A dynamic hybrid expert framework with encoder-decoder interaction for robust image enhancement in train environment perception.

Yuanting Yang

Xin Liu Hongping Wang Linsen Song Yiwen Zhang Xiaoxu Zhang Chunbo Liu Xiao Shang Jingru Liu Yuanting Yang Xinming Zhang A dynamic hybrid expert framework with encoder-decoder interaction for robust image enhancement in train environment perception. 130650 2025 648 Neurocomputing https://doi.org/10.1016/j.neucom.2025.130650 db/journals/ijon/ijon648.html#LiuWSZZLSLYZ25 streams/journals/ijon

Rusi Chen Yuanting Yang Jiezhi Yao Hongning Song Ji Zhang Yongsong Zhou Yuhao Huang 0001 Ronghao Yang Dan Jia Yuhan Zhang Xing Tao Haoran Dou Qing Zhou Xin Yang 0009 Dong Ni 0001 MTCNet: Motion and Topology Consistency Guided Learning for Mitral Valve Segmentation in 4D Ultrasound. 407-417 2025 MICCAI (3) https://doi.org/10.1007/978-3-032-04947-6_39 conf/miccai/2025-3 db/conf/miccai/miccai2025-3.html#ChenYYSZZHYJZTDZYN25 streams/conf/miccai

Rusi Chen Yuanting Yang Jiezhi Yao Hongning Song Ji Zhang Yongsong Zhou Yuhao Huang 0001 Ronghao Yang Dan Jia Yuhan Zhang Xing Tao Haoran Dou Qing Zhou Xin Yang 0009 Dong Ni 0001 MTCNet: Motion and Topology Consistency Guided Learning for Mitral Valve Segmentationin 4D Ultrasound. 2025 July abs/2507.00660 CoRR https://doi.org/10.48550/arXiv.2507.00660 db/journals/corr/corr2507.html#abs-2507-00660 streams/journals/corr

Rusi Chen Haoran Dou Yuhao Huang 0001 Dan Jia Chunbo Liu Jingru Liu Xin Liu Dong Ni 0001 Xiao Shang Hongning Song Linsen Song Xing Tao Hongping Wang Ronghao Yang Xin Yang 0009 Jiezhi Yao Ji Zhang Xiaoxu Zhang Xinming Zhang Yiwen Zhang Yuhan Zhang Qing Zhou Yongsong Zhou