Zhouxia Wang
Research Fellow at MMLab@NTU
College of Computing and Data Science
Nanyang Technological University, Singapore.
Email: zhouzi1212 [at] gmail.com
Biography
I am currently a research fellow at MMLab@NTU, Nanyang Technological University, Singapore, working with Prof. Chen Change Loy. Before that, I received my Ph.D degrees from The University of Hong Kong, Hong Kong, China, in 2023, under the supervision of Prof. Ping Luo and Prof. Wenping Wang. I got my Master and Bachelor degrees from Sun Yat-sen University, Guangzhou, China, under the supervision of Prof. Liang Lin.
Research Interests
My research interests are in the field of computer vision and deep learning, with a focus on image/video understanding, generation, and editing.
Selected Publications [Full]
Preprint Papers
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ObjCtrl-2.5D: Training-free Object Control with Camera Poses.
Zhouxia Wang, Yushi Lan, Shangchen Zhou, and Chen Change Loy
arXiv, 2024.
@inproceedings{objctrl2.5d, title={{ObjCtrl-2.5D}: Training-free Object Control with Camera Poses}, author={Wang, Zhouxia and Lan, Yushi and Zhou, Shangchen and Loy, Chen Change}, booktitle={arXiv preprint arXiv:2412.07721}, year={2024} }
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FreeTraj: Tuning-Free Trajectory Control in Video Diffusion Models.
Haonan Qiu, Zhaoxi Chen, Zhouxia Wang, Yingqing He, Menghan Xia, Ziwei Liu
arXiv, 2024.
@misc{qiu2024freetraj, title={FreeTraj: Tuning-Free Trajectory Control in Video Diffusion Models}, author={Haonan Qiu and Zhaoxi Chen and Zhouxia Wang and Yingqing He and Menghan Xia and Ziwei Liu}, year={2024}, eprint={2406.16863}, archivePrefix={arXiv} }
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ObjectClear: Complete Object Removal via Object-Effect Attention.
Jixin Zhao, Shangchen Zhou, Zhouxia Wang, Peiqing Yang, Chen Change Loy
arXiv, 2025.
@inproceedings{zhao2025ObjectClear, title={{ObjectClear}: Complete Object Removal via Object-Effect Attention}, author={Zhao, Jixin and Zhou, Shangchen and Wang, Zhouxia and Yang, Peiqing and Loy, Chen Change}, booktitle={arXiv preprint arXiv:2505.22636}, year={2025} }
Journal Papers
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StyleAdapter: A Unified Stylized Image Generation Model
Zhouxia Wang, Xintao Wang, Liangbin Xie, Zhongang Qi, Ying Shan, Wenping Wang, and Ping Luo,
IJCV, 2024.
@article{wang2024styleadapter, title={StyleAdapter: A Unified Stylized Image Generation Model}, author={Wang, Zhouxia and Wang, Xintao and Xie, Liangbin and Qi, Zhongang and Shan, Ying and Wang, Wenping and Luo, Ping}, journal={International Journal of Computer Vision}, pages={1--18}, year={2024}, publisher={Springer} }
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Analysis and Benchmarking of Extending Blind Face Image Restoration to Videos
Zhouxia Wang, Jiawei Zhang, Xintao Wang, Tianshui Chen, Ying Shan, Wenping Wang, and Ping Luo,
TIP, 2024.
@ARTICLE{wang2024analysis, author={Wang, Zhouxia and Zhang, Jiawei and Wang, Xintao and Chen, Tianshui and Shan, Ying and Wang, Wenping and Luo, Ping}, journal={IEEE Transactions on Image Processing}, title={Analysis and Benchmarking of Extending Blind Face Image Restoration to Videos}, year={2024}, volume={33}, number={}, pages={5676-5687}, doi={10.1109/TIP.2024.3463414} }
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RestoreFormer++: Towards Real-World Blind Face Restoration from Undegraded Key-Value Pairs
Zhouxia Wang, Jiawei Zhang, Tianshui Chen, Wenping Wang, and Ping Luo
TPAMI, 2023.
@article{wang2023restoreformer++, title={RestoreFormer++: Towards Real-World Blind Face Restoration from Undegraded Key-Value Paris}, author={Wang, Zhouxia and Zhang, Jiawei and Chen, Tianshui and Wang, Wenping and Luo, Ping}, booktitle={IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI)}, year={2023} }
Conference Papers
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Denoising as Adaptation: Noise-Space Domain Adaptation for Image Restoration
Kang Liao, Zongsheng Yue, Zhouxia Wang, Chen Change Loy
ICLR, 2025.
@article{liao2024denoising, title={Denoising as Adaptation: Noise-Space Domain Adaptation for Image Restoration}, author={Liao, Kang and Yue, Zongsheng and Wang, Zhouxia and Loy, Chen Change}, journal={arXiv preprint arXiv:2406.18516}, year={2024} }
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Image Conductor: Precision Control for Interactive Video Synthesis
Yaowei Li, Xintao Wang, Zhaoyang Zhang, Zhouxia Wang, Ziyang Yuan, Liangbin Xie, Yuexian Zou, and Ying Shan
AAAI, 2025.
