视频大模型

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas

Austin Silveria, Soham V. Govande, Daniel Y. Fu

机构 * University of California, San Diego（加州大学圣地亚哥分校） ； Together AI ； Stanford University（斯坦福大学） 纠错

专题命中 视频扩散模型 ：video generation(abstract)；分类 cs.CV

Comments 10 pages, 4 figures

AnimeGamer: Infinite Anime Life Simulation with Next Game State Prediction

Junhao Cheng, Yuying Ge, Yixiao Ge, Jing Liao, Ying Shan

机构 * ARC Lab, Tencent PCG（腾讯PCG ARC实验室） ； City University of Hong Kong（香港城市大学） 纠错

专题命中 视频扩散模型 ：video diffusion(abstract)；分类 cs.CV

Comments Project released at: https://howe125.github.io/AnimeGamer.github.io/

Q-VDiT: Towards Accurate Quantization and Distillation of Video-Generation Diffusion Transformers

Weilun Feng, Chuanguang Yang, Haotong Qin, Xiangqi Li, Yu Wang, Zhulin An, Libo Huang, Boyu Diao, Zixiang Zhao, Yongjun Xu, Michele Magno

专题命中 视频扩散模型 ：video generation(abstract)；分类 cs.CV

Comments Accepted to ICML2025

Bringing Objects to Life: training-free 4D generation from 3D objects through view consistent noise

Ohad Rahamim, Ori Malca, Dvir Samuel, Gal Chechik

机构 * Bar-Ilan University（巴伊兰大学） ； NVIDIA（英伟达） 纠错

专题命中 视频扩散模型 ：video diffusion(abstract)；分类 cs.CV

Long-Context State-Space Video World Models

Ryan Po, Yotam Nitzan, Richard Zhang, Berlin Chen, Tri Dao, Eli Shechtman, Gordon Wetzstein, Xun Huang

机构 * Stanford University（斯坦福大学） ； Princeton University（普林斯顿大学） ； Adobe Research（Adobe研究） 纠错

专题命中 视频扩散模型 ：video diffusion(abstract)；分类 cs.CV

Comments Project website: https://ryanpo.com/ssm_wm

Video-GPT via Next Clip Diffusion

Shaobin Zhuang, Zhipeng Huang, Ying Zhang, Fangyikang Wang, Canmiao Fu, Binxin Yang, Chong Sun, Chen Li, Yali Wang

机构 * Shanghai Jiao Tong University（上海交通大学） ； University of Science and Technology of China（中国科学技术大学） ； WeChat Vision, Tencent Inc.（腾讯微信视觉团队） ； Zhejiang University（浙江大学） ； Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences Shanghai AI Laboratory（深圳先进技术研究院、中国科学院上海人工智能实验室） 纠错

专题命中 视频扩散模型 ：video generation(abstract)；分类 cs.CV

Comments 22 pages, 12 figures, 18 tables

Grouping First, Attending Smartly: Training-Free Acceleration for Diffusion Transformers

Sucheng Ren, Qihang Yu, Ju He, Alan Yuille, Liang-Chieh Chen

机构 * Johns Hopkins University（约翰霍普金斯大学） 纠错

专题命中 视频扩散模型 ：video generation(abstract)；分类 cs.CV

Comments Project website at oliverrensu.github.io/project/GRAT

DiTPainter: Efficient Video Inpainting with Diffusion Transformers

Xian Wu, Chang Liu

机构 * ByteDance（字节跳动） 纠错

专题命中 视频扩散模型 ：video generation(abstract)；分类 cs.CV

Bootstrapping Diffusion: Diffusion Model Training Leveraging Partial and Corrupted Data

Xudong Ma

机构 * San Francisco, California（旧金山，加利福尼亚） 纠错

专题命中 视频扩散模型 ：long video(abstract)；分类 cs.CV

Comments 21 pages, 1 figure

DynamiCtrl: Rethinking the Basic Structure and the Role of Text for High-quality Human Image Animation

Haoyu Zhao, Zhongang Qi, Cong Wang, Qingping Zheng, Guansong Lu, Fei Chen, Hang Xu, Zuxuan Wu

机构 * Fudan University（复旦大学） ； Huawei Noah’s Ark Lab（华为诺亚实验室） ； Sun Yat-sen University（中山大学） ； Zhejiang University（浙江大学） 纠错

