I will be joining the Computer Science Department of UT Dallas as a tenure-track assistant professor this August.
My research interests center around solving core computer vision and computer audition problems and applying the developed learning approaches to broad AI applications in multisensory perception, computational photography, robotics, AR/VR, and HCI. My recent work has focused on designing unified, explainable, and robust multisensory perception systems [ECCV'18, CVPRW'19, ECCV'20, CVPR'21a, CVPR'21b, CVPR'22a] and mitigating video motions in computational photograhy [CVPR'20a, CVPR'20b].
I obtained my Ph.D. degree from the University of Rochester in 2022, advised by Prof. Chenliang Xu. Before coming to URCS, I received my master degree in the Department of Electronic Engineering, Tsinghua University, China, in 2017 under the supervision of Prof. Wenming Yang, and B.E degree from School of Electronic Engineering, Xidian University in 2013. I was a visiting student at Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, advised by Prof. Yu Qiao in 2016-2017. I did three internships at Adobe Research and Meta Reality Labs.
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Most recent publications on Google Scholar.
‡ indicates equal contribution.
Learning to Answer Questions in Dynamic Audio-Visual Scenarios
Guangyao Li‡, Yake Wei‡, Yapeng Tian‡, Chenliang Xu, Ji-Rong Wen, and Di Hu
CVPR'22 Oral: IEEE/CVF Conference on Computer Vision and Pattern Recognition.
Transformer-empowered Multi-contrast MRI Super-Resolution
Guangyuan Li, Jun Lv, Yapeng Tian, Qi Dou, Chengyan Wang, Chenliang Xu, and Jing Qin
CVPR'22: IEEE/CVF Conference on Computer Vision and Pattern Recognition.
Coarse-to-Fine Embedded PatchMatch and Multi-Scale Dynamic Aggregation for Reference-based Super-Resolution
Bin Xia, Yapeng Tian, Yucheng Hang, Wenming Yang, Qingmin Liao, Jie Zhou
AAAI'22: The AAAI Conference on Artificial Intelligence.
Efficient Non-Local Contrastive Attention for Image Super-Resolution
Bin Xia‡, Yucheng Hang‡, Yapeng Tian, Wenming Yang, Qingmin Liao, Jie Zhou
AAAI'22: The AAAI Conference on Artificial Intelligence.
Space-Time Memory Network for Sounding Object Localization in Videos
Sizhe Li‡, Yapeng Tian‡, and Chenliang Xu
BMVC'21: The British Machine Vision Conference.
Video Matting via Consistency-Regularized Graph Neural Networks
Tiantian Wang, Sifei Liu, Yapeng Tian, Kai Li, and Ming-Hsuan Yang
ICCV'21: IEEE/CVF International Conference on Computer Vision.
Can audio-visual integration strengthen robustness under multimodal attacks?
Yapeng Tian and Chenliang Xu
CVPR'21: IEEE/CVF Conference on Computer Vision and Pattern Recognition.
Cyclic Co-Learning of Sounding Object Visual Grounding and Sound Separation
Yapeng Tian, Di Hu, and Chenliang Xu
CVPR'21: IEEE/CVF Conference on Computer Vision and Pattern Recognition.
Unified Multisensory Perception: Weakly-Supervised Audio-Visual Video Parsing
Yapeng Tian, Dingzeyu Li, and Chenliang Xu
ECCV'20 Spotlight: European Conference on Computer Vision.
Zooming Slow-Mo: Fast and Accurate One-Stage Space-Time Video Super-Resolution
Xiaoyu Xiang‡, Yapeng Tian‡, Yulun Zhang, Yun Fu, Jan Allebach, and Chenliang Xu
CVPR'20: IEEE/CVF Conference on Computer Vision and Pattern Recognition.
TDAN: Temporally Deformable Alignment Network for Video Super-Resolution
Yapeng Tian, Yulun Zhang, Yun Fu, and Chenliang Xu
CVPR'20: IEEE/CVF Conference on Computer Vision and Pattern Recognition.
