openalexScientific Reports2026-07-25
Adaptive self-supervised knowledge transfer for computationally efficient thoracic disease screening from chest X-ray images
Yongjun Ma, Minli Tang, Shi Dong, Haitao Zhang, Wengang Zhou
The development of accurate yet efficient deep learning models for Chest X-ray interpretation is critical for scalable screening and point-of-care diagnostics. While self-supervised learning reduces dependency on costly annotations and knowledge distillation compresses models, ef…