长期从事计算机视觉、机器学习以及图像视频内容安全分析方面的研究。主要研究方向包括图像分割、目标检测、视频动作识别、深度学习、弱监督学习等。在计算机视觉领域顶级会议IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)、European Conference on Computer Vision (ECCV)及多媒体顶级期刊IEEE Transactions on Multimedia (TMM)等发表文章多篇。 主要发表论文如下（截至2021年）： 1.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. 2.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. 3.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. 4.Tianyi Zhang, Yu Zhang, Jianfei Cai and Alex C.Kot. Efficient Object Feature Selection For Action Recognition, IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2016. 5.Weide Liu, Guosheng Lin, Tianyi Zhang, Zichuan Liu, Guided Co-Segmentation Network for Fast Video Object Segmentation, IEEE Transactions on Circuits and Systems for Video Technology(TCSVT), 2021, 31(4): pp 1607–1617. 6.Chunyun Chen, Tianyi Zhang, Yuze Hui, Adithi Raghuraman, Shwetalaxmi Udayan, Jie Lin, Mohamed M. Sabry Aly, Scalable Hardware Acceleration of Non-Maximum Supression Design, Automation and Test in Europe (DATE), 2022. (Interactive presentations) 7.Tianyi Zhang, Guosheng Lin, Jianfei Cai and Alex C. Kot. Semantic Segmentation via Domain Adaptation with Global Structure Embedding, IEEE International Conference on Visual Communications and Image Processing (VCIP), 2019. 8.Tianyi Zhang, Jingyi Yang, Chuanxia Zheng, Guosheng Lin, Jianfei Cai and Alex C. Kot. Task-in-all Domain Adaptation for Semantic Segmentation, Proceedings of IEEE International Conference on Visual Communications and Image Processing (VCIP), 2019. 9.Tianyi Zhang, Li Niu, Jianfei Cai, and Alex C. Kot. Action Proposals Using Hierarchical Clustering of Super-trajectories, IEEE International Conference on Visual Communications and Image Processing (VCIP), 2017. |
