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cs.CV2026
Cross-Model Agreement as a Deployment-Time Reliability Signal for Automatic Polyp Segmentation
Siddharth Gupta, Jitin Singla
In real-time colonoscopy, ground-truth annotations are unavailable at inference, so polyp segmentation models can fail silently. We propose Referee-Based Quality Estimation (RBQE),…
cs.CV2025
YOLO-LAN: Precise Polyp Detection via Optimized Loss, Augmentations and Negatives
Siddharth Gupta, Jitin Singla
Colorectal cancer (CRC), a lethal disease, begins with the growth of abnormal mucosal cell proliferation called polyps in the inner wall of the colon. When left undetected, polyps…