@inproceedings{li2025image, title={{Image conductor}: Precision control for interactive video synthesis}, author={Li, Yaowei and Wang, Xintao and Zhang, Zhaoyang and Wang, Zhouxia and Yuan, Ziyang and Xie, Liangbin and Shan, Ying and Zou, Yuexian}, booktitle={AAAI},] year={2025} }
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MotionCtrl: A Unified and Flexible Motion Controller for Video Generation
Zhouxia Wang, Ziyang Yuan, Xintao Wang, Tianshui Chen, Menghan Xia, Ping Luo, and Ying Shan
SIGGRAPH Conference, 2024.
@inproceedings{wang2024motionctrl, title={Motionctrl: A unified and flexible motion controller for video generation}, author={Wang, Zhouxia and Yuan, Ziyang and Wang, Xintao and Li, Yaowei and Chen, Tianshui and Xia, Menghan and Luo, Ping and Shan, Ying}, booktitle={ACM SIGGRAPH 2024 Conference Papers}, pages={1--11}, year={2024} }
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[DiffTSR] Diffusion-based Blind Text Image Super-Resolution
Yuzhe Zhang, Jiawei Zhang, Hao Li, Zhouxia Wang, Luwei Hou, Dongqing Zou, and Liheng Bian
CVPR, 2024.
@inproceedings{zhang2024diffusion, title={Diffusion-based Blind Text Image Super-Resolution}, author={Zhang, Yuzhe and Zhang, Jiawei and Li, Hao and Wang, Zhouxia and Hou, Luwei and Zou, Dongqing and Bian, Liheng}, booktitle={CVPR}, year={2024} }
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RestoreFormer: High-Quality Blind Face Restoration from Undegraded Key-Value Pairs
Zhouxia Wang, Jiawei Zhang, Runjian Chen, Wenping Wang, and Ping Luo
CVPR, 2022.
@article{wang2022restoreformer, title={RestoreFormer: High-Quality Blind Face Restoration from Undegraded Key-Value Pairs}, author={Wang, Zhouxia and Zhang, Jiawei and Chen, Runjian and Wang, Wenping and Luo, Ping}, booktitle={The IEEE Conference on Computer Vision and Pattern Recognition (CVPR)}, year={2022} }
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Learning a Reinforced Agent for Flexible Exposure Bracketing Selection
Zhouxia Wang, Jiawei Zhang, Mude Lin, Jiong Wang, Ping Luo, and Jimmy Ren
CVPR, 2020.
@inproceedings{Wang2020Learning, title={Learning a Reinforced Agent for Flexible Exposure Bracketing Selection}, author={Zhouxia Wang, Jiawei Zhang, Mude Lin, Jiong Wang, Ping Luo, Jimmy Ren}, booktitle={CVPR}, year={2020}, }
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LSTM Pose Machines
Yue Luo, Jimmy Ren, Zhouxia Wang, Wenxiu Sun, Jinshan Pan, Jianbo Liu, Jiahao Pang, and Liang Lin
CVPR, 2018.
@inproceedings{Luo2018LSTMPose, title={LSTM Pose Machines}, author={Yue Luo, Jimmy Ren, Zhouxia Wang, Wenxiu Sun, Jinshan Pan, Jianbo Liu, Jiahao Pang, Liang Lin}, booktitle={CVPR}, year={2018}, }
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Deep Reasoning with Knowledge Graph for Social Relationship Understanding
Zhouxia Wang*, Tianshui Chen*, Jimmy Ren, Weihao Yu, Hui Cheng, and Liang Lin
IJCAI, 2018.
@inproceedings{Wang2018Deep, title={Deep Reasoning with Knowledge Graph for Social Relationship Understanding}, author={Zhouxia Wang, Tianshui Chen, Jimmy Ren, Weihao Yu, Hui Cheng, Liang Lin}, booktitle={International Joint Conference on Artificial Intelligence}, year={2018} }
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Recurrent Attentional Reinforcement Learning for Multi-label Image Recognition
Tianshui Chen, Zhouxia Wang, Guanbin Li, and Liang Lin
AAAI, 2018.
@inproceedings{chen2018recurrent, title={Recurrent attentional reinforcement learning for multi-label image recognition}, author={Chen, Tianshui and Wang, Zhouxia and Li, Guanbin and Lin, Liang}, booktitle={Proceedings of the AAAI conference on artificial intelligence}, volume={32}, number={1}, year={2018} }
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Multi-label image recognition by recurrently discovering attentional regions
Zhouxia Wang*, Tianshui Chen*, Guanbin Li, Ruijia Xu, and Liang Lin
ICCV, 2017.
@inproceedings{wang2017multi, title={Multi-label image recognition by recurrently discovering attentional regions}, author={Wang, Zhouxia and Chen, Tianshui and Li, Guanbin and Xu, Ruijia and Lin, Liang}, booktitle={Proceedings of the IEEE international conference on computer vision}, pages={464--472}, year={2017} }
Academic Services
Conference Reviewer
CVPR, ICCV, NeurIPS, etc.
Journal Reviewer
TPAMI, TIP, IJCV, PR, etc.