Year : 2026
fKAN-UNet: Lightweight Road Segmentation With Fractional Spectral Modeling and Directional Convolutions
Cite this Research Publication : T. V. Jayakumar, Deepak Mishra, Anandakumar M. Ramiya, Jai G. Singla, fKAN-UNet: Lightweight Road Segmentation With Fractional Spectral Modeling and Directional Convolutions, IEEE Geoscience and Remote Sensing Letters, Institute of Electrical and Electronics Engineers (IEEE), 2026, https://doi.org/10.1109/lgrs.2025.3646064
Publisher : Institute of Electrical and Electronics Engineers (IEEE)
Year : 2026
Exploring the Generalization Limits of UNet Variants in Road Extraction
Cite this Research Publication : T. V. Jayakumar, Deepak Mishra, M. Ramiya Anandakumar, Jai G. Singla, Exploring the Generalization Limits of UNet Variants in Road Extraction, Journal of the Indian Society of Remote Sensing, Springer Science and Business Media LLC, 2026, https://doi.org/10.1007/s12524-025-02406-6
Publisher : Springer Science and Business Media LLC
Year : 2025
Gradient-Aware Directional Convolution With Kolmogorov Arnold Network-Enhanced Feature Fusion for Road Extraction
Cite this Research Publication : Jayakumar T V, Deepak Mishra, Anandakumar M Ramiya, Jai G Singla, Gradient-Aware Directional Convolution With Kolmogorov Arnold Network-Enhanced Feature Fusion for Road Extraction, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Institute of Electrical and Electronics Engineers (IEEE), 2025, https://doi.org/10.1109/jstars.2025.3605245
Publisher : Institute of Electrical and Electronics Engineers (IEEE)
Year : 2025
Deep learning in monocular 3D human pose estimation: Systematic review of contemporary techniques and applications
Cite this Research Publication : Divya Udayan J, Jayakumar TV, Raghu Raman, HyungSeok Kim, Prema Nedungadi, Deep learning in monocular 3D human pose estimation: Systematic review of contemporary techniques and applications, Multimedia Tools and Applications, Springer Science and Business Media LLC, 2025, https://doi.org/10.1007/s11042-024-20495-2
Publisher : Springer Science and Business Media LLC