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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.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…