专题命中 视频扩散模型 ：video generation(abstract)；分类 cs.CV

Comments 16 pages, 11 figures

Diffusion-NPO: Negative Preference Optimization for Better Preference Aligned Generation of Diffusion Models

Fu-Yun Wang, Yunhao Shui, Jingtan Piao, Keqiang Sun, Hongsheng Li

机构 * MMLab, CUHK, Hong Kong（CUHK的MMLab, 香港） ； Shanghai Jiang Tong University, Shanghai（上海江 Tong大学, 上海） ； CPII under InnoHK, Hong Kong（InnoHK下的CPII, 香港） 纠错

专题命中 视频扩散模型 ：video diffusion(abstract)；分类 cs.CV

Comments Accepted to ICLR 2025

Real-Time Person Image Synthesis Using a Flow Matching Model

Jiwoo Jeong, Kirok Kim, Wooju Kim, Nam-Joon Kim

机构 * Department of Industrial Engineering, Yonsei University（延世大学工业工程系） ； Next-Generation Semiconductor, Seoul National University（首尔国立大学下一代半导体研究所） 纠错

专题命中 视频扩散模型 ：video generation(abstract)；分类 cs.CV

Video Prediction Policy: A Generalist Robot Policy with Predictive Visual Representations

Yucheng Hu, Yanjiang Guo, Pengchao Wang, Xiaoyu Chen, Yen-Jen Wang, Jianke Zhang, Koushil Sreenath, Chaochao Lu, Jianyu Chen

专题命中 视频扩散模型 ：video diffusion(abstract)；分类 cs.CV

Comments ICML 2025 Spotlight Paper. The first two authors contribute equally

Wonderland: Navigating 3D Scenes from a Single Image

Hanwen Liang, Junli Cao, Vidit Goel, Guocheng Qian, Sergei Korolev, Demetri Terzopoulos, Konstantinos N. Plataniotis, Sergey Tulyakov, Jian Ren

机构 * University of Toronto（多伦多大学） ； Snap Inc.（Snap公司） ； University of California, Los Angeles（加州大学洛杉矶分校） 纠错

专题命中 视频扩散模型 ：video diffusion(abstract)；分类 cs.CV

Comments Project page: https://snap-research.github.io/wonderland/

Satellite to GroundScape -- Large-scale Consistent Ground View Generation from Satellite Views

Ningli Xu, Rongjun Qin

机构 * The Ohio State University（俄亥俄州立大学） 纠错

专题命中 视频扩散模型 ：video generation(abstract)；分类 cs.CV

Comments 8 figures

EgoExo-Gen: Ego-centric Video Prediction by Watching Exo-centric Videos

Jilan Xu, Yifei Huang, Baoqi Pei, Junlin Hou, Qingqiu Li, Guo Chen, Yuejie Zhang, Rui Feng, Weidi Xie

专题命中 视频扩散模型 ：video diffusion(abstract)；分类 cs.CV

Comments ICLR 2025

Taming Consistency Distillation for Accelerated Human Image Animation

Xiang Wang, Shiwei Zhang, Hangjie Yuan, Yujie Wei, Yingya Zhang, Changxin Gao, Yuehuan Wang, Nong Sang

专题命中 视频扩散模型 ：video diffusion(abstract)；分类 cs.CV

Generative AI for Film Creation: A Survey of Recent Advances

Ruihan Zhang, Borou Yu, Jiajian Min, Yetong Xin, Zheng Wei, Juncheng Nemo Shi, Mingzhen Huang, Xianghao Kong, Nix Liu Xin, Shanshan Jiang, Praagya Bahuguna, Mark Chan, Khushi Hora, Lijian Yang, Yongqi Liang, Runhe Bian, Yunlei Liu, Isabela Campillo Valencia, Patricia Morales Tredinick, Ilia Kozlov, Sijia Jiang, Peiwen Huang, Na Chen, Xuanxuan Liu, Anyi Rao

专题命中 视频扩散模型 ：video diffusion(abstract)；分类 cs.CV

Comments Accepted at CVPR 2025 CVEU workshop: AI for Creative Visual Content Generation Editing and Understanding

Generative Object Insertion in Gaussian Splatting with a Multi-View Diffusion Model

