Quark Medical Alignment: A Holistic Multi-Dimensional Alignment and Collaborative Optimization Paradigm.

Zhenxin Ma

Tianxiang Xu Jiayi Liu Yixuan Tong Jialu Xu Yunqing Wei Kaiwen Feng PanPan Hou Kangping Yin Jiyuan Hu Hao Zhou Zhenxin Ma Jian Xu Guanjun Jiang Quark Medical Alignment: A Holistic Multi-Dimensional Alignment and Collaborative Optimization Paradigm. 2026 February abs/2602.11661 CoRR https://doi.org/10.48550/arXiv.2602.11661 db/journals/corr/corr2602.html#abs-2602-11661 streams/journals/corr

Yao Wu Kangping Yin Liang Dong Zhenxin Ma Shuting Xu Xuehai Wang Yuxuan Jiang Tingting Yu Yunqing Hong Jiayi Liu Rianzhe Huang Shuxin Zhao Haiping Hu Wen Shang Jian Xu Guanjun Jiang QuarkMedBench: A Real-World Scenario Driven Benchmark for Evaluating Large Language Models. 2026 March abs/2603.13691 CoRR https://doi.org/10.48550/arXiv.2603.13691 db/journals/corr/corr2603.html#abs-2603-13691 streams/journals/corr

Anton Obukhov Matteo Poggi Fabio Tosi Ripudaman Singh Arora Jaime Spencer Chris Russell 0001 Simon Hadfield Richard Bowden Shuaihang Wang Zhenxin Ma Weijie Chen 0006 Baobei Xu Fengyu Sun Di Xie Jiang Zhu Mykola Lavreniuk Haining Guan Qun Wu Yupei Zeng Chao Lu Huanran Wang GuangYuan Zhou Haotian Zhang Jianxiong Wang Qiang Rao Chunjie Wang Xiao Liu 0004 Zhiqiang Lou Hualie Jiang Yihao Chen Rui Xu Minglang Tan Zihan Qin Yifan Mao Jiayang Liu Jialei Xu Yifan Yang 0007 Wenbo Zhao 0004 Junjun Jiang Xianming Liu 0005 Mingshuai Zhao Anlong Ming Wu Chen Feng Xue 0001 Mengying Yu Shida Gao Xiangfeng Wang 0007 Gbenga Omotara Ramy Farag Jacket Demby's Seyed Mohamad Ali Tousi Guilherme N. DeSouza Tuan-Anh Yang Minh-Quang Nguyen Thien-Phuc Tran Albert Luginov Muhammad Shahzad The Fourth Monocular Depth Estimation Challenge. 6182-6195 2025 CVPR Workshops https://openaccess.thecvf.com/content/CVPR2025W/MDEC/html/Obukhov_The_Fourth_Monocular_Depth_Estimation_Challenge_CVPRW_2025_paper.html conf/cvpr/2025w db/conf/cvpr/cvprw2025.html#ObukhovPTASRHBW25

Anton Obukhov Matteo Poggi Fabio Tosi Ripudaman Singh Arora Jaime Spencer Chris Russell 0001 Simon Hadfield Richard Bowden Shuaihang Wang Zhenxin Ma Weijie Chen 0006 Baobei Xu Fengyu Sun Di Xie Jiang Zhu Mykola Lavreniuk Haining Guan Qun Wu Yupei Zeng Chao Lu Huanran Wang GuangYuan Zhou Haotian Zhang Jianxiong Wang Qiang Rao Chunjie Wang Xiao Liu 0004 Zhiqiang Lou Hualie Jiang Yihao Chen Rui Xu Minglang Tan Zihan Qin Yifan Mao Jiayang Liu Jialei Xu Yifan Yang 0007 Wenbo Zhao 0004 Junjun Jiang Xianming Liu 0005 Mingshuai Zhao Anlong Ming Wu Chen Feng Xue 0001 Mengying Yu Shida Gao Xiangfeng Wang 0007 Gbenga Omotara Ramy Farag Jacket Demby's Seyed Mohamad Ali Tousi Guilherme N. DeSouza Tuan-Anh Yang Minh-Quang Nguyen Thien-Phuc Tran Albert Luginov Muhammad Shahzad The Fourth Monocular Depth Estimation Challenge. 2025 April abs/2504.17787 CoRR https://doi.org/10.48550/arXiv.2504.17787 db/journals/corr/corr2504.html#abs-2504-17787 streams/journals/corr

Ao Li Bin Yan Bingfeng Cai Chenxi Li Cunzhong Zhao Fugen Yao Gaoqiang Liu Guanjun Jiang Jian Xu Liang Dong Liansheng Sun Rongshen Zhang Xiaolei Gui Xin Liu Xin Shang Yao Wu Yu Cao Zhenxin Ma Zhuang Jia QuarkMed Medical Foundation Model Technical Report. 2025 August abs/2508.11894 CoRR https://doi.org/10.48550/arXiv.2508.11894 db/journals/corr/corr2508.html#abs-2508-11894 streams/journals/corr

