most citedHybridization of Attention UNet with Repeated Atrous Spatial Pyramid Pooling for Improved Brain Tumour Segmentation

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cs.CV2026

From Bands to Depth: Understanding Bathymetry Decisions on Sentinel-2

Satyaki Roy Chowdhury, Aswathnarayan Radhakrishnan, Hsiao Jou Hsu +2

Deploying Sentinel-2 satellite derived bathymetry (SDB) robustly across sites remains challenging. We analyze a Swin-Transformer based U-Net model (Swin-BathyUNet) to understand ho…

cs.CV2026

Variance-Penalized MC-Dropout as a Learned Smoothing Prior for Brain Tumour Segmentation

Satyaki Roy Chowdhury, Golrokh Mirzaei

Brain tumor segmentation is essential for diagnosis and treatment planning, yet many CNN and U-Net based approaches produce noisy boundaries in regions of tumor infiltration. We in…