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Weike Zhao (赵唯珂) I'm a PhD candidate at Shanghai Jiao Tong University (SJTU) , advised by Prof. Weidi Xie and Prof. Ya Zhang. My current research interests include but not limit to Artificial Intelligence for Medical (AI4Med) and Multimodal Perception.
E-mail: zwk0629[at]sjtu.edu.cn |
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Research* denotes equal contribution, and † denotes corresponding author. |
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Weike Zhao, Chaoyi Wu, Xiaoman Zhang, Ya Zhang, Yanfeng Wang† , Weidi Xie† EMNLP 2024 main paper RaTEScore is a novel, entity-aware metric to assess the quality of medical reports generated by AI models. It emphasizes crucial medical entities such as diagnostic outcomes and anatomical details, and is robust against complex medical synonyms and sensitive to negation expressions. The evaluations demonstrate that RaTEScore aligns more closely with human preference than existing metrics. |
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Qiaoyu Zheng*, Weike Zhao*, Chaoyi Wu*, Xiaoman Zhang, Ya Zhang, Yanfeng Wang† , Weidi Xie† Nature Communication 2024 (Accept in principle) In this paper, We build up an academically accessible, large-scale diagnostic dataset that encompasses 5568 disorders linked with 930 unique ICD-10-CM codes, containing 39,026 cases (192,675 scans). Also, We present a novel architecture that enables to process arbitrary number of input scans, from various imaging modalities and initialize a new benchmark for multi-modal multi-anatomy long-tailed diagnosis. |
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Chaoyi Wu*, Jiayu Lei*, Qiaoyu Zheng*, Weike Zhao*, Weixiongt Lin*, Xiaoman Zhang*, Xiao Zhou*, Ziheng Zhao*, Ya Zhang, Yanfeng Wang , Weidi Xie† Technical Report, 2023. In this report, we evaluate GPT-4V for multimodal medical diagnosis at case studies, covering 17 human body systems, across 8 clinical imaging modalities. As the cases shown, GPT-4V is still far from clinical usage. |
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