Search Results for author: Xiaodong Tao

Found 3 papers, 3 papers with code

CARZero: Cross-Attention Alignment for Radiology Zero-Shot Classification

1 code implementation27 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.

Classification Language Modelling +3

ECAMP: Entity-centered Context-aware Medical Vision Language Pre-training

1 code implementation20 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.

Language Modelling Large Language Model +2

Long-tailed multi-label classification with noisy label of thoracic diseases from chest X-ray

1 code implementation29 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.

Multi-Label Classification

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