Soman K. P., “ADMM based algorithm for spike and smooth signal separation using over-complete dictionary”, 4th IEEE International Conference on Communication and Signal Processing-ICCSP'15. IEEE, Adhiparasakthi Engineering College , Melmaruvathur , pp. 1617 - 1622, 2015.

Publisher : IEEE

Year : 2014

Comparison of Performance Analysis of Image Classification by K-Means and Bisecting K-Means

Publisher : 4th National Conference on Advanced Trends in Information and Computing Sciences (NCATICS’14)

Year : 2013

A comparative study of spike and smooth separation from a signal using different overcomplete dictionary

Cite this Research Publication : G. Aarthy, Amitha, P. L., Krishnan, T., Pillai, G. S., Sowmya, and Dr. Soman K. P., “A comparative study of spike and smooth separation from a signal using different overcomplete dictionary”, 2013 IEEE International Multi Conference on Automation, Computing, Control, Communication and Compressed Sensing, iMac4s 2013. IEEE, Kochi, Kerala, pp. 590-595, 2013.

Publisher : 2013 IEEE International Multi Conference on Automation, Computing, Control, Communication and Compressed Sensing, iMac4s 2013

Year : 2013

2D Image Data Approximation using Savitzky-Golay Filter – Smoothing and Differencing

Cite this Research Publication : B. G. Gowri, Hariharan, V., Thara, S., Sowmya, Kumar, S. S., and Dr. Soman K. P., “2D Image data approximation using Savitzky Golay filter - Smoothing and differencing”, 2013 IEEE International Multi Conference on Automation, Computing, Control, Communication and Compressed Sensing, iMac4s 2013. IEEE, Kochi, Kerala, pp. 365-371, 2013.

Publisher : IEEE

Year : 2013

An experimental study on application of orthogonal matching pursuit algorithm for image denoising

Cite this Research Publication : Suchithra M., Sukanya, P., Prabha, P., Sikha O. K., Sowmya, and Dr. Soman K. P., “An experimental study on application of orthogonal matching pursuit algorithm for image denoising”, 2013 IEEE International Multi Conference on Automation, Computing, Control, Communication and Compressed Sensing, iMac4s 2013. IEEE, Kochi, Kerala, pp. 729-736, 2013.

Publisher : 2013 IEEE International Multi Conference on Automation, Computing, Control, Communication and Compressed Sensing, iMac4s 2013

Year : 2012

Implementation of ℓ 1 magic and one bit compressed sensing based on linear programming using excel

Cite this Research Publication : P. K. Indukala, Lakshmi, K., Sowmya V., and Dr. Soman K. P., “Implementation of ℓ 1 magic and one bit compressed sensing based on linear programming using excel”, International Conference on Advances in Computing and Communications, ICACC 2012. IEEE, Kochi, Kerala, pp. 69-72, 2012

Publisher : International Conference on Advances in Computing and Communications, ICACC 2012. IEEE, Kochi, Kerala.

Year : 2012

Visualization of OFDM using Microsoft Excel spreadsheet in Linear Algebra Perspective

Cite this Research Publication : R. Anand, Prabha, P., Sikha, O. K., Suchithra, M., Dr. Soman K. P., and Sowmya V., “Visualization of OFDM using Microsoft Excel spreadsheet in Linear Algebra Perspective”, International Conference on Advances in Computing and Communications, ICACC 2012. IEEE, Kochi, Kerala, pp. 58-64, 2012

Publisher : IEEE

Year : 2012

Computation of continuous wavelet transform using microsoft excel spreadsheet

Cite this Research Publication : P. Prabha, Sikha O. K., Suchithra M., Sukanya, P., Sowmya, and Dr. Soman K. P., “Computation of continuous wavelet transform using microsoft excel spreadsheet”, Proceedings - 2012 International Conference on Advances in Computing and Communications, ICACC 2012. IEEE, Kochi, Kerala, pp. 73-77, 2012.

Publisher : IEEE

Year : 2011

A Decision Tree Based Land Cover Image Classification Using Color Space and Texture

Cite this Research Publication : Sowmya, “A Decision Tree Based Land Cover Image Classification Using Color Space and Texture”, IEEE International Conference on Computational Intelligence and Computing Research. IEEE, Cape Institute of Technology, Levengipuram, Kanyakumari, India, 2011.

