UniChest: Conquer-and-Divide Pre-training for Multi-Source Chest X-Ray Classification

1 code implementation • 18 Dec 2023 • Tianjie Dai, Ruipeng Zhang, Feng Hong, Jiangchao Yao, Ya zhang, Yanfeng Wang

Vision-Language Pre-training (VLP) that utilizes the multi-modal information to promote the training efficiency and effectiveness, has achieved great success in vision recognition of natural domains and shown promise in medical imaging diagnosis for the Chest X-Rays (CXRs).

Bag of Tricks for Long-Tailed Multi-Label Classification on Chest X-Rays

no code implementations • 17 Aug 2023 • Feng Hong, Tianjie Dai, Jiangchao Yao, Ya zhang, Yanfeng Wang

Clinical classification of chest radiography is particularly challenging for standard machine learning algorithms due to its inherent long-tailed and multi-label nature.

Data Augmentation Multi-Label Classification