Comparative analysis of supervised and self-supervised learning with small and imbalanced medical imaging datasets
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Self-supervised learning (SSL) in computer vision has shown its potential to reduce reliance on labeled data. However, most studies focused on balanced, large, broad-domain datasets like ImageNet, whereas, in real-world medical applications, dataset size is ty... ...