Publisher : Cape Institute of Technology

Year : 2011

An effective pre-processing algorithm for detecting noisy spectral bands in hyperspectral imagery

Cite this Research Publication : B. D Bhushan, Sowmya V., M Manikandan, S., and Dr. Soman K. P., “An Effective Pre-processing Algorithm for Detecting Noisy Spectral Bands in Hyperspectral Imagery”, International Symposium on Ocean Electronics, SYMPOL 2011. IEEE, Kochi, pp. 34 - 39, 2011.

Publisher : IEEE

Year : 2010

Super resolution blind reconstruction of low resolution images using framelets based fusion

Cite this Research Publication : B. D. Bhushan, Sowmya, and Dr. Soman K. P., “Super resolution blind reconstruction of low resolution images using framelets based fusion”, International Conference on Recent Trends in Information, Telecommunication, and Computing ITC 2010. IEEE, Kochi, Kerala, pp. 100-104, 2010.

Publisher : IEEE

Book Chapter

Year : 2021

Performance Analysis of Deep Learning Models for Biomedical Image Segmentation

Cite this Research Publication : T. K. Saj Sachin, Sowmya V., and Dr. Soman K. P., “Performance Analysis of Deep Learning Models for Biomedical Image Segmentation”, in Deep Learning for Biomedical Applications, 1st Editionst ed., CRC Press, 2021, pp. 83–100.

Publisher : CRC Press

Year : 2021

Multi-task data driven modelling based on transfer learned features in deep learning for biomedical application

Cite this Research Publication : H. N., B., R., V, S., V., K. Menon, E.A., G., V.V., S. Variyar, and Dr. Soman K. P., “Multi-task data driven modelling based on transfer learned features in deep learning for biomedical application”, in Lecture Notes in Networks and Systems, vol. 171, 2021.

Publisher : Lecture Notes in Networks and Systems

Year : 2020

Transferable Approach for Cardiac Disease Classification using Deep Learning

Cite this Research Publication : P. Gopika, Sowmya V., Gopalakrishnan, E. A., and Dr. Soman K. P., “Transferable Approach for Cardiac Disease Classification using Deep Learning”, in Deep Learning Techniques for Biomedical and Health Informatics, B. Agarwal, Balas, V. Emilia, Jain, L. C., Poonia, R. Chandra, and Manisha,, Eds. Academic Press, 2020, pp. 285-303, Academic Press.

Publisher : Deep Learning Techniques for Biomedical and Health Informatics, Academic Press

Year : 2020

Musculoskeletal Radiographs Classification using Deep Learning

Cite this Research Publication : N. Harini, Ramji, B., Sriram, S., Sowmya V., and Soman, K. P., “Musculoskeletal Radiographs Classification using Deep Learning”, in Deep Learning for Data Analytics, H. Das, Pradhan, C., and Dey, N., Eds. Academic Press, 2020, pp. 79-98, Academic Press.

Year : 2020

Single-layer Convolution Neural Network for Cardiac Disease Classification using Electrocardiogram Signals

Cite this Research Publication : P. Gopika, Krishnendu, C. S., M. Chandana, H., Ananthakrishnan, S., Sowmya V., Gopalakrishnan, E. A., and Soman, K. P., “Single-layer Convolution Neural Network for Cardiac Disease Classification using Electrocardiogram Signals”, in Deep Learning for Data Analytics, H. Das, Pradhan, C., and Dey, N., Eds. Academic Press, 2020, pp. 21-35, Academic Press.

Publisher : Deep Learning for Data Analytics, Academic Press

Year : 2020

Performance Analysis of NASNet on Unconstrained Ear Recognition

Cite this Research Publication : K. Radhika, Devika, K., Aswathi, T., Sreevidya, P., Sowmya V., and Dr. Soman K. P., “Performance Analysis of NASNet on Unconstrained Ear Recognition”, in Nature Inspired Computing for Data Science, Springer International Publishing, 2020, pp. 57-82, Springer, Cham.

Publisher : Springer International Publishing

Year : 2019

A Deep Learning Approach for Patch-based Disease Diagnosis from Microscopic Images

Cite this Research Publication : A. Simon, Vinayakumar, R., Sowmya V., Soman, K. Padannayil, and Gopalakrishnan, E. Anathanara, “A Deep Learning Approach for Patch-based Disease Diagnosis from Microscopic Images”, in Classification Techniques for Medical Image Analysis and Computer Aided Diagnosis, N. Dey, Ed. Academic Press, 2019, pp. 109-127, Academic Press.

