1 code implementation • 27 Feb 2024 • Haoran Lai, Qingsong Yao, Zihang Jiang, Rongsheng Wang, ZhiYang He, Xiaodong Tao, S. Kevin Zhou
The advancement of Zero-Shot Learning in the medical domain has been driven forward by using pre-trained models on large-scale image-text pairs, focusing on image-text alignment.
1 code implementation • 20 Dec 2023 • Rongsheng Wang, Qingsong Yao, Haoran Lai, ZhiYang He, Xiaodong Tao, Zihang Jiang, S. Kevin Zhou
Despite significant advancements in medical vision-language pre-training, existing methods have largely overlooked the inherent entity-specific context within radiology reports and the complex cross-modality contextual relationships between text and images.
1 code implementation • 29 Nov 2023 • Haoran Lai, Qingsong Yao, ZhiYang He, Xiaodong Tao, S Kevin Zhou
This work establishes a foundation for robust CAD methods, achieving a balance in identifying a spectrum of thoracic diseases in CXRs.
no code implementations • 28 Feb 2018 • Xiao Zhang, Ji Wu, ZhiYang He, Xien Liu, Ying Su
Reading and understanding text is one important component in computer aided diagnosis in clinical medicine, also being a major research problem in the field of NLP.