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cs.CV2026
A multimodal slice discovery framework for systematic failure detection and explanation in medical image classification
Yixuan Liu, Kanwal K. Bhatia, Ahmed E. Fetit
Despite advances in machine learning-based medical image classifiers, the safety and reliability of these systems remain major concerns in practical settings. Existing auditing app…
cs.CV2021
Contrastive Learning for View Classification of Echocardiograms
Agisilaos Chartsias, Shan Gao, Angela Mumith +4
Analysis of cardiac ultrasound images is commonly performed in routine clinical practice for quantification of cardiac function. Its increasing automation frequently employs deep l…