← Search

Mohammad Reza Hosseinzadeh Taher

2 accepted papers

2024

Representing Part-Whole Hierarchies in Foundation Models by Learning Localizability Composability and Decomposability from Anatomy via Self Supervision

CVPR 2024poster

Humans effortlessly interpret images by parsing them into part-whole hierarchies; deep learning excels in learning multi-level feature spaces but they often lack explicit coding of part-whole relations a prominent property of medical imaging. To overcome this limitation we introduce Adam-v2 a new se…

2022

DiRA: Discriminative, Restorative, and Adversarial Learning for Self-Supervised Medical Image Analysis

CVPR 2022poster

Discriminative learning, restorative learning, and adversarial learning have proven beneficial for self-supervised learning schemes in computer vision and medical imaging. Existing efforts, however, omit their synergistic effects on each other in a ternary setup, which, we envision, can significantl…

Cited by 112PDFcodeScholar