廖牧鑫，男，中共党员，青年教授。2024年6月获得深圳大学电子与信息工程学院博士学位，师从李霞教授、邹文斌副教授。2024年11月加入江西农业大学计算机信息与工程学院任教。
自2020年开始从事开放道路场景语义分割相关研究。近年来参与国家自然科学基金面上项目、广东省自然科学基金面上项目、深圳市稳定支撑项目等，在结构化和非结构化道路场景下的无监督域适应语义分割、领域泛化语义分割、监督学习语义分割等方面开展了一系列工作。目前在IEEE Transactions （TIP、TMM、TCSVT、TITS等）和CCF-A 类推荐会议发表论文20余篇。担任CCF-A类会议SIGKDD 2025、2026的领域主席。担任多个顶级期刊（如IEEE TIP、IEEE TMM、IEEE TNNLS、IEEE TCSVT等）和会议（ICLR 2025、AAAI 2026）的审稿人。
研究方向：
领域自适应、领域泛化、语义分割、智慧农业
科研成果：
一、部分论文（#表示共同作者，*表示通讯作者）：
· Kun Zhan, Yingqiong Peng, Muxin Liao *, Yinglong Wang, "Domain Generalization Plant Leaf Disease Recognition: Toward from Laboratory to Field," in: Engineering Applications of Artificial Intelligence, 2025, pp. 1-30. (中国科学院大类一区TOP)
· Muxin Liao#, Wei Li#, Chengle Yin, Yuling Jin, Yingqiong Peng, "Concept-Guided Domain Generalization for Semantic Segmentation", Pattern Recognition, 2025. (SCI, 中国科学院一区, IF: 7.5).
· Muxin Liao#, Shishun Tian#, Binbin Wei, Yuhang Zhang, Wenbin Zou, Xia Li, "Class-Balanced Sampling and Discriminative Stylization for Domain Generalization Semantic Segmentation", IEEE Transactions on Intelligent Transportation Systems, 2024. (SCI, 中国科学院一区, IF: 7.9).
· Muxin Liao#, Shishun Tian#, Yuhang Zhang, Guoguang Hua, Wenbin Zou, Xia Li, "Calibration-based Multi-Prototype Contrastive Learning for Domain Generalization Semantic Segmentation in Traffic Scenes", IEEE Transactions on Intelligent Transportation Systems, 2024. (SCI, 中国科学院一区, IF: 7.9).
· Muxin Liao#, Shishun Tian#, Yuhang Zhang, Guoguang Hua, Wenbin Zou, Xia Li, "Preserving Label-related Domain-specific Information for Cross-domain Semantic Segmentation", accepted by IEEE Transactions on Intelligent Transportation Systems, 2024. (SCI, 中国科学院一区, IF: 7.9).
· Muxin Liao#, Shishun Tian#, Yuhang Zhang, Guoguang Hua, Wenbin Zou, Xia Li, "Calibration-based Dual Prototypical Contrastive Learning Approach for Domain Generalization Semantic Segmentation", ACM International Conference on Multimedia, 2023. (CCF-A).
· Muxin Liao#, Shishun Tian#, Yuhang Zhang, Guoguang Hua, Wenbin Zou, Xia Li, "Considering representation diversity and prediction consistency for domain generalization semantic segmentation", Knowledge-Based Systems, 2024. (SCI,中国科学院一区, IF: 7.2).
· Muxin Liao#, Shishun Tian#, Yuhang Zhang, Guoguang Hua, Wenbin Zou, Xia Li, "PDA: Progressive Domain Adaptation for Semantic Segmentation", Knowledge-Based Systems, 2023. (SCI, 中国科学院一区, IF: 7.2).
· Zijun Li, Muxin Liao*, "Learning generalized visual relations for domain generalization semantic segmentation", Expert Systems With Applications, 2024. (SCI, 中国科学院一区, IF: 7.5).
· Guoguang Hua#, Muxin Liao#, Shishun Tian, Yuhang Zhang, Wenbin Zou, "Multiple relational learning network for joint referring expression comprehension and segmentation", IEEE Transactions on Multimedia, 2023. (SCI, 中国科学院一区, IF: 8.4).
· Muxin Liao#, Shishun Tian#, Yuhang Zhang, Guoguang Hua, Wenbin Zou, Xia Li, "Domain-invariant information aggregation for domain generalization semantic segmentation", Neurocomputing, 2023. (SCI, 中国科学院二区, IF: 5.5).
· Muxin Liao#, Guoguang Hua#, Shishun Tian, Yuhang Zhang, Wenbin Zou, Xia Li, "Exploring more concentrated and consistent activation regions for cross-domain semantic segmentation", Neurocomputing, 2024. (SCI, 中国科学院二区, IF: 5.5).
· Muxin Liao#, Shishun Tian#, Yuhang Zhang, Guoguang Hua, Wenbin Zou, Xia Li, "Class-discriminative domain generalization for semantic segmentation", Image and Vision Computing, 2024. (SCI, 中国科学院三区, IF: 4.2).
· Wei Li#, Muxin Liao#, Wenbin Zou, "A terrain segmentation network for navigable areas with global strip reliability evaluation and dynamic fusion", Expert Systems With Applications, 2025. (SCI, 中国科学院一区, IF: 7.5).
· Wei Li#, Muxin Liao#, Wenbin Zou, "A progressive segmentation network for navigable areas with semantic–spatial information flow", Expert Systems With Applications, 2025. (SCI, 中国科学院一区, IF: 7.5).
二、学术服务：
领域主席：
· 31st SIGKDD (CCF-A)
· 32st SIGKDD (CCF-A)
期刊审稿：
· IEEE Transactions on Image Processing
· IEEE Transactions on Multimedia
· IEEE Transactions on Neural Networks and Learning Systems
· IEEE Transactions on Circuits and Systems for Video Technology
· IEEE Transactions on Intelligent Transportation Systems
· IEEE Internet of Things Journal
· IEEE Transactions on Systems, Man and Cybernetics: Systems
· IEEE Transactions on Human-Machine Systems
· IEEE Journal of Biomedical and Health Informatics
· IEEE Signal Processing Letters
· Computers and Electronics in Agriculture
· CAAI Transactions on Intelligence Technology
· Knowledge-based System
· Expert Systems with Applications
· Engineering Applications of Artificial Intelligence
· Information Sciences
· Computer Vision and Image Understanding
· Neurocomputing
· Displays
· Applied Intelligence
· Image and Vision Computing
· IET Computer Vision
会议审稿：
· ICLR 2025
· AAAI 2026
