视频大模型

Hardware-Friendly Static Quantization Method for Video Diffusion Transformers

Sanghyun Yi, Qingfeng Liu, Mostafa El-Khamy

机构 * Division of the Humanities and Social Sciences（人文与社会科学系） ； California Institute of Technology（加州理工学院） ； Device Solutions Research America（设备解决方案研究美国） ； Samsung Semiconductor Inc.（三星半导体公司） 纠错

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

Comments Accepted to MIPR 2025

From Generation to Generalization: Emergent Few-Shot Learning in Video Diffusion Models

Pablo Acuaviva, Aram Davtyan, Mariam Hassan, Sebastian Stapf, Ahmad Rahimi, Alexandre Alahi, Paolo Favaro

机构 * University of Bern（伯恩大学） ； EPFL（瑞士联邦理工学院） 纠错

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

Comments 27 pages, 23 figures, 9 tables. Project page: https://pabloacuaviva.github.io/Gen2Gen/

Restereo: Diffusion stereo video generation and restoration

Xingchang Huang, Ashish Kumar Singh, Florian Dubost, Cristina Nader Vasconcelos, Sakar Khattar, Liang Shi, Christian Theobalt, Cengiz Oztireli, Gurprit Singh

机构 * Max Planck Institute for Informatics（马克斯·普朗克信息研究所） ； VIA-Center Saarbücken（萨尔布吕肯VIA中心） ； University of Cambridge（剑桥大学） ； Google（谷歌） ； Google DeepMind（谷歌DeepMind） 纠错

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

Comments 12 pages, 5 figures

FullDiT2: Efficient In-Context Conditioning for Video Diffusion Transformers

Xuanhua He, Quande Liu, Zixuan Ye, Weicai Ye, Qiulin Wang, Xintao Wang, Qifeng Chen, Pengfei Wan, Di Zhang, Kun Gai

机构 * The Hong Kong University of Science and Technology（香港科学与技术大学） ； Kuaishou Technology（快手科技） 纠错

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

SkyReels-Audio: Omni Audio-Conditioned Talking Portraits in Video Diffusion Transformers

Zhengcong Fei, Hao Jiang, Di Qiu, Baoxuan Gu, Youqiang Zhang, Jiahua Wang, Jialin Bai, Debang Li, Mingyuan Fan, Guibin Chen, Yahui Zhou

机构 * Kunlun Inc.（昆仑公司） 纠错

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

SRDiffusion: Accelerate Video Diffusion Inference via Sketching-Rendering Cooperation

Shenggan Cheng, Yuanxin Wei, Lansong Diao, Yong Liu, Bujiao Chen, Lianghua Huang, Yu Liu, Wenyuan Yu, Jiangsu Du, Wei Lin, Yang You

机构 * National University of Singapore（国立新加坡大学） ； Sun Yat-sen University（中山大学） ； Alibaba Group（阿里巴巴集团） 纠错

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

Comments 9 pages, 6 figures

DraftAttention: Fast Video Diffusion via Low-Resolution Attention Guidance

Xuan Shen, Chenxia Han, Yufa Zhou, Yanyue Xie, Yifan Gong, Quanyi Wang, Yiwei Wang, Yanzhi Wang, Pu Zhao, Jiuxiang Gu

机构 * Northeastern University（东北大学） ； CUHK（香港中文大学） ； Duke University（杜克大学） ； Adobe Research（Adobe研究） ； NUIST（南京信息工程大学） ； UCM（墨西哥国立自治大学） 纠错

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

Comments Preprint Version

Ca2-VDM: Efficient Autoregressive Video Diffusion Model with Causal Generation and Cache Sharing

Kaifeng Gao, Jiaxin Shi, Hanwang Zhang, Chunping Wang, Jun Xiao, Long Chen

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

Comments Accepted by ICML 2025. Code is available: https://github.com/Dawn-LX/CausalCache-VDM

HoloTime: Taming Video Diffusion Models for Panoramic 4D Scene Generation

Haiyang Zhou, Wangbo Yu, Jiawen Guan, Xinhua Cheng, Yonghong Tian, Li Yuan

机构 * School of Electronic and Computer Engineering, Peking University（北京大学电子与计算机工程学院） ； Peng Cheng Laboratory（鹏城实验室） ； Harbin Institute of Technology, Shenzhen（哈尔滨工业大学（深圳）） 纠错

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

Comments Project Homepage: https://zhouhyocean.github.io/holotime/ Code: https://github.com/PKU-YuanGroup/HoloTime

Tex4D: Zero-shot 4D Scene Texturing with Video Diffusion Models

Jingzhi Bao, Xueting Li, Ming-Hsuan Yang

机构 * CUHK-Shenzhen（香港中文大学（深圳）） ； NVIDIA（英伟达） ； UC Merced（加州大学默塞德分校） 纠错

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

Comments Project page: https://tex4d.github.io/

Latte: Latent Diffusion Transformer for Video Generation

Xin Ma, Yaohui Wang, Xinyuan Chen, Gengyun Jia, Ziwei Liu, Yuan-Fang Li, Cunjian Chen, Yu Qiao

机构 * Department of Data Science & AI, Faculty of Information Technology, Monash University（数据科学与人工智能系，信息科技学院，莫纳什大学） ； Shanghai AI Laboratory（上海人工智能实验室） ； Nanjing University of Posts and Telecommunications（南京邮电大学） ； S-Lab, Nanyang Technological University（南洋理工大学S实验室） 纠错

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

Comments Accepted by Transactions on Machine Learning Research 2025; Project Page: https://maxin-cn.github.io/latte_project

