视频大模型

VideoREPA: Learning Physics for Video Generation through Relational Alignment with Foundation Models

Xiangdong Zhang, Jiaqi Liao, Shaofeng Zhang, Fanqing Meng, Xiangpeng Wan, Junchi Yan, Yu Cheng

机构 * Dept. of CSE & School of AI & MoE Key Lab of Al, Shanghai Jiao Tong University（计算机科学与工程系及人工智能学院及人工智能基础实验室，上海交通大学） ； Shanghai Jiao Tong University（上海交通大学） ； The Chinese University of Hong Kong（香港中文大学） 纠错

专题命中 视频生成 ：video generation(title)；video understanding(abstract)；text-to-video(abstract)；分类 cs.CV

DreamForge: Motion-Aware Autoregressive Video Generation for Multi-View Driving Scenes

Jianbiao Mei, Tao Hu, Xuemeng Yang, Licheng Wen, Yu Yang, Tiantian Wei, Yukai Ma, Min Dou, Botian Shi, Yong Liu

机构 * Zhejiang University（浙江大学） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； University of Science and Technology of China（中国科学技术大学） ； Technical University of Munich（慕尼黑技术大学） 纠错

专题命中 视频生成 ：video generation(title,abstract)；long video(abstract)；分类 cs.CV

Comments 15 figures, 11 tables

LMP: Leveraging Motion Prior in Zero-Shot Video Generation with Diffusion Transformer

Changgu Chen, Xiaoyan Yang, Junwei Shu, Changbo Wang, Yang Li

机构 * East China Normal University（华东师范大学） 纠错

专题命中 视频生成 ：video generation(title,abstract)；text-to-video(abstract)；分类 cs.CV

Aquarius: A Family of Industry-Level Video Generation Models for Marketing Scenarios

Huafeng Shi, Jianzhong Liang, Rongchang Xie, Xian Wu, Cheng Chen, Chang Liu

机构 * ByteDance（字节跳动） 纠错

专题命中 视频生成 ：video generation(title,abstract)；text-to-video(abstract)；分类 cs.CV

Modular-Cam: Modular Dynamic Camera-view Video Generation with LLM

Zirui Pan, Xin Wang, Yipeng Zhang, Hong Chen, Kwan Man Cheng, Yaofei Wu, Wenwu Zhu

专题命中 视频生成 ：video generation(title,abstract)；text-to-video(abstract)；分类 cs.CV

Comments AAAI 2025 Poster

Phantom: Subject-consistent video generation via cross-modal alignment

Lijie Liu, Tianxiang Ma, Bingchuan Li, Zhuowei Chen, Jiawei Liu, Gen Li, Siyu Zhou, Qian He, Xinglong Wu

专题命中 视频生成 ：video generation(title,abstract)；text-to-video(abstract)；分类 cs.CV

MagicTime: Time-lapse Video Generation Models as Metamorphic Simulators

Shenghai Yuan, Jinfa Huang, Yujun Shi, Yongqi Xu, Ruijie Zhu, Bin Lin, Xinhua Cheng, Li Yuan, Jiebo Luo

专题命中 视频生成 ：video generation(title,abstract)；text-to-video(abstract)；分类 cs.CV

Comments TPAMI 2025

VLIPP: Towards Physically Plausible Video Generation with Vision and Language Informed Physical Prior

Xindi Yang, Baolu Li, Yiming Zhang, Zhenfei Yin, Lei Bai, Liqian Ma, Zhiyong Wang, Jianfei Cai, Tien-Tsin Wong, Huchuan Lu, Xu Jia

专题命中 视频生成 ：video generation(title,abstract)；video diffusion(abstract)；分类 cs.CV

Comments 18 pages, 11 figures

OmniCam: Unified Multimodal Video Generation via Camera Control

Xiaoda Yang, Jiayang Xu, Kaixuan Luan, Xinyu Zhan, Hongshun Qiu, Shijun Shi, Hao Li, Shuai Yang, Li Zhang, Checheng Yu, Cewu Lu, Lixin Yang

