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cs.CV2026
Physics-informed simulation framework for realistic sonar image generation and statistical validation
Kamal Basha S, Athira Nambiar
Synthetic sonar datasets offer a scalable alternative to costly real-world acquisition, yet their utility remains limited by the absence of rigorous quantitative validation. We pre…
cs.CV2026
Dynamic Class-Aware Active Learning for Unbiased Satellite Image Segmentation
Gadi Hemanth Kumar, Athira Nambiar, Pankaj Bodani
Semantic segmentation of satellite imagery plays a vital role in land cover mapping and environmental monitoring. However, annotating large-scale, high-resolution satellite dataset…