This is the first work that uses deformable alignment to address video restoration.
Deep Audio Prior
Yapeng Tian, Chenliang Xu, and Dingzeyu Li
CVPRW'20: CVPR Workshops.
Residual Dense Network for Image Super-Resolution
Yulun Zhang, Yapeng Tian, Yu Kong , Bineng Zhong, Yun Fu
TPAMI'20: IEEE Transactions on Pattern Analysis and Machine Intelligence.
CFSNet: Toward a Controllable Feature Space for Image Restoration
Wei Wang‡, Ruiming Guo‡, Yapeng Tian, and Wenming Yang
ICCV'19: IEEE/CVF International Conference on Computer Vision.
Interpretable and Controllable Audio-Visual Video Captioning
Yapeng Tian, Chenxiao Guan, Goodman Justin, Marc Moore, and Chenliang Xu
CVPRW'19: CVPR Workshops.
Multisensory interpretability in terms of the audio-visual video captioning task.
LCSCNet: Linear Compressing Based Skip-Connecting Network for ISR
Wenming Yang, Xuechen Zhang, Yapeng Tian, Wei Wang, Jing-Hao Xue, Qingmin Liao
TIP'19: IEEE Trans. Image Processing.
Deep Learning for Single Image Super-Resolution: A Brief Review
Wenming Yang, Xuechen Zhang, Yapeng Tian, Wei Wang, JingHao Xue, Qingmin Liao
TMM'19: IEEE Trans. Multimedia.
Audio-Visual Event Localization in Unconstrained Videos
Yapeng Tian, Jing Shi, Bochen Li, Zhiyao Duan, Chenliang Xu
ECCV'18: European Conference on Computer Vision.
Residual Dense Network for Image Super-Resolution
Yulun Zhang, Yapeng Tian, Yu Kong , Bineng Zhong, Yun Fu
CVPR'18 Spotlight: IEEE/CVF Conf. on Computer Vision and Pattern Recognition.
NTIRE 2017 Challenge on Single Image Super-Resolution: Methods and Results
Timofte et al.
CVPRW'17: CVPR Workshops.
Consistent Coding Scheme for Single-Image Super-Resolution
Wenming Yang, Yapeng Tian, Fei Zhou, Qingmin Liao, Hai Chen, Chenglin Zheng
TMM'16: EEE Trans. Multimedia. (First student author)
Anchored Neighborhood Regression based SISR from Self-examples
Yapeng Tian, Fei Zhou, Wenming Yang, Xuesen Shang, Qingmin Liao
ICIP'16: IEEE International Conference on Image Processing.
SISR Using Clustering-Based Global Regression and Propagation Filtering
Wenming Yang, Yapeng Tian, Fei Zhou, ..., Qingmin Liao
ACPR'15 Oral: Asian Conference on Pattern Recognition. (First student author)
Learning to Answer Questions in Dynamic Audio-Visual Scenarios
Guangyao Li‡, Yake Wei‡, Yapeng Tian‡, Chenliang Xu, Ji-Rong Wen, and Di Hu
CVPR'22 Oral: IEEE/CVF Conference on Computer Vision and Pattern Recognition.
Space-Time Memory Network for Sounding Object Localization in Videos
Sizhe Li‡, Yapeng Tian‡, and Chenliang Xu
BMVC'21: The British Machine Vision Conference.
Can audio-visual integration strengthen robustness under multimodal attacks?
Yapeng Tian and Chenliang Xu
CVPR'21: IEEE/CVF Conference on Computer Vision and Pattern Recognition.
Cyclic Co-Learning of Sounding Object Visual Grounding and Sound Separation
Yapeng Tian, Di Hu, and Chenliang Xu
CVPR'21: IEEE/CVF Conference on Computer Vision and Pattern Recognition.