Publisher : Classification Techniques for Medical Image Analysis and Computer Aided Diagnosis, Academic Press

Year : 2019

Hyperspectral image: Fundamentals and advances

Cite this Research Publication : Sowmya V., Dr. Soman K. P., and Hassaballah, M., “Hyperspectral image: Fundamentals and advances”, in Studies in Computational Intelligence, vol. 804, Springer Verlag, 2019, pp. 401-424, Springer, Cham.

Publisher : Springer Verlag

Year : 2019

Scene classification using transfer learning

Cite this Research Publication : N. Damodaran, Sowmya V., Govind, D., and Dr. Soman K. P., “Scene Classification using transfer Learning”, in Studies in Computational Intelligence, vol. 804, Springer Verlag, 2019, pp. 363-399, Springer, Cham.

Publisher : Springer Verlag

Newspaper Article

Year : 2013

Voice Your Views -4- What do you think should be censored from movies?

Cite this Research Publication : Sowmya, “Voice Your Views -4- What do you think should be censored from movies?”, The Hindu Metroplus, CBE Edition, Coimbatore, 2013.

Publisher : The Hindu Metroplus, CBE Edition

Year : 2013

Voice Your Views -5 –Should the death penalty be abolished?

Cite this Research Publication : Sowmya, “Voice Your Views -5 –Should the death penalty be abolished?”, The Hindu Metroplus, CBE Edition , Coimbatore, 2013.

Publisher : The Hindu Metroplus, CBE Edition

Year : 2013

Voice Your Views -2 – Is Coimbatore Safe for Women?

Cite this Research Publication : Sowmya, “Voice Your Views -2 – Is Coimbatore Safe for Women?”, The Hindu Metroplus, CBE Edition, Coimbatore, 2013.

Publisher : The Hindu Metroplus, CBE Edition

Year : 2013

Voice Your Views -3- Favorite yet unusual getaways at Coimbatore

Cite this Research Publication : Sowmya, “Voice Your Views -3- Favorite yet unusual getaways at Coimbatore”, The Hindu Metroplus, CBE Edition, Coimbatore, 2013.

