Ziqi Huang
Ziqi Huang is a Ph.D. student at MMLab@NTU, Nanyang Technological University, supervised by Prof. Ziwei Liu. She is broadly interested in computer vision and deep learning. She currently works on generative models, visual generation and manipulation.
Ziqi obtained her Bachelor’s degree (2022) from NTU, School of Electrical and Electronic Engineering. She is awarded the Google PhD Fellowship 2023, and is a recipient of the 2025 Apple Scholars in AI/ML PhD Fellowship.
Google Scholar / GitHub / Twitter / Email
News
∙ [2025-03] Awarded 2025 Apple Scholars in AI/ML PhD Fellowship
∙ [2025-01] Invited talk at Fudan University
∙ [2024-11] Guest lecture at University of Michigan
∙ [2024-10] One paper (LaVie) accepted to IJCV
∙ [2024-09] Recognized as ECCV 2024 Outstanding Reviewer
∙ [2024-08] One paper (ReVersion) accepted to SIGGRAPH Asia 2024
∙ [2024-07] Invited talk at OpenDataLab
∙ [2024-07] One paper (FreeInit) accepted to ECCV 2024
∙ [2024-06] Invited talk at CVPR 2024 Workshop on Long Video Understanding
∙ [2024-04] We are organizing CVPR 2024 Workshop LOVEU
∙ [2024-02] Two papers (VBench & FreeU) accepted to CVPR 2024 (Highlight and Oral)
∙ [2023-12] One paper (Talk-to-Edit) accepted to TPAMI
∙ [2023-12] We are organizing CVPR 2024 Workshop Women in Computer Vision (WiCV)
∙ [2023-11] Awarded Google PhD Fellowship 2023
∙ [2023-11] Invited talk at Adobe Research
∙ [2023-06] Invited talk at Zhi Dongxi
∙ [2023-10] Awarded Outstanding Reviewer for ICCV 2023 Workshop CVEU
∙ [2023-02] One paper (Collaborative Diffusion) accepted to CVPR 2023
∙ [2022-12] We are organizing CVPR 2023 Workshop Women in Computer Vision (WiCV)
∙ [2022-09] Awarded The Global Undergraduate Award Asia Regional Winner
∙ [2022-08] We are organizing ECCV 2022 Workshop SenseHuman
∙ [2022-08] Start my journey at MMLab@NTU as a Ph.D. student
∙ [2022-06] Awarded Lee Kuan Yew Gold Medal
∙ [2021-07] One paper (Talk-to-Edit) accepted to ICCV 2021
∙ [2021-05] One paper (AnalogicalVQA) accepted to ICIP 2021
Education
Nanyang Technological University
Aug 2022 - Present
Ph.D. student at MMLab@NTU
Nanyang Technological University
Aug 2018 - May 2022
B.E. in Information Engineering & Media
CGPA: 5.00 / 5.00 (ranking: 1)
Publications & Preprints
Evaluation Agent: Efficient and Promptable Evaluation Framework for Visual Generative Models
Fan Zhang*, Shulin Tian*, Ziqi Huang*, Yu Qiao†, Ziwei Liu†
Annual Meeting of the Association for Computational Linguistics (ACL), 2025 (Main)
Paper | Code | Project Page | Video
VBench-2.0: Advancing Video Generation Benchmark Suite for Intrinsic Faithfulness
Dian Zheng*, Ziqi Huang*, Hongbo Liu, Kai Zou, Yinan He, Fan Zhang, Yuanhan Zhang, Jingwen He, Wei-Shi Zheng†, Yu Qiao†, Ziwei Liu†
arXiv Preprint, 2025
Paper | Code | Project Page | Video | Leaderboard | Dataset
RepVideo: Rethinking Cross-Layer Representation for Video Generation
Chenyang Si*, Weichen Fan*, Zhengyao Lv, Ziqi Huang, Yu Qiao, Ziwei Liu
arXiv Preprint, 2025
Paper | Code | Project Page
Vchitect-2.0: Parallel Transformer for Scaling Up Video Diffusion Models
Weichen Fan*, Chenyang Si*, Junhao Song, Zhenyu Yang, Yinan He, Long Zhuo, Ziqi Huang, Ziyue Dong, Jingwen He, Dongwei Pan, Yi Wang, Yuming Jiang, Yaohui Wang, Peng Gao, Xinyuan Chen, Hengjie Li, Dahua Lin†, Yu Qiao†, Ziwei Liu†
arXiv Preprint, 2025
Paper | Code | Project Page | Dataset
VBench++: Comprehensive and Versatile Benchmark Suite for Video Generative Models
Ziqi Huang*, Fan Zhang*, Xiaojie Xu, Yinan He, Jiashuo Yu, Ziyue Dong, Qianli Ma, Nattapol Chanpaisit, Chenyang Si, Yuming Jiang, Yaohui Wang, Xinyuan Chen, Ying-Cong Chen, Limin Wang, Dahua Lin†, Yu Qiao†, Ziwei Liu†
arXiv Preprint, 2024
Paper | Code | Project Page | Leaderboard
ReVersion: Diffusion-Based Relation Inversion from Images
