The Effect of Intrinsic Dataset Properties on Generalization: Unraveling
Learning Differences Between Natural and Medical Images

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The Effect of Intrinsic Dataset Properties on Generalization: Unraveling Learning Differences Between Natural and Medical Images

16 January 2024

Maciej A. Mazurowski

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Papers citing "The Effect of Intrinsic Dataset Properties on Generalization: Unraveling Learning Differences Between Natural and Medical Images"

6 / 6 papers shown

Title
Adjustment for Confounding using Pre-Trained Representations Rickmer Schulte David Rügamer Thomas Nagler CML BDL 27 0 0 17 Jun 2025
Physical foundations for trustworthy medical imaging: a review for artificial intelligence researchers Miriam Cobo David Corral Fontecha Wilson Silva Lara Lloret Iglesias OOD MedIm AI4CE 71 0 0 28 Apr 2025
Exploring Patient Data Requirements in Training Effective AI Models for MRI-based Breast Cancer Classification Solha Kang W. D. Neve Francois Rameau Utku Ozbulak OOD 88 0 0 22 Feb 2025
Pre-processing and Compression: Understanding Hidden Representation Refinement Across Imaging Domains via Intrinsic Dimension Nicholas Konz Maciej A. Mazurowski MedIm 57 0 0 15 Aug 2024
ConPro: Learning Severity Representation for Medical Images using Contrastive Learning and Preference Optimization Hong Nguyen H. Nguyen Melinda Y. Chang Hieu H. Pham Shrikanth Narayanan Michael Pazzani 59 1 0 29 Apr 2024
How to build the best medical image segmentation algorithm using foundation models: a comprehensive empirical study with Segment Anything Model Han Gu Haoyu Dong Jichen Yang Maciej A. Mazurowski MedIm VLM 142 21 0 15 Apr 2024