Year : 2022
Unsupervised Deep Learning Approach for the Identification of Intracranial Haemorrhage in CT Images Using PCA-Net and K-Means Algorithm
Cite this Research Publication : Ganeshkumar, M., V. Sowmya, E. A. Gopalakrishnan, and K. P. Soman. "Unsupervised Deep Learning Approach for the Identification of Intracranial Haemorrhage in CT Images Using PCA-Net and K-Means Algorithm." In Intelligent Vision in Healthcare, pp. 23-31. Springer, Singapore, 2022
Publisher : Springer
Year : 2022
EfficientNet convolutional neural networks-based Android malware detection
Cite this Research Publication : Yadav, Pooja, Neeraj Menon, Vinayakumar Ravi, Sowmya Vishvanathan, and Tuan D. Pham. "EfficientNet convolutional neural networks-based Android malware detection." Computers & Security 115 (2022): 102622. (IF: 5.105 CiteScore: 10.1 Q1: 99 percentile).
Publisher : Computers & Security 115
Year : 2022
A two‐stage deep learning framework for image‐based android malware detection and variant classification
Cite this Research Publication : Yadav, Pooja, Neeraj Menon, Vinayakumar Ravi, Sowmya Vishvanathan, and Tuan D. Pham. "A two‐stage deep learning framework for image‐based android malware detection and variant classification." Computational Intelligence (2022). (IF: 2.142 CiteScore: 4.0 Q2: 75 percentile).
Publisher : Computational Intelligence
Year : 2022
Identification of intracranial haemorrhage (ICH) using ResNet with data augmentation using CycleGAN and ICH segmentation using SegAN
Cite this Research Publication : Ganesh Kumar, M., Vinayakumar Ravi, V. Sowmya, and Chinmay Chakraborty. "Identification of intracranial haemorrhage (ICH) using ResNet with data augmentation using CycleGAN and ICH segmentation using SegAN." Multimedia Tools and Applications (2022): 1-17. (IF: 2.577 CiteScore: 5.3 Q1: 81 percentile).
Publisher : Multimedia Tools and Applications
Year : 2022
Odonata identification using Customized Convolutional Neural Networks
Cite this Research Publication : Theivaprakasham, Hari, S. Darshana, Vinayakumar Ravi, V. Sowmya, E. A. Gopalakrishnan, and K. P. Soman. "Odonata identification using Customized Convolutional Neural Networks." Expert Systems with Applications (2022): 117688. (IF:8.665 CiteScore: 12.2 Q1: 97 percentile).
Publisher : Expert Systems with Applications
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 : IJERT