专题命中 视频生成 ：video generation(title,abstract)；video diffusion(abstract)；分类 cs.CV

HOIGen-1M: A Large-scale Dataset for Human-Object Interaction Video Generation

Kun Liu, Qi Liu, Xinchen Liu, Jie Li, Yongdong Zhang, Jiebo Luo, Xiaodong He, Wu Liu

专题命中 视频生成 ：video generation(title,abstract)；text-to-video(abstract)；分类 cs.CV

Comments CVPR 2025

Can video generation replace cinematographers? Research on the cinematic language of generated video

Xiaozhe Li, Kai WU, Siyi Yang, YiZhan Qu, Guohua. Zhang, Zhiyu Chen, Jiayao Li, Jiangchuan Mu, Xiaobin Hu, Wen Fang, Mingliang Xiong, Hao Deng, Qingwen Liu, Gang Li, Bin He

专题命中 视频生成 ：video generation(title,abstract)；text-to-video(abstract)；分类 cs.CV

Comments 10 pages

DAWN: Dynamic Frame Avatar with Non-autoregressive Diffusion Framework for Talking Head Video Generation

Hanbo Cheng, Limin Lin, Chenyu Liu, Pengcheng Xia, Pengfei Hu, Jiefeng Ma, Jun Du, Jia Pan

专题命中 视频生成 ：video generation(title,abstract)；long video(abstract)；分类 cs.CV

Resource-Efficient Motion Control for Video Generation via Dynamic Mask Guidance

Sicong Feng, Jielong Yang, Li Peng

专题命中 视频生成 ：video generation(title,abstract)；text-to-video(abstract)；分类 cs.CV

VideoDirector: Precise Video Editing via Text-to-Video Models

Yukun Wang, Longguang Wang, Zhiyuan Ma, Qibin Hu, Kai Xu, Yulan Guo

专题命中 视频生成 ：text-to-video(title,abstract)；video diffusion(abstract)；分类 cs.CV

Comments 15 figures

Fast Autoregressive Video Generation with Diagonal Decoding

Yang Ye, Junliang Guo, Haoyu Wu, Tianyu He, Tim Pearce, Tabish Rashid, Katja Hofmann, Jiang Bian

专题命中 视频生成 ：video generation(title,abstract)；long video(abstract)；分类 cs.CV

Long Context Tuning for Video Generation

Yuwei Guo, Ceyuan Yang, Ziyan Yang, Zhibei Ma, Zhijie Lin, Zhenheng Yang, Dahua Lin, Lu Jiang

专题命中 视频生成 ：video generation(title,abstract)；video diffusion(abstract)；分类 cs.CV

Comments Project Page: https://guoyww.github.io/projects/long-context-video/

StereoCrafter-Zero: Zero-Shot Stereo Video Generation with Noisy Restart

Jian Shi, Qian Wang, Zhenyu Li, Ramzi Idoughi, Peter Wonka

专题命中 视频生成 ：video generation(title,abstract)；video diffusion(abstract)；分类 cs.CV

TweedieMix: Improving Multi-Concept Fusion for Diffusion-based Image/Video Generation

Gihyun Kwon, Jong Chul Ye

专题命中 视频生成 ：video generation(title,abstract)；video diffusion(abstract)；分类 cs.CV

Comments Github Page: https://github.com/KwonGihyun/TweedieMix

VideoShield: Regulating Diffusion-based Video Generation Models via Watermarking

Runyi Hu, Jie Zhang, Yiming Li, Jiwei Li, Qing Guo, Han Qiu, Tianwei Zhang

专题命中 视频生成 ：video generation(title,abstract)；text-to-video(abstract)；分类 cs.CV

Comments International Conference on Learning Representations (ICLR) 2025

SG-I2V: Self-Guided Trajectory Control in Image-to-Video Generation

Koichi Namekata, Sherwin Bahmani, Ziyi Wu, Yash Kant, Igor Gilitschenski, David B. Lindell

专题命中 视频生成 ：video generation(title,abstract)；video diffusion(abstract)；分类 cs.CV

Comments ICLR 2025. Project page: https://kmcode1.github.io/Projects/SG-I2V/

Training-free Camera Control for Video Generation

Chen Hou, Zhibo Chen

专题命中 视频生成 ：video generation(title,abstract)；video diffusion(abstract)；分类 cs.CV

Can Hallucination Correction Improve Video-Language Alignment?

