Scholar
Songhua Liu
Google Scholar ID: AnYh2rAAAAAJ
Shanghai Jiao Tong University
Computer Vision
Machine Learning
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Citations & Impact
All-time
Citations
2,156
H-index
21
i10-index
28
Publications
20
Co-authors
16
list available
Contact
Email
liusonghua{AT}sjtu.edu.cn
CV
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GitHub
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Publications
21 items
Gated Condition Injection without Multimodal Attention: Towards Controllable Linear-Attention Transformers
2026
Cited
0
ViBe: Ultra-High-Resolution Video Synthesis Born from Pure Images
2026
Cited
0
ViFeEdit: A Video-Free Tuner of Your Video Diffusion Transformer
2026
Cited
0
MultiAnimate: Pose-Guided Image Animation Made Extensible
2026
Cited
0
SpotEdit: Selective Region Editing in Diffusion Transformers
2025
Cited
0
EditMGT: Unleashing Potentials of Masked Generative Transformers in Image Editing
2025
Cited
0
RunawayEvil: Jailbreaking the Image-to-Video Generative Models
2025
Cited
0
CoDA: From Text-to-Image Diffusion Models to Training-Free Dataset Distillation
2025
Cited
0
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Resume (English only)
Academic Achievements
Recipient of NUS Research Scholarship
Awarded the 2023 National Award for Outstanding Self-financed Chinese Students Abroad
2 papers accepted by NeurIPS 2025 (including first work by Ms. Yujia Hu)
3 papers accepted by ICCV 2025 (including 1 oral)
2 papers accepted by ICML 2025
3 papers accepted by CVPR 2025
1 paper accepted by ACL 2025 (by undergraduate Mr. Xinhao Tan)
Released multiple projects: WinWinLay (layout-to-image), IEAP (free GPT-4o image editor), LLaVA-Meteor (efficient VLM), Flash Sculptor (single-image 3D reconstruction), URAE (4K adaptation of diffusion models), OminiControl2 (controllable generation), CFM (spectral filtering for dataset distillation), CLEAR (linearization of diffusion transformers), and a benchmark for large-scale dataset compression
Co-authors
16 total
Xinchao Wang
National University of Singapore
Jingwen Ye
Assistant Professor, Monash University
Xingyi Yang
Assistant Professor, The Hong Kong Polytechnic University
Zhenxiong Tan
National University of Singapore
Ruonan Yu
National University of Singapore
Lin Tianwei
Horizon Robotics
Dongliang He
ByteDance Inc.
Fu Li
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