78 citations · 169 across the 10 of their papers we have counts for
Showing cs.CVShow all
3 papers · 1 filter
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.CV2026
FiRe: Frequency Reparameterization as a Preconditioner for Periodic Implicit Neural Representations
Harinandan Shukla, Rajarshi Verma, Jitin Singla
Periodic Implicit Neural Representations (INRs) such as SIREN and FINER assign every neuron, the same global frequency, spending the representational budget inefficiently when loca…
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…