Weijie Chen 0006 Yilu Guo Shicai Yang Zhaoyang Li Zhenxin Ma Binbin Chen Long Zhao Di Xie Shiliang Pu Yueting Zhuang Box Re-Ranking: Unsupervised False Positive Suppression for Domain Adaptive Pedestrian Detection. 2021 abs/2102.00595 CoRR https://arxiv.org/abs/2102.00595 db/journals/corr/corr2102.html#abs-2102-00595

Yunan Li 0001 Qiguang Miao Xiangda Qi Zhenxin Ma Wanli Ouyang A spatiotemporal attention-based ResC3D model for large-scale gesture recognition. 875-888 2019 30 Mach. Vis. Appl. 5 https://doi.org/10.1007/s00138-018-0996-x https://www.wikidata.org/entity/Q128720961 db/journals/mva/mva30.html#LiMQMO19

Yunan Li 0001 Qiguang Miao Kuan Tian Yingying Fan Xin Xu 0001 Zhenxin Ma Jianfeng Song Large-scale gesture recognition with a fusion of RGB-D data based on optical flow and the C3D model. 187-194 2019 119 Pattern Recognit. Lett. https://doi.org/10.1016/j.patrec.2017.12.003 db/journals/prl/prl119.html#LiMTFXMS19

Yunan Li 0001 Qiguang Miao Wanli Ouyang Zhenxin Ma Huijuan Fang Chao Dong 0005 Yi-Ning Quan LAP-Net: Level-Aware Progressive Network for Image Dehazing. 3275-3284 2019 ICCV https://doi.org/10.1109/ICCV.2019.00337 conf/iccv/2019 db/conf/iccv/iccv2019.html#LiMOMFDQ19

Huan Gao Qiguang Miao Jiachen Yang Zhenxin Ma Image Quality Assessment Using Image Description in Information Theory. 47181-47188 2018 6 IEEE Access https://doi.org/10.1109/ACCESS.2018.2832722 https://www.wikidata.org/entity/Q129737764 db/journals/access/access6.html#GaoMYM18

Qiguang Miao Yunan Li 0001 Wanli Ouyang Zhenxin Ma Xin Xu 0001 Weikang Shi Xiaochun Cao Multimodal Gesture Recognition Based on the ResC3D Network. 3047-3055 2017 ICCV Workshops https://doi.org/10.1109/ICCVW.2017.360 https://doi.ieeecomputersociety.org/10.1109/ICCVW.2017.360 conf/iccvw/2017 db/conf/iccvw/iccvw2017.html#MiaoLOMXSC17 Ripudaman Singh Arora Richard Bowden Bingfeng Cai Xiaochun Cao Yu Cao Binbin Chen Weijie Chen 0006 Wu Chen Yihao Chen Jacket Demby's Guilherme N. DeSouza Chao Dong 0005 Liang Dong Yingying Fan Huijuan Fang Ramy Farag Kaiwen Feng Huan Gao Shida Gao Haining Guan Xiaolei Gui Yilu Guo Simon Hadfield Yunqing Hong PanPan Hou Haiping Hu Jiyuan Hu Rianzhe Huang Zhuang Jia Guanjun Jiang Hualie Jiang Junjun Jiang Yuxuan Jiang Mykola LavrenyukMykola Lavreniuk Ao Li Chenxi Li Yunan Li 0001 Zhaoyang Li Gaoqiang Liu Jiayang Liu Jiayi Liu Xianming Liu 0005 Xiao Liu 0004 Xin Liu Zhiqiang Lou Chao Lu Albert Luginov Yifan Mao Qiguang Miao Anlong Ming Minh-Quang Nguyen Anton Obukhov Gbenga Omotara Wanli Ouyang Matteo Poggi Shiliang Pu Xiangda Qi Zihan Qin Yi-Ning Quan Qiang Rao Chris Russell 0001 Muhammad Shahzad Wen Shang Xin Shang Weikang Shi Jianfeng Song Jaime Spencer Fengyu Sun Liansheng Sun Minglang Tan Kuan Tian Yixuan Tong Fabio Tosi Seyed Mohamad Ali Tousi Thien-Phuc Tran Chunjie Wang Huanran Wang Jianxiong Wang Shuaihang Wang Xiangfeng Wang 0007 Xuehai Wang Yunqing Wei Qun Wu Yao Wu Di Xie Baobei Xu Jialei Xu Jialu Xu Jian Xu Rui Xu Shuting Xu Tianxiang Xu Xin Xu 0001 Feng Xue 0001 Bin Yan Jiachen Yang Shicai Yang Tuan-Anh Yang Yifan Yang 0007 Fugen Yao Kangping Yin Mengying Yu Tingting Yu Yupei Zeng Haotian Zhang Rongshen Zhang Cunzhong Zhao Long Zhao Mingshuai Zhao Shuxin Zhao Wenbo Zhao 0004 GuangYuan Zhou Hao Zhou Jiang Zhu Yueting Zhuang