Ziqi Huang*, Tianxing Wu*, Yuming Jiang, Kelvin C.K. Chan, Ziwei Liu†
SIGGRAPH Asia (Conference Track), 2024
Paper | Video | Code | Project Page | Dataset | Demo
LaVie: High-Quality Video Generation with Cascaded Latent Diffusion Models
Yaohui Wang*, Xinyuan Chen*, Xin Ma*, Shangchen Zhou, Ziqi Huang, Yi Wang, Ceuyuan Yang, Yinan He, Jiashuo Yu, Peiqing Yang, Yuwei Guo, Tianxing Wu, Chenyang Si, Yuming Jiang, Cunjian Chen, Chen Change Loy, Bo Dai, Dahua Lin†, Yu Qiao†, Ziwei Liu†
International Journal of Computer Vision (IJCV), 2024
Paper | Project Page | Code
FreeInit : Bridging Initialization Gap in Video Diffusion Models
Tianxing Wu, Chenyang Si, Yuming Jiang, Ziqi Huang, Ziwei Liu†
European Conference on Computer Vision (ECCV), 2024
Paper | Video | Code | Project Page | Demo
VBench: Comprehensive Benchmark Suite for Video Generative Models
Ziqi Huang*, Yinan He*, Jiashuo Yu*, Fan Zhang*, Chenyang Si, Yuming Jiang, Yuanhan Zhang, Tianxing Wu, Qingyang Jin, Nattapol Chanpaisit, Yaohui Wang, Xinyuan Chen, Limin Wang, Dahua Lin†, Yu Qiao†, Ziwei Liu†
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024 (Highlight)
Paper | Video | Code | Project Page | Leaderboard | Dataset
FreeU: Free Lunch in Diffusion U-Net
Chenyang Si, Ziqi Huang, Yuming Jiang, Ziwei Liu†
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024 (Oral)
Paper | Video | Code | Project Page | Demo
Generative Networks
Ziwei Liu†, Shuai Yang, Yuming Jiang, Ziqi Huang
Handbook of Face Recognition, Third Edition, 2023
Digital Book
Talk-to-Edit: Fine-Grained 2D and 3D Facial Editing via Dialog
Yuming Jiang, Ziqi Huang, Tianxing Wu, Xingang Pan, Chen Change Loy, Ziwei Liu†
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023
PDF | Paper | Project Page
Collaborative Diffusion for Multi-Modal Face Generation and Editing
Ziqi Huang, Kelvin C.K. Chan, Yuming Jiang, Ziwei Liu†
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2023
Paper | Video | Code | Project Page
Talk-to-Edit: Fine-Grained Facial Editing via Dialog
Yuming Jiang*, Ziqi Huang*, Xingang Pan, Chen Change Loy, Ziwei Liu†
IEEE/CVF International Conference on Computer Vision (ICCV), 2021
Paper | Video | Code | Project Page | Dataset
A Diagnostic Study of Visual Question Answering with Analogical Reasoning
Ziqi Huang, Hongyuan Zhu†, Ying Sun, Dongkyu Choi, Cheston Tan, Joo−Hwee Lim
IEEE International Conference on Image Processing (ICIP), 2021
PDF | Paper | Video
Awards
∙ [2025] 2025 Apple Scholars in AI/ML PhD Fellowship
∙ [2024] ECCV 2024 Outstanding Reviewer
∙ [2023] Google PhD Fellowship 2023
∙ [2023] Outstanding Reviewer, CVEU Workshop, ICCV 2023
∙ [2022] The Global Undergraduate Award Regional Winner (Asia)
∙ [2022] Lee Kuan Yew Gold Medal (Top 1 in Undergraduate Cohort)
∙ [2020 & 2021] NTU President Research Scholar
∙ [2019 & 2022] Dean’s List (School of Electrical and Electronic Engineering)
∙ [2018] NTU Science and Engineering Undergraduate Scholarship
Professional Service
Workshop Organizer:
∙ CVPR 2024 - Organizer - LOVEU Workshop: Long-form Video Understanding Towards Multimodal AI Assistant and Copilot, Website
∙ CVPR 2024 - General Chair - Women in Computer Vision (WiCV) Workshop, Website
∙ CVPR 2023 - Organizer - Women in Computer Vision (WiCV) Workshop, Website, Report, Video
∙ ECCV 2022 - Organizer - SenseHuman: Sensing, Understanding and Synthesizing Humans, Website, Video
Talk Organizer:
∙ The AI Talks - keeping up with the latest advances in AI
Reviewer:
∙ Conference Reviewer: CVPR, ICCV, ICLR, ICIP, ECCV, SIGGRAPH Asia, NeurIPS, ACCV
∙ Journal Reviewer: IJCV, IET CV, PR
∙ Workshop Reviewer: ICCV 2023 CVEU Workshop, CVPR 2023 WiCV Workshop
Teaching
∙ Teaching Assistant: SC2001/CE2101/CZ2101 Algorithm Design & Analysis, NTU, 2024 Spring
∙ Teaching Assistant: SC2001/CE2101/CZ2101 Algorithm Design & Analysis, NTU, 2023 Spring