Publisher : The Hindu Metroplus, CBE Edition

Professional Achievements
  • International Level Collaborator with Prince Mohammad Bin Fahd University, Saudi Arabia.
  • Recipient of Best Session Award for organizing the Special Session on “Artificial Intelligence for Smart Healthcare” in the World Conference in Virtual Format on “Congress on Intelligent Systems (CIS-2020) conducted by Soft Computing Research Society in association with Springer Publications during September 05 – 06, 2020.
  • Received “Women In AI Leadership Awards 2019 (Only Academician among the winners)” sponsored by Jigsaw Academy, during the one day Conference, “The Rising 2019” on Women in Analytics and AI, organized by the Analytics India on March 8, 2019 at Taj Hotel, Bangalore.
  • Awarded with Deep Learning Instructor Ambassadorship Grant by NVIDIA (December 2018).
  • Invited Speaker by Premier National Institutes to deliver lectures on “Deep Learning and its Applications in Image Processing”.
  • Organizer of the “Special Session on Artificial Intelligence and Machine Learning Applications (AIML)”, in the Scopus Indexed Springer International Conferences.
  • Recipient of several National Awards for Teaching and Research.
  • Author of more than 100 Scopus Indexed Publications in the area of Machine Learning and Deep Learning applied to Signal and Image Analysis, attained through M.Tech Projects Guidance.
  • International Level Collaborator with University of Wyoming in the research area of “Image Analysis and Drones”.
Webinars Rendered during COVID 2020-2021
  • Session on “Prospects of AI/Ml in Signal Processing” at the 5-days workshop on “Applications of AI and ML in Power and Electronics Engineering Challenges” conducted during 21st to 25th September 2021 organized by the IEEE PES Association at RV College of Engineering, Bangalore.
  • Session on “AI for Biomedical Signal Analysis” at the DBT sponsored National Level Seminar on “Artificial Intelligence in Diabetes and Heart Diseases: A Technology Driven Progress in Healthcare” conducted during 22nd to 23rd September 2021 organized by the Department of ECE at Sri Shakthi Institute of Engineering and Technology, Coimbatore.
  • Session on “Deep Learning Based Algorithms for Image Analysis” at the KTU sponsored Faculty Development Program on “Research Perspectives of Machine Learning and Deep Learning for Signal Processing Applications” conducted during 6th to 10th September 2021 organized by the Department of ECE at Sree Chitra Thirunal College of Engineering, Kerala.
  • Session on “Applications of DL Techniques in Image Processing” at the ATAL Faculty Development Program on “AI Applications in Biomedical Engineering” conducted from 2nd to 6th August 2021 organized by the Department of EEE at NIT, Calicut.
  • Session on “Deep Learning Based Approaches for Biomedical Data Analysis” at the KTU sponsored Faculty Development Program on “Deep Learning of Image and Video Applications” conducted on 15th June 2021 organized by the Department of ECE at LBS College of Engineering, Kasargod, Kerala.
  • Session on “AI for Biomedical Image Analysis” at the 5-days Faculty Training Program on “Recent Advances in Image Processing and Computer Vision” conducted on May 17-21, 2021 organized by the Department of CSE at LBS Institute of Technology for Women, Trivandrum, Kerala.
  • Session on “Beneficial AI for Humanity” at the webinar series titled, “Unravelling Technologies of the Future” conducted on 4th June 2021 organized by CLEMENTIA, the CSE Department Association at Sreepathy Institute of Management and Technology, Kerala.
  • Session on “AI in Computer Vision” organized by Technology Enabling Center (TEC), Amrita Vishwa Vidyapeetham on February 27, 2021.
  • Session on “Constrained Optimization and Support Vector Machines” in the AICTE sponsored Online FDP on “Machine Learning and Optimization” organized by Ahalia School of Engineering and Technology, Kerala on February 24, 2021.
  • Session on “AI for Biomedical Image Analysis” in the ATAL sponsored Online FDP organized by Department of Biomedical Engineering, Model Engineering College, Kerala on February 22, 2021.
  • Session on “Drone Image Analysis Using Deep Learning for Agricultural Applications” in 5 – Days AICTE – ATAL Sponsored FDP on “Artificial Intelligence, Machine Learning and Deep Learning”, organized by Department of ECE, Karpagam College of Engineering, Coimbatore on February 5, 2021.
  • Session on “AI in Signal Processing” in the one week AICTE sponsored STTP on “Artificial Intelligence” organized by Department of ECE, Sona College of Technology, Salem on January 6, 2021.
  • Session on “AI for Healthcare” in the AICTE Sponsored STTP on “Leveraging Artificial Intelligence and Data Analytics for Helathcare” organized by K.J.Somaiya Institute of Engineering and Information Technology, Mumbai on January 4, 2021.
  • Session on “Artificial Intelligence and Deep Learning” in the FDP, organized by Department of ECE, Kalasalingam Academy of Research and Education on December 31, 2020.
  • Session on “Concepts of Data Science” in the AICTE Sponsored STTP on “IOT and DataScience”, organized by Department of ECE, St.Joseph’s College of Engineering and Technology, Keral on December 28, 2020.
