Tianyu Yang
I am a Researcher at International Digital Economy Academy (IDEA). Prior to that, I worked at Tencent AI Lab. I received my PhD from City University of Hong Kong, advised by Prof. Antoni B. Chan. My research interests span multiple areas, including generative models, multimodal learning, self-supervised learning, and video understanding. Lately, my primary focus has been on generative AI, particularly in the areas of video and 3D content generation and manipulation.
Email  / 
Google Scholar / 
Github
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Publications
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Latent Video Diffusion Models for High-Fidelity Long Video Generation
Yingqing He, Tianyu Yang, Yong Zhang, Ying Shan, Qifeng Chen
arXiv, 2022
arXiv  / 
project
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Scalable Video Object Segmentation with Simplified Framework
Qiangqiang Wu, Tianyu Yang, Wei Wu, Antoni B. Chan
International Conference on Computer Vision (ICCV), 2023
arXiv  / 
code
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DropMAE: Masked Autoencoders with Spatial-Attention Dropout for Tracking Tasks
Qiangqiang Wu, Tianyu Yang, Ziquan Liu, Baoyuan Wu, Ying Shan, Antoni B. Chan
Conference on Computer Vision and Pattern Recognition (CVPR), 2023
arXiv  / 
code
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LocVTP: Video-Text Pre-training for Temporal Localization
Meng Cao, Tianyu Yang, Junwu Weng, Can Zhang, Jue Wang and Yuexian Zou
European Conference on Computer Vision (ECCV), 2022
arXiv  / 
code  / 
supp
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Unsupervised Pre-training for Temporal Action Localization Tasks
Can Zhang, Tianyu Yang, Junwu Weng, Meng Cao, Jue Wang and Yuexian Zou
Conference on Computer Vision and Pattern Recognition (CVPR), 2022
arXiv  / 
code  / 
supp
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Exploring Denoised Cross-video Contrast for Weakly-supervised Temporal Action Localization
Jingjing Li, Tianyu Yang, Wei Ji, Jue Wang and Li Cheng
Conference on Computer Vision and Pattern Recognition (CVPR), 2022
arXiv  / 
code
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SWEM: Towards Real-Time Video Object Segmentation with Sequential Weighted Expectation-Maximization
Zhihui Lin, Tianyu Yang, Maomao Li, Ziyu Wang, Chun Yuan, Wenhao Jiang, Wei Liu
Conference on Computer Vision and Pattern Recognition (CVPR), 2022
arXiv  / 
code  / 
supp
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Motion-aware Contrastive Video Representation Learning via Foreground-background Merging
Shuangrui Ding, Maomao Li, Tianyu Yang, Rui Qian, Haohang Xu, Qingyi Chen, Jue Wang and Hongkai Xiong
Conference on Computer Vision and Pattern Recognition (CVPR), 2022
arXiv  / 
code  / 
supp
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VideoMoCo: Contrastive Video Representation Learning with Temporally Adversarial Examples
Tian Pan, Yibing Song, Tianyu Yang, Wenhao Jiang, and Wei Liu
Conference on Computer Vision and Pattern Recognition (CVPR), 2021
arXiv  / 
code
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ROAM: Recurrently Optimizing Tracking Model
Tianyu Yang, Pengfei Xu, Runbo Hu, Hua Chai, and Antoni B. Chan
Conference on Computer Vision and Pattern Recognition (CVPR), 2020
code  / 
otb100-results  / 
lasot-results
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Visual Tracking via Dynamic Memory Networks
Tianyu Yang, Antoni B. Chan
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2019
code  / 
otb100-results  / 
vot2015-results  / 
vot2016-results  / 
vot2017-results
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Learning Dynamic Memory Networks for Object Tracking
Tianyu Yang, Antoni B. Chan
European Conference on Computer Vision (ECCV), 2018
code  / 
otb100-results  / 
vot2016-results
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Density-Preserving Hierarchical EM Algorithm: Simplifying Gaussian Mixture Models for Approximate Inference
Lei Yu, Tianyu Yang, Antoni B. Chan
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2018
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Recurrent Filter Learning for Visual Tracking
Tianyu Yang, Antoni B. Chan
Workshop on Visual Object Tracking (VOT) Chanllenge, ICCV, 2017
code  / 
otb100-results  / 
vot2016-results
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Approximate Inference for Generic Likelihoods via Density-Preserving GMM Simplification
Lei Yu, Tianyu Yang, Antoni B. Chan
Workshop on Advances in Approximate Bayesian Inference, NeurIPS, 2016
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Robust Object Tracking With Reacquisition Ability Using Online Learned Detector
Tianyu Yang, Baopu Li, Max Q.-H. Meng
IEEE transactions on Cybernetics , 2014
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Adaptive Visual Tracking with Reacquisition Ability for Arbitrary Objects
Tianyu Yang, Baopu Li, Chao Hu, Max Q.-H. Meng
International Conference on Robotics and Automation (ICRA) , 2013
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Service
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Senior Program Committee Member for AAAI 2022
Conference Reviewer for CVPR, ICCV, ECCV, NeurIPS, ICML, ICLR, AAAI
Journal Reviewer for TPAMI, IJCV, TIP
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