Touchstone Benchmark: Are We on the Right Way for Evaluating AI Algorithms for Medical Segmentation?

Yuxin Du 0001 Shanghai Jiao Tong University, School of Artificial Intelligence, Shanghai, China Beijing Academy of Artificial Intelligence (BAAI), Beijing, China Beihang University, State Key Laboratory of Virtual Reality Technology and Systems, Beijing, China https://orcid.org/0009-0001-9803-7973 https://scholar.google.com/citations?user=iciTynsAAAAJ Yuxin Du 0002 Yuxin Du YuXin Du Yuxin Du 0002 杜宇鑫 Shanghai Jiao Tong University, Shanghai, China https://orcid.org/0009-0002-0005-3412 Yuxin Du 0001 Pedro R. A. S. Bassi Wenxuan Li Yucheng Tang Fabian Isensee Zifu Wang Jieneng Chen Yu-Cheng Chou Yannick Kirchhoff Maximilian Rokuss Ziyan Huang Jin Ye 0002 Junjun He Tassilo Wald Constantin Ulrich Michael Baumgartner 0001 Saikat Roy Klaus H. Maier-Hein Paul F. Jaeger Yiwen Ye Yutong Xie 0001 Jianpeng Zhang Ziyang Chen 0003 Yong Xia 0001 Zhaohu Xing Lei Zhu 0003 Yousef Sadegheih Afshin Bozorgpour Pratibha Kumari 0001 Reza Azad Dorit Merhof Pengcheng Shi Ting Ma Yuxin Du 0001 Fan Bai 0008 Tiejun Huang 0001 Bo Zhao 0015 Haonan Wang Xiaomeng Li 0001 Hanxue Gu Haoyu Dong 0003 Jichen Yang Maciej A. Mazurowski Saumya Gupta Linshan Wu Jia-Xin Zhuang Hao Chen 0011 Holger Roth Daguang Xu Matthew B. Blaschko Sergio Decherchi Andrea Cavalli Alan L. Yuille Zongwei Zhou Touchstone Benchmark: Are We on the Right Way for Evaluating AI Algorithms for Medical Segmentation? 2024 NeurIPS http://papers.nips.cc/paper_files/paper/2024/hash/1b8726b572e0dfa72793f9f6590664fd-Abstract-Datasets_and_Benchmarks_Track.html conf/nips/2024 db/conf/nips/neurips2024.html#BassiLTIWCCKRHY24 Yuxin Du 0001 Fan Bai 0008 Tiejun Huang 0001 Bo Zhao 0015 SegVol: Universal and Interactive Volumetric Medical Image Segmentation. 2024 NeurIPS http://papers.nips.cc/paper_files/paper/2024/hash/c7c7cf10082e454b9662a686ce6f1b6f-Abstract-Conference.html conf/nips/2024 db/conf/nips/neurips2024.html#Du00Z24

Fan Bai 0008 Yuxin Du 0001 Tiejun Huang 0001 Max Qinghu Meng Bo Zhao 0015 M3D: Advancing 3D Medical Image Analysis with Multi-Modal Large Language Models. 2024 abs/2404.00578 CoRR https://doi.org/10.48550/arXiv.2404.00578 db/journals/corr/corr2404.html#abs-2404-00578

Pedro R. A. S. Bassi Wenxuan Li Yucheng Tang Fabian Isensee Zifu Wang Jieneng Chen Yu-Cheng Chou Yannick Kirchhoff Maximilian Rokuss Ziyan Huang Jin Ye 0002 Junjun He Tassilo Wald Constantin Ulrich Michael Baumgartner 0001 Saikat Roy Klaus H. Maier-Hein Paul F. Jaeger Yiwen Ye Yutong Xie 0001 Jianpeng Zhang Ziyang Chen 0003 Yong Xia 0001 Zhaohu Xing Lei Zhu 0003 Yousef Sadegheih Afshin Bozorgpour Pratibha Kumari 0001 Reza Azad Dorit Merhof Pengcheng Shi Ting Ma Yuxin Du 0001 Fan Bai 0008 Tiejun Huang 0003 Bo Zhao 0015 Haonan Wang Xiaomeng Li 0001 Hanxue Gu Haoyu Dong 0003 Jichen Yang Maciej A. Mazurowski Saumya Gupta Linshan Wu Jiaxin Zhuang Hao Chen 0011 Holger Roth Daguang Xu Matthew B. Blaschko Sergio Decherchi Andrea Cavalli Alan L. Yuille Zongwei Zhou Touchstone Benchmark: Are We on the Right Way for Evaluating AI Algorithms for Medical Segmentation? 2024 abs/2411.03670 CoRR https://doi.org/10.48550/arXiv.2411.03670 db/journals/corr/corr2411.html#abs-2411-03670 streams/journals/corr

Yuxin Du 0001 Fan Bai 0008 Tiejun Huang 0001 Bo Zhao 0015 SegVol: Universal and Interactive Volumetric Medical Image Segmentation. 2023 abs/2311.13385 CoRR https://doi.org/10.48550/arXiv.2311.13385 db/journals/corr/corr2311.html#abs-2311-13385

Zaiquan Yang Yuqi Zhang Yuxin Du 0001 Chao Tong Semantic-aligned reinforced attention model for zero-shot learning. 104586 2022 128 Image Vis. Comput. https://doi.org/10.1016/j.imavis.2022.104586 db/journals/ivc/ivc128.html#YangZDT22

Reza Azad Fan Bai 0008 Pedro R. A. S. Bassi Michael Baumgartner 0001 Matthew B. Blaschko Afshin Bozorgpour Andrea Cavalli Hao Chen 0011 Jieneng Chen Ziyang Chen 0003 Yu-Cheng Chou Sergio Decherchi Haoyu Dong 0003 Hanxue Gu Saumya Gupta Junjun He Tiejun Huang 0001 Tiejun Huang 0003 Ziyan Huang Fabian Isensee Paul F. Jaeger Yannick Kirchhoff Pratibha Kumari 0001 Wenxuan Li Xiaomeng Li 0001 Ting Ma Klaus H. Maier-Hein Maciej A. Mazurowski Max Q.-H. MengMax Qinghu Meng Dorit Merhof Maximilian Rokuss Holger Roth Saikat Roy Yousef Sadegheih Pengcheng Shi Yucheng Tang Chao Tong Constantin Ulrich Tassilo Wald Haonan Wang Zifu Wang Linshan Wu Yong Xia 0001 Yutong Xie 0001 Zhaohu Xing Daguang Xu Jichen Yang Zaiquan Yang Jin Ye 0002 Yiwen Ye Alan L. Yuille Jianpeng Zhang Yuqi Zhang Bo Zhao 0015 Zongwei Zhou Lei Zhu 0003 Jiaxin ZhuangJia-Xin Zhuang