  • Session on “Supervised Deep Learning Based Approaches for Image Analysis” in the AICTE sponsored 6 days STTP on Supervised and Unsupervised Machine Learning Using Google Cloud, organized by Department of ECE, R.M.K.College of Engineering and Technology, Chennai on November 21, 2020.
  • Session on “Efficacy of Artificial Intelligence”, in “HER TALKS – The Virtual Meetup”, organized by the software development company: Informatica on November 19, 2020.
  • Session on “Biomedical Processing” in the 5 – Days AICTE – ATAL Sponsored FDP on Data Sciences, organized by Department of Information Technology, National Institute of Technology Karnataka (NIT-K), Surathkal on September 25, 2020.
  • Session on “Artificial Intelligence for HealthCare” in the Short Term Training Program (STTP) on “Biomedical Systems Design using Artificial Intelligence & Machine Learning” sponsored by AICTE, Delhi and organized by Biomedical Engineering and Technology Incubation Center, Nagpur and Department of Artificial Intelligence, G.H.Raisoni College of Engineering, Nagpur on September 9, 2020.
  • Session on “Efficacy of Artificial Intelligence” hosted by the Department of Computer Science, and Engineering, KMEA engineering College, Kerala in association with Computer Society of India on June 8, 2020.
  • Session on “Expert View on Artificial Intelligence and Data Science (Courses after 12th exam)” hosted by Shiksha.com belongs to Info Edge (India) Ltd, the owner of established brands like Naukri.com, 99acres.com, Jeevansathi.com on May 15, 2020.
  • Session on “Efficacy of Artificial Intelligence” hosted by the Department of Mathematics with Computer Applications, Shri Nehru Maha Vidyalaya College of arts and Sciences and Institute of Management, affiliated to Bharathiar University, Coimbatore on May 6, 2020.
Reviewer
  1. ISPRS Journal of Photogrammetry and Remote Sensing (Elsevier).
  2. Computers and Electronics in Agriculture (Elsevier).
  3. Computer and Information Sciences (Elsevier).
  4. Neural Networks (Elsevier).
  5. Remote Sensing Letters (Taylor & Francis).
  6. Signal, Image and Video Processing (Springer).
  7. Digital Signal Processing (Elsevier).
  8. International Journal of Image and Data Fusion.
  9. Applied Soft Computing (ASOC).
  10. Information Sciences.
  11. Journal of King Saud University, Computer and Information Sciences (JKSUCI).
Invited Talks
  • Rendered one-day invited lecture on “Generative Adversarial Networks (GAN) for Computer Vision” as a part of the TEQIP-III sponsored Workshop on “Artificial Intelligence and Machine Learning Applications in the Emerging Areas of Computer Science and Information Technology ” held at NIT-Suratkal on December 13, 2019.
  • Rendered one-day invited lecture on “Applications of Deep Learning in Image Processing Applications” as a part of the FDP program on “Deep Learning and Machine Learning Approaches and its Applications” held at NIT – Calicut on December 12, 2019.
  • Rendered a session on “Basic theory of Deep Neural and Convolutional Network” during “Two days workshop on Machine Learning – Hands on with Matlab and Python” , organized by Center for Development Advanced Computing (C-DAC), Trivandrum during 5-6 July, 2019.
  • Rendered a session on “Fundamentals of Computer Vision using NVIDIA DIGITS ” (as a part of NVIDIA DLI University Ambassador Grant) during “CSIR sponsored National Level Seminar on Deep Learning” , organized by P.A.College of Engineering and Technology, Pollachi on June 26, 2019.
  • Rendered a session on “Fundamentals of Computer Vision using NVIDIA DIGITS ” (as a part of NVIDIA DLI University Ambassador Grant) during “FDP on Deep Learning for Object Detection”, organized by Sona College of Technology, Salem on June 21, 2019.
  • Rendered a session on “Generative Adversarial Networks (GAN)“, along with the hands on in python at a National Level Faculty Development Program on “Deep Learning Unfolded”, conducted by Amrita School of Engineering, Amritapuri Campus, Kollam on May 31, 2019.
  • Rendered a session on “Drones for Forestry Applications” at a monthly seminar conducted by the Institute of Forest Genetics and Tree Breeding (IFGTB), Indian Council of Forestry Research and Education, Coimbatore, India on May 30, 2019.
  • Delivered one day workshop on “Fundamentals of Deep Learning for Computer Vision – Hands-on using NVIDIA DIGITS” at KMEA College of Engineering, Aluva on May 14, 2019. This was certified and sponsored by NVIDIA as a part of “NVIDIA Deep Learning Instructor University Ambassadorship Award”.
  • Delivered a guest lecture on “Opportunities in Remote Sensing” at Avinashilingam Institute of Home Science and Higher Education for Women, Coimbatore on March 6, 2019.
  • Delivered one-day workshop on “Computational Tools Needed for Data Science (with hands-on in Matlab and Python)” during the 9th National Level Tech fest – Anokha 2019 organized by Amrita School of Engineering, Coimbatore during February 14-16, 2019.
  • Delivered a guest lecture on “Machine Learning” at Karpagam College of Engineering, Coimbatore on January 24, 2019.
  • Invited talk on “Deep Learning” in Two days IEEE workshop on Machine Learning held at Kalasalingam University on 2-3 Feb, 2018.
  • Invited talk on “Deep Learning for Bio-medical Application” in ICMR Sponsored Seminar on Deep Learning Techniqies and Tools for Medical Application organized by Department of Computer Science and Engineering, Mepco Schlenk Engineering College, Sivakasi on 17/01/2018.

