39 citations · 40 across the 2 of their papers we have counts for
2 papers
cs.CV2026★ 1 cited
Physics-Guided Self-Supervised Statistical Residual Learning for Sonar Despeckling with Improved Generalization
Swapna Pillai, Siddharth Singh Savner, Sujit Kumar Sahoo
This letter introduces a physics-informed self-supervised framework for sonar image despeckling that reformulates despeckling as residual consistency in the homomorphic log domain.…
cs.CV2022★ 39 cited
CrowdFormer: Weakly-supervised Crowd counting with Improved Generalizability
Siddharth Singh Savner, Vivek Kanhangad
Convolutional neural networks (CNNs) have dominated the field of computer vision for nearly a decade due to their strong ability to learn local features. However, due to their limi…