廖牧鑫 ，男，中共党员，2024年6月毕业于深圳大学电子与信息工程学院，获工学博士学位。2024年11月以第5类人才青年教授引进，加入江西农业大学计算机信息与工程学院。担任31st and 32nd Association for Computing Machinery's Special Interest Group on Knowledge Discovery and Data Mining（SIGKDD 2025 and 2026，CCF-A类会议）领域主席（Area Chair）、国际SCI期刊《Electronics》专刊客座编辑以及多个IEEE Transactions及中国科学院一区TOP期刊的审稿人。
研究方向：
域适应、域泛化、语义分割、智慧农业
科研项目：
1、国家自然科学基金地区项目，主持，立项时间：2026.01；金额：32万元。
2、江西省自然科学基金青年项目，主持，立项时间：2025.06；金额：10万元。
3、江西省职业早期青年科技人才培养项目，主持，立项时间：2025.06；金额：20万元。
近五年内发表的代表性论文（*代表通讯作者）
2025年：
[1] M. Liao (廖牧鑫), Y. Peng, Y. Sun, W. Huang, Y. Wang, Y. Zhang, "Rethinking Domain Adaptive Semantic Segmentation with Vision Foundation Models", IEEE Transactions on Multimedia, 2025. (中国科学院大类一区TOP)
[2] M. Liao (廖牧鑫), Y. Peng, Y. Sun, W. Huang, Y. Wang, K. Zhan, Y. Zhang, "Multi-Granularity Token Learning for Domain Generalized Semantic Segmentation", IEEE Transactions on Multimedia, 2025. (中国科学院大类一区TOP)
[3] M. Liao (廖牧鑫), W. Li, C. Yin, Y. Jin, Y. Peng, "Concept-Guided Domain Generalization for Semantic Segmentation", Pattern Recognition, 2025. (中国科学院大类一区TOP)
[4] M. Liao (廖牧鑫), J. Wang, H. Deng, Y. Peng, H. Yin, Y. Wang, G. Hua, "Domain-generalized token linking in vision foundation models for semantic Segmentation", Knowledge-Based Systems, 2025. (中国科学院大类一区TOP)
[5] K. Zhan, Y. Peng, M. Liao (廖牧鑫)*, Y. Wang, "Domain generalization plant leaf disease recognition: Toward from laboratory to field", Engineering Applications of Artificial Intelligence, 2025. (中国科学院大类一区TOP)
2024年：
[1] M. Liao (廖牧鑫), S. Tian, Y. Zhang, G. Hua, W. Zou, X. Li, "Preserving Label-Related Domain-Specific Information for Cross-Domain Semantic Segmentation," in: IEEE Transactions on Intelligent Transportation Systems, 2024. (中国科学院大类一区TOP)
[2] M. Liao (廖牧鑫), S. Tian, Y. Zhang, G. Hua, W. Zou, X. Li, "Calibration-Based Multi-Prototype Contrastive Learning for Domain Generalization Semantic Segmentation in Traffic Scenes," in: IEEE Transactions on Intelligent Transportation Systems, 2024, pp. 1-17. (中国科学院大类一区TOP)
[3] M. Liao (廖牧鑫), S. Tian, B. Wei, Y. Zhang, W. Zou, X. Li, "Class-Balanced Sampling and Discriminative Stylization for Domain Generalization Semantic Segmentation," in: IEEE Transactions on Intelligent Transportation Systems, 2024, pp. 1-13. (中国科学院大类一区TOP)
[4] M. Liao (廖牧鑫), S. Tian, Y. Zhang, G. Hua, W. Zou, X. Li, "Considering representation diversity and prediction consistency for domain generalization semantic segmentation," in: Knowledge-Based Systems, 2024, pp. 1-15. (中国科学院大类一区TOP)
[5] Z. Li, M. Liao (廖牧鑫)*, "Learning generalized visual relations for domain generalization semantic segmentation," in: Expert Systems with Applications, 2024, pp. 1-13. (中国科学院大类一区TOP)
[6] M. Liao (廖牧鑫), S. Tian, Y. Zhang, G. Hua, R. You, W. Zou, X. Li, "Class-discriminative domain generalization for semantic segmentation," in: Image and Vision Computing, 2024, pp. 1-13. (中国科学院大类三区)
2023年及之前：
[1] M. Liao (廖牧鑫), S. Tian, Y. Zhang, G. Hua, W. Zou, X. Li, "Calibration-based Dual Prototypical Contrastive Learning Approach for Domain Generalization Semantic Segmentation," in: Proceedings of the 31st ACM International Conference on Multimedia, 2023, pp. 2199-2210. (CCF推荐-A类旗舰级国际会议)
[2] M. Liao (廖牧鑫), S. Tian, Y. Zhang, G. Hua, W. Zou, X. Li, "PDA: Progressive Domain Adaptation for Semantic Segmentation," in: Knowledge-Based Systems, 2023, pp. 1-13. (中国科学院大类一区TOP)
[3] M. Liao (廖牧鑫), S. Tian, Y. Zhang, G. Hua, W. Zou, X. Li, "Domain-invariant information aggregation for domain generalization semantic segmentation," in: Neurocomputing, 2023, vol. 546, pp. 1-13. (中国科学院大类二区TOP)
[4] M. Liao (廖牧鑫), G. Hua, S. Tian, Y. Zhang, W. Zou, X. Li, "Exploring more concentrated and consistent activation regions for cross-domain semantic segmentation," in: Neurocomputing, 2022, vol. 500. pp. 938-948. (中国科学院大类二区TOP)
学术服务：
担任Electronics客座编辑，担任31st SIGKDD (CCF-A)和32st SIGKDD (CCF-A)领域主席，担任 IEEE TIP、 IEEE TMM、 IEEE TNNLS、 IEEE TCSVT、IEEE TGRS、 IEEE TITS、 IEEE TII、IEEE TMC、 IEEE THMS、IEEE TSMCS、ACM TOMM、 IEEE IOTJ、 IEEE JBHI、 IEEE SPL、 CAAI Transactions on Intelligence Technology、 Pattern Recognition、Knowledge-based System、Expert Systems with Applications、 Engineering Applications of Artificial Intelligence、Computers and Electronics in Agriculture、Neural Networks、Computer Vision and Image Understanding、Neurocomputing、 Information Sciences、Displays、Applied Intelligence、 Image and Vision Computing、 IET Computer Vision等期刊审稿。