Investigating Memorization in Video Diffusion Models

Chen Chen, Enhuai Liu, Daochang Liu, Mubarak Shah, Chang Xu

机构 * School of Computer Science, Faculty of Engineering, The University of Sydney, Australia（悉尼大学计算机科学学院，工程学院） ； School of Physics, Mathematics and Computing, The University of Western Australia, Australia（西澳大学物理、数学与计算学院） ； Center for Research in Computer Vision, University of Central Florida, USA（佛罗里达中央大学计算机视觉研究中心） 纠错

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

Comments Accepted at DATA-FM Workshop @ ICLR 2025

DiTaiListener: Controllable High Fidelity Listener Video Generation with Diffusion

Maksim Siniukov, Di Chang, Minh Tran, Hongkun Gong, Ashutosh Chaubey, Mohammad Soleymani

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

Comments Project page: https://havent-invented.github.io/DiTaiListener

Audio-visual Controlled Video Diffusion with Masked Selective State Spaces Modeling for Natural Talking Head Generation

Fa-Ting Hong, Zunnan Xu, Zixiang Zhou, Jun Zhou, Xiu Li, Qin Lin, Qinglin Lu, Dan Xu

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

Scene Splatter: Momentum 3D Scene Generation from Single Image with Video Diffusion Model

Shengjun Zhang, Jinzhao Li, Xin Fei, Hao Liu, Yueqi Duan

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

Comments CVPR 2025

AccVideo: Accelerating Video Diffusion Model with Synthetic Dataset

Haiyu Zhang, Xinyuan Chen, Yaohui Wang, Xihui Liu, Yunhong Wang, Yu Qiao

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

Comments Project Page: https://aejion.github.io/accvideo/

FloVD: Optical Flow Meets Video Diffusion Model for Enhanced Camera-Controlled Video Synthesis

Wonjoon Jin, Qi Dai, Chong Luo, Seung-Hwan Baek, Sunghyun Cho

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

Comments Our paper has been accepted to CVPR 2025. Website: https://jinwonjoon.github.io/flovd_site/ Code: https://github.com/JinWonjoon/FloVD

FasterCache: Training-Free Video Diffusion Model Acceleration with High Quality

Zhengyao Lv, Chenyang Si, Junhao Song, Zhenyu Yang, Yu Qiao, Ziwei Liu, Kwan-Yee K. Wong

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

AVD2: Accident Video Diffusion for Accident Video Description

Cheng Li, Keyuan Zhou, Tong Liu, Yu Wang, Mingqiao Zhuang, Huan-ang Gao, Bu Jin, Hao Zhao

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

Comments ICRA 2025, Project Page: https://an-answer-tree.github.io/

CustomVideoX: 3D Reference Attention Driven Dynamic Adaptation for Zero-Shot Customized Video Diffusion Transformers

D. She, Mushui Liu, Jingxuan Pang, Jin Wang, Zhen Yang, Wanggui He, Guanghao Zhang, Yi Wang, Qihan Huang, Haobin Tang, Yunlong Yu, Siming Fu

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

Comments Section 4 in CustomVideoX Entity Region-Aware Enhancement has description errors. The compared methods data of Table I lacks other metrics

Adapting Image-to-Video Diffusion Models for Large-Motion Frame Interpolation

Luoxu Jin, Hiroshi Watanabe

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

ARDuP: Active Region Video Diffusion for Universal Policies

Shuaiyi Huang, Mara Levy, Zhenyu Jiang, Anima Anandkumar, Yuke Zhu, Linxi Fan, De-An Huang, Abhinav Shrivastava

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

Comments Accepted by IROS 2024 (Oral)

FramePainter: Endowing Interactive Image Editing with Video Diffusion Priors

Yabo Zhang, Xinpeng Zhou, Yihan Zeng, Hang Xu, Hui Li, Wangmeng Zuo

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

Comments Code: https://github.com/YBYBZhang/FramePainter

Motion-Zero: Zero-Shot Moving Object Control Framework for Diffusion-Based Video Generation

Changgu Chen, Junwei Shu, Gaoqi He, Changbo Wang, Yang Li

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

Comments Preprint

GS-DiT: Advancing Video Generation with Pseudo 4D Gaussian Fields through Efficient Dense 3D Point Tracking

Weikang Bian, Zhaoyang Huang, Xiaoyu Shi, Yijin Li, Fu-Yun Wang, Hongsheng Li

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

Comments Project Page: https://wkbian.github.io/Projects/GS-DiT/

Decoupled Video Generation with Chain of Training-free Diffusion Model Experts

Wenhao Li, Yichao Cao, Xiu Su, Xi Lin, Shan You, Mingkai Zheng, Yi Chen, Chang Xu

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

MSC: Multi-Scale Spatio-Temporal Causal Attention for Autoregressive Video Diffusion

Xunnong Xu, Mengying Cao

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

Comments Technical Report

Uncovering Hidden Subspaces in Video Diffusion Models Using Re-Identification

Mischa Dombrowski, Hadrien Reynaud, Bernhard Kainz

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

Comments 8 pages, 5 tables, 6 figures; v2 Acknowledgements added

Latent-Reframe: Enabling Camera Control for Video Diffusion Model without Training

Zhenghong Zhou, Jie An, Jiebo Luo

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

Comments Project Page: https://latent-reframe.github.io

VideoGuide: Improving Video Diffusion Models without Training Through a Teacher's Guide

Dohun Lee, Bryan S Kim, Geon Yeong Park, Jong Chul Ye

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

Comments 26 pages, 19 figures, Project Page: https://dohunlee1.github.io/videoguide.github.io/