Lingjun Zhao, Mingyang Xie, Paola Cascante-Bonilla, Hal Daumé, Kwonjoon Lee

专题命中 视频生成 ：video-language(title,abstract)；text-to-video(abstract)；分类 cs.CV

MotionCanvas: Cinematic Shot Design with Controllable Image-to-Video Generation

Jinbo Xing, Long Mai, Cusuh Ham, Jiahui Huang, Aniruddha Mahapatra, Chi-Wing Fu, Tien-Tsin Wong, Feng Liu

专题命中 视频生成 ：video generation(title,abstract)；video diffusion(abstract)；分类 cs.CV

Comments It is best viewed in Acrobat. Project page: https://motion-canvas25.github.io/

HuViDPO:Enhancing Video Generation through Direct Preference Optimization for Human-Centric Alignment

Lifan Jiang, Boxi Wu, Jiahui Zhang, Xiaotong Guan, Shuang Chen

专题命中 视频生成 ：video generation(title,abstract)；text-to-video(abstract)；分类 cs.CV

RichSpace: Enriching Text-to-Video Prompt Space via Text Embedding Interpolation

Yuefan Cao, Chengyue Gong, Xiaoyu Li, Yingyu Liang, Zhizhou Sha, Zhenmei Shi, Zhao Song

专题命中 视频生成 ：text-to-video(title,abstract)；video generation(abstract)；分类 cs.CV

CascadeV: An Implementation of Wurstchen Architecture for Video Generation

Wenfeng Lin, Jiangchuan Wei, Boyuan Liu, Yichen Zhang, Shiyue Yan, Mingyu Guo

专题命中 视频生成 ：video generation(title,abstract)；text-to-video(abstract)；分类 cs.CV

Training-Free Motion-Guided Video Generation with Enhanced Temporal Consistency Using Motion Consistency Loss

Xinyu Zhang, Zicheng Duan, Dong Gong, Lingqiao Liu

专题命中 视频生成 ：video generation(title,abstract)；video diffusion(abstract)；分类 cs.CV

Comments Project page: https://zhangxinyu-xyz.github.io/SimulateMotion.github.io/

CustomCrafter: Customized Video Generation with Preserving Motion and Concept Composition Abilities

Tao Wu, Yong Zhang, Xintao Wang, Xianpan Zhou, Guangcong Zheng, Zhongang Qi, Ying Shan, Xi Li

专题命中 视频生成 ：video generation(title,abstract)；video diffusion(abstract)；分类 cs.CV

Comments Accepted by AAAI 2025. Project page: https://customcrafter.github.io/

CustomTTT: Motion and Appearance Customized Video Generation via Test-Time Training

Xiuli Bi, Jian Lu, Bo Liu, Xiaodong Cun, Yong Zhang, Weisheng Li, Bin Xiao

专题命中 视频生成 ：video generation(title)；video diffusion(abstract)；text-to-video(abstract)；分类 cs.CV

Comments Accepted in AAAI 2025. Project Page: https://customttt.github.io/ Code: https://github.com/RongPiKing/CustomTTT

OmniDrag: Enabling Motion Control for Omnidirectional Image-to-Video Generation

Weiqi Li, Shijie Zhao, Chong Mou, Xuhan Sheng, Zhenyu Zhang, Qian Wang, Junlin Li, Li Zhang, Jian Zhang

专题命中 视频生成 ：video generation(title,abstract)；video diffusion(abstract)；分类 cs.CV