Hongliang Zhong, Can Wang, Jingbo Zhang, Jing Liao

专题命中 视频扩散模型 ：video diffusion(abstract)；分类 cs.CV

Comments Accepted by Visual Informatics. Project Page: https://github.com/JiuTongBro/MultiView_Inpaint

Reanimating Images using Neural Representations of Dynamic Stimuli

Jacob Yeung, Andrew F. Luo, Gabriel Sarch, Margaret M. Henderson, Deva Ramanan, Michael J. Tarr

专题命中 视频扩散模型 ：video diffusion(abstract)；分类 cs.CV

Comments Project Page: https://brain-nrds.github.io

Journal ref CVPR 2025 (oral)

CyberHost: Taming Audio-driven Avatar Diffusion Model with Region Codebook Attention

Gaojie Lin, Jianwen Jiang, Chao Liang, Tianyun Zhong, Jiaqi Yang, Yanbo Zheng

专题命中 视频扩散模型 ：video generation(abstract)；分类 cs.CV

Comments ICLR 2025 (Oral), Homepage: https://cyberhost.github.io/

How I Warped Your Noise: a Temporally-Correlated Noise Prior for Diffusion Models

Pascal Chang, Jingwei Tang, Markus Gross, Vinicius C. Azevedo

专题命中 视频扩散模型 ：video generation(abstract)；分类 cs.CV

Comments Accepted at ICLR 2024 (Oral)

CFG-Zero*: Improved Classifier-Free Guidance for Flow Matching Models

Weichen Fan, Amber Yijia Zheng, Raymond A. Yeh, Ziwei Liu

专题命中 视频扩散模型 ：text-to-video(abstract)；分类 cs.CV

Comments Project Page: https://weichenfan.github.io/webpage-cfg-zero-star/ Github: https://github.com/WeichenFan/CFG-Zero-star

SaRA: High-Efficient Diffusion Model Fine-tuning with Progressive Sparse Low-Rank Adaptation

Teng Hu, Jiangning Zhang, Ran Yi, Hongrui Huang, Yabiao Wang, Lizhuang Ma

专题命中 视频扩散模型 ：video generation(abstract)；分类 cs.CV

Comments Accepted by ICLR 2025

GeometryCrafter: Consistent Geometry Estimation for Open-world Videos with Diffusion Priors

Tian-Xing Xu, Xiangjun Gao, Wenbo Hu, Xiaoyu Li, Song-Hai Zhang, Ying Shan

专题命中 视频扩散模型 ：video diffusion(abstract)；分类 cs.CV

Comments Project webpage: https://geometrycrafter.github.io/

PSF-4D: A Progressive Sampling Framework for View Consistent 4D Editing

Hasan Iqbal, Nazmul Karim, Umar Khalid, Azib Farooq, Zichun Zhong, Chen Chen, Jing Hua

专题命中 视频扩散模型 ：text-to-video(abstract)；分类 cs.CV

Comments 9 pages, 7 figures

VFX Creator: Animated Visual Effect Generation with Controllable Diffusion Transformer

Xinyu Liu, Ailing Zeng, Wei Xue, Harry Yang, Wenhan Luo, Qifeng Liu, Yike Guo

专题命中 视频扩散模型 ：video diffusion(abstract)；分类 cs.CV

ExScene: Free-View 3D Scene Reconstruction with Gaussian Splatting from a Single Image

Tianyi Gong, Boyan Li, Yifei Zhong, Fangxin Wang

专题命中 视频扩散模型 ：video diffusion(abstract)；分类 cs.CV

Comments ICME 2025

MagicDistillation: Weak-to-Strong Video Distillation for Large-Scale Few-Step Synthesis

Shitong Shao, Hongwei Yi, Hanzhong Guo, Tian Ye, Daquan Zhou, Michael Lingelbach, Zhiqiang Xu, Zeke Xie

专题命中 视频扩散模型 ：video diffusion(abstract)；分类 cs.CV

GenFusion: Closing the Loop between Reconstruction and Generation via Videos

Sibo Wu, Congrong Xu, Binbin Huang, Andreas Geiger, Anpei Chen

专题命中 视频扩散模型 ：video diffusion(abstract)；分类 cs.CV

Comments CVPR 2025, project page: https://genfusion.sibowu.com