@ NIT-Suratkal, Karnataka Invitation

@ NIT – Calicut Momento

@ CDAC-Trivandrum

  • Delivered a lecture on “Deep Learning for Medical Image Processing” in “TEQIP Sponsored Artificial Intelligence for Biomedical Applications” organized by TKM College of Engineering, Kollam, on 14th Dec, 2017.
  • Delivered a lecture on “Drone based Hyperspectral Imaging for Precision Agriculture” in “Refresher Course for Computer Science” organized by Bharathiar University, on 21st Nov, 2017.
  • Delivered a lecture on “Data Mining” for MBA students of Avinashilingam University on 18th March 2017.
  • Delivered a session on “Least square based image processing” as a part of short term training programme on Digital Signal Processing and its Applications held at Govt.Engineering College, Thrissur on 5th Dec, 2016.
  • Rendered hands on training in “Support Vector Machines using Libsvm and Weka” for M.Tech students of the Department of Electronics and Communication Engineering, Rajiv Gandhi Institute of Technology, Kottayam on 18-12-2015.
  • Delivered one day session on ‘PDE and Image Processing” in two days “National Level Workshop on Signal and Image Processing” conducted by Department of Information Technology, Sona College of technology, Salem during 4-5 Dec, 2015.
  • Rendered a lecture on “PDE based Image Processing” in “A training workshop on Advanced Optimization, Deep Learning Applications (AODA)” organized by organized by the Centre for Excellence in Computational Engineering and Networking (CEN), Amrita Vishwa Vidyapeetham (University), Coimbatore, during January 30 – February 2, 2014.
  • Rendered Invited Guest Lecture on “Remote Sensing and Applications of GIS” at Avinashilingam University, Coimbatore, 2012.
  • Rendered a talk on “Hyperspectral Image Processing” at “First National Workshop on “Sparse Image and Signal Processing (SISP-2011)”, organized by the Centre for Excellence in Computational Engineering and Networking (CEN), Amrita Vishwa Vidyapeetham (University), Coimbatore.
Awards
  • Awarded “Dr.S.Radhakrishnan Bharat Shiksha” for the outstanding contributions in Mentoring on 5th September, 2021 by Bharat Shiksha, New Delhi.
  • Awarded “Bharat Excellence” and “Best Indian Global Personalities” by Friendship Forum of India at Delhi on July 28, 2019.
  • Awarded “Best Engineering College Teacher” by Society for Engineering Education Enrichment (SEEE) at Dr.N.G.P Institute of Technology, Coimbatore on July 20, 2019.
  • Awarded with “Excellence in Research for the academic year 2016-2017” by Amrita School of Engineering, Coimbatore, Amrita Vishwa Vidyapeetham on 23rd Institution day held on 10th January 2018.
  • Awarded with “Best Young Researcher Award” rendered by Integrated Intelligent Research Groups on the occasion of Republic Day Achievers award 2018, celebrated at Loyola-ICAM College of Engineering and Technology (LICET), Chennai.
  • Awarded with PG Merit Scholarship for University Rank Holders – Rs.40000 by University Grants Commission (UGC), New-Delhi in the year 2008.
  • Awarded with “Young Women Educator and Researcher” by National Foundation for Entrepreneurship Development (NFED), Coimbatore on 4th Women’s Day Awards celebrated on 8th March 2017 at Grand Reagent Coimbatore.
  • Awarded with “Young Women Achiever (in recognition of Your Role, Outstanding Contributions, Significant Achievements and Sustained Excellence in the field of Engineering) of the Women Awards – VIWA 2016” celebrated on 5 March 2016 at Radha Regent Chennai.
  • Received third prize in Essay Competition conducted by Amrita nature club on the occasion of International Women’s Day on March 8th, 2014.
  • Awarded with title “Associate of the month of January 2011” for project excellence by Cognizant Technology Solutions (CTS), Chennai.
  • Awarded with shield for securing University First Rank in M.TECH (Remote Sensing and Wireless Sensor Networks) (2008-2010) by Amrita Vishwa Vidyapeetham, Coimbatore.
  • Awarded with Gold Medal for University First Rank in B.Sc., (Physics) (2003-2006) by Avinashilingam University, Coimbatore.
  • Awarded with cash award of Rs.5000 for securing First Place in the paper presented in National Level Seminar on Signal Processing held at Sree NarayanaGuru Institute of Science and technology, Kochi.
  • Awarded with “Swami Vivekananda Award” for Excellence in Education by Yuva Kendra Association, Madurai.
Professional Activities
