Showing cs.CVShow all
3 papers · 1 filter
cs.CV2025
DiSSECT: Structuring Transfer-Ready Medical Image Representations through Discrete Self-Supervision
Azad Singh, Deepak Mishra
Self-supervised learning (SSL) has emerged as a powerful paradigm for medical image representation learning, particularly in settings with limited labeled data. However, existing S…
cs.CV2025
OTCXR: Rethinking Self-supervised Alignment using Optimal Transport for Chest X-ray Analysis
Vandan Gorade, Azad Singh, Deepak Mishra
Self-supervised learning (SSL) has emerged as a promising technique for analyzing medical modalities such as X-rays due to its ability to learn without annotations. However, conven…
cs.CV2024
CoBooM: Codebook Guided Bootstrapping for Medical Image Representation Learning
Azad Singh, Deepak Mishra
Self-supervised learning (SSL) has emerged as a promising paradigm for medical image analysis by harnessing unannotated data. Despite their potential, the existing SSL approaches o…