Yipeng Gao
I am a second-year Ph.D. student in Computer Science at University of Southern California , advised by Prof. Laurent Itti .
Previously, I obtained an M.S. degree at Sun Yat-sen University (SYSU) and a B.E. degree at the South China University of Technology .
My research interests mainly lie around Computer Vision, with the goal of developing general and generalizable vision systems.
Nowadays, I focus on vision-language foundation models and their applications.
I believe it is an essential tool for facilitating people's interaction with modern vision systems and enhancing the quality of their lives.
Now, I am committing to take a small step toward this vision.
I am always open to research discussions and collaborations :).
Feel free to reach out to me with any questions.
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News
[05/27/2025] Joining Bytedance as a Research Scientist Intern.
[02/26/2025] One paper was accepted to CVPR 2025.
[07/01/2024] Two papers were accepted to ECCV 2024.
[02/27/2024] One paper about 3D foundation models was accepted to CVPR 2024.
[09/21/2023] One co-author paper was accepted to NeurIPS 2023.
[07/13/2023] One co-author paper was accepted to ICCV 2023.
[02/27/2023] The AsyFOD was accepted to CVPR 2023.
Selected Publications
* denotes equal contributions.
Recent Publications
Earlier Publications
LAM: Language Articulated Object Modelers
Yipeng Gao* ,
Yunhao Ge ,
Peilin Cai ,
Daniel Seita ,
Laurent Itti ,
Under Review , 2025
X-Dyna: Expressive Dynamic Human Image Animation
Di Chang ,
Hongyi Xu* ,
You Xie* ,
Yipeng Gao* ,
Zhengfei Kuang* ,
Shengqu Cai* ,
Chenxu Zhang* ,
Guoxian Song ,
Chao Wang ,
Yichun Shi ,
Zeyuan Chen ,
Shijie Zhou ,
Linjie Luo ,
Gordon Wetzstein ,
Mohammad Soleymani
(*equal contribution as second authors)
CVPR, 2025 (Highlight )
Sculpting Holistic 3D Representation in Contrastive Language-Image-3D Pre-training
Yipeng Gao ,
Zeyu Wang ,
Wei-Shi Zheng ,
Cihang Xie ,
Yuyin Zhou ,
CVPR , 2024
DreamView: Injecting View-specific Text Guidance into Text-to-3D Generation
Junkai Yan* ,
Yipeng Gao* ,
Qize Yang ,
Xihan Wei ,
Xuansong Xie ,
Ancong Wu ,
Wei-Shi Zheng ,
ECCV , 2024
Bridge Past and Future: Overcoming Information Asymmetry in Incremental Object Detection
Qijie Mo ,
Yipeng Gao ,
Shenghao Fu ,
Junkai Yan ,
Ancong Wu ,
Wei-Shi Zheng ,
ECCV , 2024
Diversifying Spatial-Temporal Perception for Video Domain Generalization
Kun-Yu Lin* ,
Jia-Run Du* ,
Yipeng Gao ,
Jiaming Zhou ,
Wei-Shi Zheng
NeurIPS , 2023
ASAG: Building Strong One-Decoder-Layer Sparse Detectors via Adaptive Sparse Anchor Generation
Shenghao Fu,
Junkai Yan ,
Yipeng Gao ,
Xiaohua Xie ,
Wei-Shi Zheng
ICCV , 2023
AsyFOD: An Asymmetric Adaptation Paradigm for Few-Shot Domain Adaptive Object Detection
Yipeng Gao* ,
Kun-Yu Lin* ,
Junkai Yan ,
Yaowei Wang ,
Wei-Shi Zheng
CVPR , 2023
AcroFOD: An Adaptive Method for Cross-domain Few-shot Object Detection
Yipeng Gao ,
Lingxiao Yang ,
Yunmu Huang,
Song Xie,
Shiyong Li,
Wei-Shi Zheng
ECCV , 2022
Bytedance, CA, USA (May. 2025 - Aug. 2025)
Position: Research Scientist Intern
Supervisor: Dr. Tiancheng Zhi , Dr. Linjie Luo
Project: Video Generation Conditioned on Interleaved Prompts with Multiple Identities
University of California Santa Cruz, CA, USA (Jul. 2023 - Nov. 2023)
Academic Service
Conference Reviewer: CVPR 2024-2026, ICCV 2025, ECCV 2024, ICML 2024-2025, ICLR 2024-2025, NeurIPS 2023-2025,
Journal Reviewer: TMLR
Awards
USC Viterbi School of Graduate School Fellowship 2024
Outstanding Master's thesis at Sun Yat-sen University 2024
Chinese National Graduate Scholarship 2023