杨凯

来源: 作者:编辑人:包嘉琪发稿时间:2023-09-11浏览次数:

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

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,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, 2022, 1-14, DOI:10.1109/TMM.2022.3223213. (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, 2023, DOI: https://doi.org/10.1016/j.neunet.2023.01.038. (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]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)

[9]Wu H,Yang K, Zeng Y.SparseCoding 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)

[10]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)

[11] 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)

[12] 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)

[13] 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)

[14] 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)

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

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