Pengcheng Xu

PhD student, Computer Science, Western University

Joined

May 2021

Names

Pengcheng Xu (Preferred)

Emails

****@hotmail.com (Confirmed)

****@uwo.ca (Confirmed)

Personal Links

Homepage

DBLP

Career & Education History

PhD student

Computer Science, Western University (uwo.ca)

2021 – 2026

Advisors, Relations & Conflicts

PhD Advisor

Boyu Wang

2021 – 2024

PhD Advisor

Charles Ling

2021 – 2024

Expertise

Generative model and Editing

2023 – Present

Transfer Learning

2018 – Present

Learning with Noisy Labels

2022 – 2024

Reinforcement Learning

2016 – 2018

Publications

Towards Generalized Multi-Image Editing for Unified Multimodal Models
Pengcheng Xu, Peng Tang, Donghao Luo, Xiaobin Hu, Weichu Cui, Qingdong He, Zhennan Chen, Jiangning Zhang, Charles Ling, Boyu Wang
- CoRR 2026
- Readers: Everyone
The devil is in the details: Enhancing Video Virtual Try-On via Keyframe-Driven Details Injection
Qingdong He, Xueqin Chen, Yanjie Pan, Peng Tang, Pengcheng Xu, Zhenye Gan, Chengjie Wang, Xiaobin Hu, Jiangning Zhang, Yabiao Wang
- CoRR 2025
- Readers: Everyone
ShortcutBreaker: Low-Rank Noisy Bottleneck with Global Perturbation Attention for Multi-Class Unsupervised Anomaly Detection
Peng Tang, Xiaoxiao Yan, Xiaobin Hu, Yuning Cui, Donghao Luo, Jiangning Zhang, Pengcheng Xu, Jinlong Peng, Qingdong He, Feiyue Huang, Song Xue, Tobias Lasser
- CoRR 2025
- Readers: Everyone
ShortcutBreaker: Low-Rank Noisy Bottleneck with Global Perturbation Attention for Multi-Class Unsupervised Anomaly Detection
Peng Tang, Xiaoxiao Yan, Xiaobin Hu, Yuning Cui, Donghao Luo, Jiangning Zhang, Pengcheng Xu, Jinlong Peng, Qingdong He, Feiyue Huang, Song Xue, Tobias Lasser
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
The devil is in the details: Enhancing Video Virtual Try-On via Keyframe-Driven Details Injection
Qingdong He, Xueqin Chen, Yanjie Pan, Peng Tang, Pengcheng Xu, Zhenye Gan, Chengjie Wang, Xiaobin Hu, Jiangning Zhang, Yabiao Wang
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
DynamicControl: Adaptive Condition Selection for Improved Text-to-Image Generation
Qingdong He, Jinlong Peng, Pengcheng Xu, Boyuan Jiang, Xiaobin Hu, Donghao Luo, Yabiao Wang, Chengjie Wang, Xiangtai Li, Jiangning Zhang
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
Unraveling the Mysteries of Label Noise in Source-Free Domain Adaptation: Theory and Practice
Gezheng Xu, Li Yi, Pengcheng Xu, Jiaqi Li, Ruizhi Pu, Changjian Shui, A. Ian McLeod, Boyu Wang, Charles Ling
- IEEE Trans. Pattern Anal. Mach. Intell. 2025
- Readers: Everyone
PixelPonder: Dynamic Patch Adaptation for Enhanced Multi-Conditional Text-to-Image Generation
Yanjie Pan, Qingdong He, Zhengkai Jiang, Pengcheng Xu, Chaoyi Wang, Jinlong Peng, Haoxuan Wang, Yun Cao, Zhenye Gan, Mingmin Chi, Bo Peng, Yabiao Wang
- CoRR 2025
- Readers: Everyone
Uniform Noise Distribution and Compact Clusters: Unveiling the Success of Self-Supervised Learning in Label Noise
Pengcheng Xu, Li Yi, Gezheng Xu, Xi Chen, Ian McLeod, Charles Ling, Boyu Wang
- Accepted by TMLR
- Readers: Everyone
Unveil Inversion and Invariance in Flow Transformer for Versatile Image Editing
Pengcheng Xu, Boyuan Jiang, Xiaobin Hu, Donghao Luo, Qingdong He, Jiangning Zhang, Chengjie Wang, Yunsheng Wu, Charles Ling, Boyu Wang
- CVPR 2025
- Readers: Everyone

View all 22 publications

Co-Authors

View all 51 co-authors