Unified Multisensory Perception: Weakly-Supervised Audio-Visual Video Parsing
Yapeng Tian, Dingzeyu Li, and Chenliang Xu
ECCV'20 Spotlight: European Conference on Computer Vision.
Zooming Slow-Mo: Fast and Accurate One-Stage Space-Time Video Super-Resolution
Xiaoyu Xiang‡, Yapeng Tian‡, Yulun Zhang, Yun Fu, Jan Allebach, and Chenliang Xu
CVPR'20: IEEE/CVF Conference on Computer Vision and Pattern Recognition.
TDAN: Temporally Deformable Alignment Network for Video Super-Resolution
Yapeng Tian, Yulun Zhang, Yun Fu, and Chenliang Xu
CVPR'20: IEEE/CVF Conference on Computer Vision and Pattern Recognition.
This is the first work that uses deformable alignment to address video restoration.
Deep Audio Prior
Yapeng Tian, Chenliang Xu, and Dingzeyu Li
CVPRW'20: CVPR Workshops.
Interpretable and Controllable Audio-Visual Video Captioning
Yapeng Tian, Chenxiao Guan, Goodman Justin, Marc Moore, and Chenliang Xu
CVPRW'19: CVPR Workshops.
Multisensory interpretability in terms of the audio-visual video captioning task.
Audio-Visual Event Localization in Unconstrained Videos
Yapeng Tian, Jing Shi, Bochen Li, Zhiyao Duan, Chenliang Xu
ECCV'18: European Conference on Computer Vision.
Learning to Answer Questions in Dynamic Audio-Visual Scenarios
Guangyao Li‡, Yake Wei‡, Yapeng Tian‡, Chenliang Xu, Ji-Rong Wen, and Di Hu
CVPR'22 Oral: IEEE/CVF Conference on Computer Vision and Pattern Recognition.
Space-Time Memory Network for Sounding Object Localization in Videos
Sizhe Li‡, Yapeng Tian‡, and Chenliang Xu
BMVC'21: The British Machine Vision Conference.
Can audio-visual integration strengthen robustness under multimodal attacks?
Yapeng Tian and Chenliang Xu
CVPR'21: IEEE/CVF Conference on Computer Vision and Pattern Recognition.
Cyclic Co-Learning of Sounding Object Visual Grounding and Sound Separation
Yapeng Tian, Di Hu, and Chenliang Xu
CVPR'21: IEEE/CVF Conference on Computer Vision and Pattern Recognition.
Unified Multisensory Perception: Weakly-Supervised Audio-Visual Video Parsing
Yapeng Tian, Dingzeyu Li, and Chenliang Xu
ECCV'20 Spotlight: European Conference on Computer Vision.
Deep Audio Prior
Yapeng Tian, Chenliang Xu, and Dingzeyu Li
CVPRW'20: CVPR Workshops.
Interpretable and Controllable Audio-Visual Video Captioning
Yapeng Tian, Chenxiao Guan, Goodman Justin, Marc Moore, and Chenliang Xu
CVPRW'19: CVPR Workshops.
Multisensory interpretability in terms of the audio-visual video captioning task.
Audio-Visual Event Localization in Unconstrained Videos
Yapeng Tian, Jing Shi, Bochen Li, Zhiyao Duan, Chenliang Xu
ECCV'18: European Conference on Computer Vision.
Video Matting via Consistency-Regularized Graph Neural Networks
Tiantian Wang, Sifei Liu, Yapeng Tian, Kai Li, and Ming-Hsuan Yang
ICCV'21: IEEE/CVF International Conference on Computer Vision.
Zooming Slow-Mo: Fast and Accurate One-Stage Space-Time Video Super-Resolution
Xiaoyu Xiang‡, Yapeng Tian‡, Yulun Zhang, Yun Fu, Jan Allebach, and Chenliang Xu
CVPR'20: IEEE/CVF Conference on Computer Vision and Pattern Recognition.
