杨凯，男，1991年3月生，讲师，工学博士，硕士生导师。2022年9月毕业于哈尔滨工业大学（深圳）计算机科学与技术系，获工学博士学位。
邮箱：kyang@wtu.edu.cn (欢迎对科研感兴趣的本科生、研究生联系我)
1. 主要研究方向
计算机视觉、深度学习、目标跟踪
2. 教学、科研项目
国家自然科学基金，青年项目，面向无标签数据的目标表征与判别跟踪方法研究，No.62302349，2024.01.01-2026.12.31，主持；
湖北省自然科学基金，青年项目，基于对比学习的目标表征与判别跟踪方法研究，2023.07-2025.06，主持；
湖北珞珈实验室开放基金，面向卫星视频的无监督跟踪方法研究，No.230100027，2023.08-2025.08，主持；
3. 论文与专利
[1] Yang K, He Z, Pei W, Zhou Z, Li X, Yuan D, Zhang H, SiamCorners: Siamese Corner Networks for Visual Tracking [J]. IEEE Transactions on Multimedia, 2021, 24:1956-1967. (SCI, ESI高被引论文，广东省计算机学会优秀论文二等奖，中科院一区, JCR 一区, 清华分区A类，计算机多媒体顶刊)
[2] Yang K, Zhang H, Gao F, Shi J, Zhang Y, Wu J, DETA: A Point-based Tracker with Deformable Transformer for Visual Tracking [J]. IEEE Transactions on Multimedia, 25 (2022):7545-7558. (SCI, 中科院一区, JCR 一区, 清华分区 A类, 计算机多媒体顶刊)
[3] Yang K, Zhang H, Zhou D, Dong L, PaaRPN: Probabilistic Anchor Assignment with Region Proposal Network for Visual Tracking [J]. Information Sciences, 2022, 598:19-36. (SCI, 中科院一区, JCR 一区, CCF B类)
[4] Yang K, Zhang H, Zhou D, Liu L, TGAN: A Simple Model Update Strategy for Visual Tracking via Template-guidance Attention Network [J]. Neural Networks, 2021, 144:61-74. (SCI, 中科院一区, JCR 一区, CCF B类)
[5] Yang K, Zhang H, Zhou D, Dong L, Ma J, IASA: An IoU-aware Tracker with Adaptive Sample Assignment [J]. Neural Networks, 161 (2023):267-280. (SCI, 中科院一区, JCR 一区, CCF B类)
[6] Yang K, Zhang H, Shi J, Ma J, BANDT: A Border-aware Network with Deformable Transformers for Visual Tracking [J]. IEEE Transactions on Consumer Electronics, 2023, 1-15. (SCI, 中科院二区)
[7] Yang K, He Z, Zhou Z, Fan N, SiamAtt: Siamese Attention Network for Visual Tracking [J]. Knowledge-Based Systems, 2020, 203:106079. (SCI, 中科院一区, JCR 一区, CCF C类)
[8] Yang K., Li, Q., Tian, C., Zhang, H., Shi, A., & Li, J. DeforT: Deformable transformer for visual tracking [J]. Neural Networks, 106380, 2024. (SCI, 中科院一区, JCR 一区, CCF B类, IF:9.657)
[9] 杨凯, 吴海锋, 曾玉. 压缩感知的重叠神经元峰电位信号分类[J]. 电子学报, 2018, 46(3):748-754. (CCF A类 期刊)
[10] Wu H, Yang K, Zeng Y. Sparse Coding and Compressive Sensing for Overlapping Neural Spike Sorting [J]. IEEE Transactions on Neural Systems and Rehabilitation Engineering, 2018, 26(8): 1516-1525. (SCI, 中科院二区，JCR 一区)
[11] Chen J, Qin J, Zhong S⋆, Yang K*, Hu X, Peng T, Li R, SGM: A dataset for 3D garment reconstruction from single hand-drawn sketch [C]. ICASSP 2024, 1-5. (CCF B 类，*通讯作者, 二作为纺大硕士生）
[12] Chen, J., Li, Z., Yang, K*., Hu, X., & Fang, F. (2024). GNNctd: A graph neural network based on complicated temporal dependencies modeling for fashion trend prediction [J]. Knowledge-Based Systems, 112309. (SCI, 中科院一区, JCR 一区, CCF C类, *通讯作者, IF:7.2, 二作为纺大硕士生)
[13] Hu X, Fang C, Yang, K*, Liang J, Luo R, Peng T. Towards High-Fidelity 3D Virtual Try-On via Global Collaborative Modeling [J]. IEEE Transactions on Consumer Electronics. 2024 Jul 25. (SCI, 中科院二区, JCR 一区, *通讯作者, IF:4.30, 二作为纺大硕士生)
[14] Li, Q., Zhang, H*., Yang, K*., and Wu, G. BAN-ima: A Box Adaptive Network With Iterative Mixed Attention for Visual Tracking [J]. IEEE Transactions on Consumer Electronics, 2024. (SCI, 中科院二区, JCR 一区, *通讯作者, IF:4.30)
[15] Zhou Z, Fan N, Yang K, Wang H, He Z. Adaptive Ensemble Perception Tracking [J]. Neural Networks, 2021, 142: 316-328. (SCI, 中科院二区, JCR 一区)
[16] Gao F, Mu X, Ouyang C, Yang K, Ji S, Guo J, Wei H, Wang N, Ma L, Yang B. MLTDNet: an Efficient Multi-level Transformer Network for Single Image Deraining [J]. Neural Computing and Applications, 2022, 34, 14013-14027. (SCI, 中科院二区, JCR一区）
[17] Liu Q, Li X, He Z, Li C, Li J, Zhou Z, Yuan D, Li J, Yang K, Fan N, Zheng F. LSOTB-TIR: A Large-Scale High-Diversity Thermal Infrared Object Tracking Benchmark [C]//Proceedings of the 28th ACM International Conference on Multimedia. 2020: 3847-3856. (CCF A类会议)
[18] Zhou D, Zhang H, Yang K, Liu L, Yan H, Xu X, Zhang Z, Yan S. Learning to Synthesize Compatible Fashion Items Using Semantic Alignment and Collocation Classification: An Outfit Generation Framework [J]. IEEE Transactions on Neural Networks and Learning Systems, 2022, 1-15. (SCI, JCR 一 区, 中科院一区, 模式识别顶刊)
[19] Dong L, Zhang H, Yang K, Zhou D, Shi J, Ma J. Crowd Counting by Using Top-k Relations: A Mixed GroundTruth CNN Framework [J]. IEEE Transactions on Consumer Electronics, 2022, 68(3), 307-316. (SCI, JCR 二 区, 中科院二区)
[20] Zhang M, You Z, Li Q, Yang K, Zhang H, TADT: Task-aligned Deep Tracking, Submitted to Neural Networks. (一作为纺大硕士生，二作为纺大本科生)
4.教科研奖励
中国纺织工业联合会教学成果二等奖1项，排序第2
湖北省科技进步奖二等奖1项，排序第5
5.个人荣誉和指导学生获奖
“华数杯”全国大学生数学建模三等奖，指导老师，2023年