  • Program Committee Member, Reviewer and Technical Session Chair on “Inteliigent System: Algortihms and Applications” in the Scopus Indexed Springer International Conference on Communication and Computational Technologies (ICCCT), organized by Rajasthan Technical University in association with Soft Computing Research Scoiety (SCRS) held online during February 27-28, 2021.
  • Program Committee Member, Reviewer and Technical Session Chair on “Inteliigent System: Algortihms and Applications” in the Scopus Indexed Springer International Conference on Communications and Intelligent Systems (ICCIS), organized by Rajasthan Technical University in association with Soft Computing Research Scoiety (SCRS) held online during December 26-27, 2020.
  • Organizer of the Special Session titled “Artificial Intelligence and Machine Learning (AIML)” in the Scopus Indexed Springer 4th  International Conference on Smart Computing and Informatics (SCI), organized by Vasavi College of Engineering, Hyderabad during October 9-10, 2020.
  • Organizer of the Special Session titled “Advanced Deep Learning Methods for Multidisciplinary Applications (ADMMA) in the Scopus Indexed International Conference on Smart Technologies in Computing, Electrical and Electronics (ICSTCEE), organized by Reva University, Bangalore during October 9-10, 2020.
  • Organizer of the Special Session titled “Artificial Intelligence and Machine Learning (AIML)” in the Scopus Indexed Springer 4th  International Conference on Intelligent Computing and Coomunication (ICICC), organized by Dayananda Sagar University, Bangalore during September 18-20, 2020.
  • Chaired the technical session titled, “Artificial Intelligence”, in the World Conference in Virtual Format on “Congress on Intelligent Systems (CIS-2020)” conducted by Soft Computing Research Society in association with Springer Publications during September  05 – 06, 2020.
  • Program Committee Member and Reviewer in the World Conference in Virtual Format on “Congress on Intelligent Systems (CIS-2020) “conducted by Soft Computing Research Society in association with Springer Publications during September 05 – 06, 2020.
  • Chaired a Technical Session on Machine Learning and Deep Learning Applications as a part of Main Track in “8th International Conference on Frontiers of Intelligent Computing: Theory and Applications (FICTA 2020)” held at NIT-K, Surathkal on 4-5 Jan 2020.
  • One of the organizers of “Special Session on Artificial Intelligence and Machine Learning Applications (AIML)” as a part of SCOPUS INDEXED SPRINGER International Conference on Frontiers of Intelligent Computing: Theory and Applications (FICTA), January 4-5, 2020 at NIT Suratkal, Karnataka.
  • Participated in the hands-on ZOYC workshop on “Automation of Image Processing & Analysis using Cloud Infrastructure”, organized by AIMS, Cochin and Carl Zeiss India (Bangalore) Pvt.Ltd on 22 April, 2019.
  • Actively Participated in the “Accenture Learning Symposium workshops on Deep Learning and DevOps“, conducted on March 13-14, 2018 at Amrita School of Engineering, Coimbatore.
  • Successfully cleared the assessment test and completed a hands on workshop on “Artificial Intelligence and Deep Learning,” held at Kongu Engineering College, Erode from July 28 – 30, 2018, conducted by leadingIndia.ai, a nation wide initiative by Bennett University, Greater Noida, India. (Listed as one of the toppers in the assessment)
  • Presented a paper tiled, “Inspiring stories from Indian Freedom Movement” in SADGAMAYA 5119, Cultural Camp organized by Amrita Vishwa Vidyapeetham, Coimbatore on 29-30 June 2017.
  • Event Coordinator – ‘Cook without Fire or Wire’ of Amrita Cultural Fest “Amritotsavam-2015’.
  • Participated in one day Seminar on “Projects in Signal & Image Processing, Communication, embedded, Robotics, Networks and VLSI”, organized by Department of Electronics and Communication Engineering, SNS College of Engineering, Coimbatore on 20th July, 2013.
  • Participated in Faculty Development programme on “Linear Algebra and Applications” organized by the department of Mathematics and Centre for Continuing Education held at National Institute of Technology, Calicut during 07-13 July 2013.
  • Participated in National Workshop on “Computer Vision and Image Processing Techniques” organized by Department of Computer Science and Engineering, Amrita Vishwa Vidyapeetham, Coimbatore on 15-16 March 2013.
