2 papers
cs.CV2026
Adaptive Conformal Redistribution for Inter-class Transitional Uncertainty in Medical Image Classification
Saibal Ghosh, Samarup Bhattacharya, Sanjoy Kumar Saha +2
Medical image classification is frequently complicated by transitional categories whose feature distributions overlap those of adjacent classes, producing ambiguous decision bounda…
cs.CV2025
ANCHOR: Integrating Adversarial Training with Hard-mined Supervised Contrastive Learning for Robust Representation Learning
Samarup Bhattacharya, Anubhab Bhattacharya, Abir Chakraborty
Neural networks have changed the way machines interpret the world. At their core, they learn by following gradients, adjusting their parameters step by step until they identify the…