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Songhua Liu

18 papers at tracked venues · 17 at CORE A* · active 2024–2026

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Venues

CVPR ×5ICCV ×3ICML ×3NeurIPS ×3AAAI ×2ACL ×1ECCV ×1

Frequent coauthors

Xinchao Wang
×18
Ruonan Yu
×6
Zhenxiong Tan
×5
Jingwen Ye
×5
Xingyi Yang
×4
Bonan Li
×2
Yinhan Hu
×2
Zeyu Xiao
×1
Xinyin Ma
×1
Runpeng Yu
×1
Gongfan Fang
×1
Zigeng Chen
×1

Papers

  1. FreLay: Frequency-aware Energy Function for Training-free Layout-to-Image Generation
    AAAI 2026 ·
    Bonan Li
    ,
    Yinhan Hu
    , Songhua Liu,
    Zeyu Xiao
    ,
    Xinchao Wang
  2. CLEAR: Conv-Like Linearization Revs Pre-Trained Diffusion Transformers Up
    NeurIPS 2025 · Songhua Liu,
    Zhenxiong Tan
    ,
    Xinchao Wang
  3. Control and Realism: Best of Both Worlds in Layout-to-Image without Training
    ICML 2025 ·
    Bonan Li
    ,
    Yinhan Hu
    , Songhua Liu,
    Xinchao Wang
  4. Diffusion Model is Effectively Its Own Teacher
    CVPR 2025 ·
    Xinyin Ma
    ,
    Runpeng Yu
    , Songhua Liu,
    Gongfan Fang
    ,
    Xinchao Wang
  5. Hash3D: Training-free Acceleration for 3D Generation
    CVPR 2025 ·
    Xingyi Yang
    , Songhua Liu,
    Xinchao Wang
  6. Heavy Labels Out! Dataset Distillation with Label Space Lightening
    ICCV 2025 ·
    Ruonan Yu
    , Songhua Liu,
    Zigeng Chen
    ,
    Jingwen Ye
    ,
    Xinchao Wang
  7. Image Editing As Programs with Diffusion Models
    NeurIPS 2025 ·
    Yujia Hu
    , Songhua Liu,
    Zhenxiong Tan
    ,
    Xingyi Yang
    ,
    Xinchao Wang
  8. OminiControl: Minimal and Universal Control for Diffusion Transformer
    ICCV 2025 ·
    Zhenxiong Tan
    , Songhua Liu,
    Xingyi Yang
    ,
    Qiaochu Xue
    ,
    Xinchao Wang
  9. Open-World Authorship Attribution
    ACL 2025 ·
    Xinhao Tan
    , Songhua Liu,
    Xia Cong
    ,
    Kunjun Li
    ,
    Xinchao Wang
  10. POSTA: A Go-to Framework for Customized Artistic Poster Generation
    CVPR 2025 ·
    Haoyu Chen
    ,
    Xiaojie Xu
    ,
    Wenbo Li
    ,
    Jingjing Ren
    ,
    Tian Ye
    , Songhua Liu,
    Ying-Cong Chen
    ,
    Lei Zhu
    ,
    Xinchao Wang
  11. Ultra-Resolution Adaptation with Ease
    ICML 2025 ·
    Ruonan Yu
    , Songhua Liu,
    Zhenxiong Tan
    ,
    Xinchao Wang
  12. UniversalBooth: Model-Agnostic Personalized Text-To-Image Generation
    ICCV 2025 · Songhua Liu,
    Ruonan Yu
    ,
    Xinchao Wang
  13. Distilled Datamodel with Reverse Gradient Matching
    CVPR 2024 ·
    Jingwen Ye
    ,
    Ruonan Yu
    , Songhua Liu,
    Xinchao Wang
  14. MindBridge: A Cross-Subject Brain Decoding Framework
    CVPR 2024 ·
    Shizun Wang
    , Songhua Liu,
    Zhenxiong Tan
    ,
    Xinchao Wang
  15. Mutual-Modality Adversarial Attack with Semantic Perturbation
    AAAI 2024 ·
    Jingwen Ye
    ,
    Ruonan Yu
    , Songhua Liu,
    Xinchao Wang
  16. One-shot Federated Learning via Synthetic Distiller-Distillate Communication
    NeurIPS 2024 ·
    Junyuan Zhang
    , Songhua Liu,
    Xinchao Wang
  17. StyDeSty: Min-Max Stylization and Destylization for Single Domain Generalization
    ICML 2024 · Songhua Liu,
    Xin Jin
    ,
    Xingyi Yang
    ,
    Jingwen Ye
    ,
    Xinchao Wang
  18. Teddy: Efficient Large-Scale Dataset Distillation via Taylor-Approximated Matching
    ECCV 2024 ·
    Ruonan Yu
    , Songhua Liu,
    Jingwen Ye
    ,
    Xinchao Wang