TDAN: Temporally Deformable Alignment Network for Video Super-Resolution
Yapeng Tian, Yulun Zhang, Yun Fu, and Chenliang Xu
CVPR'20: IEEE/CVF Conference on Computer Vision and Pattern Recognition.
This is the first work that uses deformable alignment to address video restoration.
Transformer-empowered Multi-contrast MRI Super-Resolution
Guangyuan Li, Jun Lv, Yapeng Tian, Qi Dou, Chengyan Wang, Chenliang Xu, and Jing Qin
CVPR'22: IEEE/CVF Conference on Computer Vision and Pattern Recognition.
Coarse-to-Fine Embedded PatchMatch and Multi-Scale Dynamic Aggregation for Reference-based Super-Resolution
Bin Xia, Yapeng Tian, Yucheng Hang, Wenming Yang, Qingmin Liao, Jie Zhou
AAAI'22: The AAAI Conference on Artificial Intelligence.
Efficient Non-Local Contrastive Attention for Image Super-Resolution
Bin Xia‡, Yucheng Hang‡, Yapeng Tian, Wenming Yang, Qingmin Liao, Jie Zhou
AAAI'22: The AAAI Conference on Artificial Intelligence.
Residual Dense Network for Image Super-Resolution
Yulun Zhang, Yapeng Tian, Yu Kong , Bineng Zhong, Yun Fu
TPAMI'20: IEEE Transactions on Pattern Analysis and Machine Intelligence.
CFSNet: Toward a Controllable Feature Space for Image Restoration
Wei Wang‡, Ruiming Guo‡, Yapeng Tian, and Wenming Yang
ICCV'19: IEEE/CVF International Conference on Computer Vision.
LCSCNet: Linear Compressing Based Skip-Connecting Network for ISR
Wenming Yang, Xuechen Zhang, Yapeng Tian, Wei Wang, Jing-Hao Xue, Qingmin Liao
TIP'19: IEEE Trans. Image Processing.
Deep Learning for Single Image Super-Resolution: A Brief Review
Wenming Yang, Xuechen Zhang, Yapeng Tian, Wei Wang, JingHao Xue, Qingmin Liao
TMM'19: IEEE Trans. Multimedia.
Residual Dense Network for Image Super-Resolution
Yulun Zhang, Yapeng Tian, Yu Kong , Bineng Zhong, Yun Fu
CVPR'18 Spotlight: IEEE/CVF Conf. on Computer Vision and Pattern Recognition.
NTIRE 2017 Challenge on Single Image Super-Resolution: Methods and Results
Timofte et al.
CVPRW'17: CVPR Workshops.
Consistent Coding Scheme for Single-Image Super-Resolution
Wenming Yang, Yapeng Tian, Fei Zhou, Qingmin Liao, Hai Chen, Chenglin Zheng
TMM'16: EEE Trans. Multimedia. (First student author)
Anchored Neighborhood Regression based SISR from Self-examples
Yapeng Tian, Fei Zhou, Wenming Yang, Xuesen Shang, Qingmin Liao
ICIP'16: IEEE International Conference on Image Processing.
SISR Using Clustering-Based Global Regression and Propagation Filtering
Wenming Yang, Yapeng Tian, Fei Zhou, ..., Qingmin Liao
ACPR'15 Oral: Asian Conference on Pattern Recognition. (First student author)
Courses:
Tutorials:
Talks and Seminars:
KTH Dive-Deep Seminar, Dec. 2021
RIT PhD Colloquium Series, Oct. 2021
Conference Program Committee/Reviewer:
Journal Reviewer:
CVPR Doctoral Consortium, 2022
Top 10% of High-Scoring Reviewers for NeurIPS, 2020
Invited attendee of Amazon Graduate Student Symposium, Seattle, USA, 2019
Outstanding Graduate of Tsinghua University, 2017
Outstanding Master Thesis Award, Tsinghua University, 2017
National Scholarship, Tsinghua University, 2016
Second-class Scholarship, Tsinghua University, 2015
Full CV in PDF.
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