长期从事计算机视觉、图像视频内容安全、机器学习等方面的教学与科研工作。主要研究方向包括图像/视频分割与目标检测、图像取证、多媒体内容安全分析、弱监督学习等。在计算机视觉与多媒体领域顶级期刊会议TPAMI,TMM,CVPR,ECCV,ACMMM等发表文章多篇。主持国家级/省部级课题以及企事业单位委托科技项目多项。 部分代表作论文如下(截至2025年): 1.Tianyi Zhang, Chunyun Chen, Yun Liu, Xue Geng; Mohamed M. Sabry, Aly, Jie Lin; PSRR-MaxpoolNMS++: Fast Non-Maximum Suppression With Discretization and Pooling, IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025, 47(2): 978-993 2.Tianyi Zhang, Qinglong Lin, Yang Hu, Pengming Feng, Rubo Zhang; Edge-aware Affinity Enhancement for Image Manipulation Localization, ACM International Conference on Multimedia (ACM MM), pp 324 - 332, 2025. 3.Tianyi Zhang, Rulong Li, Pengming Feng, Rubo Zhang ; Integration of Global and Local Knowledge for Foreground Enhancing in Weakly Supervised Temporal Action Localization, IEEE Transactions on Multimedia (TMM), 2024, 26: 8476 - 8487 4.Tianyi Zhang, Jie Lin, Peng Hu, Bin Zhao and Mohamed M. Sabry Aly. PSRR-MaxpoolNMS: Pyramid Shifted MaxpoolNMS with Relationship Recovery. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), pp 15835–15843,2021. 5.Tianyi Zhang, Guosheng Lin, Weide Liu, Jianfei Cai and Alex C. Kot , Splitting vs. Merging: Mining Object Regions with Discrepancy and Intersection Loss for Weakly Supervised Semantic Segmentation, European Conference on Computer Vision (ECCV), pp 663-679, 2020. 6.Tianyi Zhang, Guosheng Lin, Jianfei Cai, Tong Shen, Chunhua Shen, Alex C. Kot. Decoupled Spatial Neural Attention for Weakly Supervised Semantic Segmentation, IEEE Transactions on Multimedia (TMM), 2019:21(11), pp 2930–2941. |