Label-Efficient Deep Learning in Medical Image Analysis: Challenges and Future Directions

Cheng Jin, Zhengrui Guo, Yi Lin +2

Deep learning has significantly advanced medical imaging analysis (MIA), achieving state-of-the-art performance across diverse clinical tasks. However, its success largely depends…