4 papers
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…
RobSurv: Vector Quantization-Based Multi-Modal Learning for Robust Cancer Survival Prediction
Aiman Farooq, Azad Singh, Deepak Mishra +1
Cancer survival prediction using multi-modal medical imaging presents a critical challenge in oncology, mainly due to the vulnerability of deep learning models to noise and protoco…
RibCageImp: A Deep Learning Framework for 3D Ribcage Implant Generation
Gyanendra Chaubey, Aiman Farooq, Azad Singh +1
The recovery of damaged or resected ribcage structures requires precise, custom-designed implants to restore the integrity and functionality of the thoracic cavity. Traditional imp…
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…