  • Participated in two days workshop on “Geospatial Technologies for Coastal Resources Management”, organized by Department of Earth and Space Sciences, Indian Institute of Space Science and Technology (IIST), Thiruvananthapuram on 19-20 May 2012.
  • Participated in two days workshop on “Machine Vision and Image Processing using Labview”, organized by Department of Instrumentation and Control Systems Engineering, PSG College of Technology, in association with NI Systems (India) Pvt.Ltd, Bangalore on 18-19 May 2012.
  • Participated in “Second Edition of Amrita International Conference of Women in Computing” organized by Department of Computer Science and Engineering, Amrita Vishwa Vidyapeetham, Coimbatore on 9-11 January 2012.
  • Co-ordinator of the “First National Workshop on “Sparse Image and Signal Processing (SISP-2011)”, organized by the Centre for Excellence in Computational Engineering and Networking (CEN), Amrita Vishwa Vidyapeetham, Coimbatore during 23rd Dec-26th Dec,2011.
Presentations
  • Presented two papers entitled “Significance of Contrast and Structure Features for an Improved Color Image Classification System”, Improved Color Scene Classification System using Deep Belief Networks and Support vector Machines”, in 2017 International Conference on Signal and Image Processing, ICSIPA-2017, Kuching, Malaysia, 12-14 Sep.2017.
  • Presented a paper entitled ““Edge Detection Using Sparse Banded Filter Matrices” – Second International Symposium on Computer Vision and the Internet (VisionNet’15) held at SCMS School of Engineering, Aluva, Kochi on Aug 10-13, 2015. Publisher: Elsevier Procedia Computer Science Journal. (Published)
  • Presented a paper entitled “Role of Teachers in Nation Building” in the seminar for College Faculty on Swami Vivekananda’s thoughts in the modern context organized by Swami Vivekananda 150th Birth Anniversary Celebration Committee, Coimbatore Region in association with Hindusthan Arts and Science, Coimbatore on September 7, 2013.
  • Rendered a lecture on “Signal and Image Processing Application” on two days workshop on Sparse Image and Signal Processing-2013 organized by organized by the Centre for Excellence in Computational Engineering and Networking (CEN), Amrita Vishwa Vidyapeetham, Coimbatore.
  • Rendered a talk on “Hyperspectral Image Processing” at “First National Workshop on Sparse Image and Signal Processing (SISP-2011), organized by the Centre for Excellence in Computational Engineering and Networking (CEN), Amrita Vishwa Vidyapeetham, Coimbatore.
  • Presented a paper entitled “A Decision Tree Based Land Cover Image Classification Using Color Space and Texture” in 2011 IEEE International Conference on Computational Intelligence and Computing Research, at Cape Institute of Technology, Levengipuram, Kanyakumari, India.
  • Presented a paper entitled “An Effective pre-processing algorithm for detecting noisy spectral bands in hyperspectral imagery” in International Symposium on Ocean Electronics, SYMPOL 2011 at Cochin university of Science and Technology (CUSAT), Kochi.
  • Presented a paper entitled “A Decision Tree Based Land Cover Image Classification Using Color Space and Texture” in National Level Seminar on Signal Processing held at Sree Narayana Guru Institute of Science and technology, Kochi.
  • Rendered Invited Guest Lecture on “Remote Sensing and Applications of GIS” at Avinashilingam University, Coimbatore.
Achievements & Social Activities

Achievements

  • Awarded with Cash Prize of Rs.2000 (each for a Semester) for securing First Rank in M. Tech. (I- IV Semester) Examination by Amrita Vishwa Vidyapeetham, Coimbatore.
  • Proficiency Holder in M.Sc (2006- 2008)
  • Short listed for the National level presentation in “Einstein’s Year of Physics – 2005” conducted by the members of “Indian Association of Physics-Mumbai”.
  • Published an article in Tamil in Amrita University Magazine, Amritadhwani 2013.

Social Activities

  • Active National Service Scheme (NSS) volunteer during the period 2003- 2006.
  • Actively participated in ten day Special Camping Programme organized at a village by Avinashilingam University Coimbatore.
  • Actively participated in three days Residential Youth Camp on Achieving Human Excellence organized by Ramakrishna Mission Vidhyalaya, Coimbatore.
  • Actively participated in Resources Mobilization for Leprosy eradication.
  • Actively served as volunteer on the occasion of the 59th and 60th birthday celebrations of Sri Mata Amnritanandamayi Devi during 26-27 September, 2012,2013.
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