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2411.13503
Cited By
VBench++: Comprehensive and Versatile Benchmark Suite for Video Generative Models
20 November 2024
Ziqi Huang
Fan Zhang
Xiaojie Xu
Yinan He
Jiashuo Yu
Z. Dong
Qianli Ma
Nattapol Chanpaisit
Chenyang Si
Yuming Jiang
Yaohui Wang
Xinyuan Chen
Yuxiao Chen
Limin Wang
Dahua Lin
Yu Qiao
Ziqiang Liu
VGen
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HuggingFace (35 upvotes)
Papers citing
"VBench++: Comprehensive and Versatile Benchmark Suite for Video Generative Models"
50 / 83 papers shown
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236
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03 Dec 2025
Taming Camera-Controlled Video Generation with Verifiable Geometry Reward
Zhaoqing Wang
Xiaobo Xia
Zhuolin Bie
Jinlin Liu
Dongdong Yu
Jia-Wang Bian
Changhu Wang
EGVM
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154
0
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02 Dec 2025
Benchmarking Scientific Understanding and Reasoning for Video Generation using VideoScience-Bench
Lanxiang Hu
Abhilash Shankarampeta
Yixin Huang
Zilin Dai
Haoyang Yu
Yujie Zhao
Haoqiang Kang
Daniel Zhao
Tajana Rosing
Hao Zhang
VGen
LRM
225
1
0
02 Dec 2025
Envision: Benchmarking Unified Understanding & Generation for Causal World Process Insights
Juanxi Tian
Siyuan Li
Conghui He
Lijun Wu
Cheng Tan
EGVM
VGen
173
0
0
01 Dec 2025
PAI-Bench: A Comprehensive Benchmark For Physical AI
Fengzhe Zhou
Jiannan Huang
Jialuo Li
Deva Ramanan
Humphrey Shi
VGen
157
2
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01 Dec 2025
InstanceV: Instance-Level Video Generation
Yuheng Chen
Teng Hu
Jiangning Zhang
Zhucun Xue
Ran Yi
Lizhuang Ma
DiffM
VGen
125
0
0
28 Nov 2025
Video Generation Models Are Good Latent Reward Models
Xiaoyue Mi
W. Yu
Jiesong Lian
Shibo Jie
Ruizhe Zhong
...
Z. Zhou
Zhiyong Xu
Yuan Zhou
Qinglin Lu
Fan Tang
EGVM
VGen
353
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26 Nov 2025
SteadyDancer: Harmonized and Coherent Human Image Animation with First-Frame Preservation
J. Zhang
Shengming Cao
Rui Li
Xiaotong Zhao
Yutao Cui
...
Gangshan Wu
Haolan Chen
Yu-Syuan Xu
L. xilinx Wang
Kai Ma
VGen
280
0
0
24 Nov 2025
In-Video Instructions: Visual Signals as Generative Control
Gongfan Fang
Xinyin Ma
Xinchao Wang
VGen
97
0
0
24 Nov 2025
Reasoning via Video: The First Evaluation of Video Models' Reasoning Abilities through Maze-Solving Tasks
Cheng Yang
Haiyuan Wan
Yiran Peng
Xin Cheng
Quan Shi
...
Junchi Yu
Xinlei Yu
Xiawu Zheng
D. Zhou
Chenglin Wu
ReLM
LRM
316
1
0
19 Nov 2025
TiViBench: Benchmarking Think-in-Video Reasoning for Video Generative Models
Harold Haodong Chen
Disen Lan
Wen-Jie Shu
Qingyang Liu
Zihan Wang
...
Hongfei Zhang
Zixin Zhang
Rongjin Guo
Yu Cheng
Ying-Cong Chen
VGen
LRM
363
3
0
17 Nov 2025
TempoMaster: Efficient Long Video Generation via Next-Frame-Rate Prediction
Yukuo Ma
Cong Liu
Junke Wang
J. Liu
Haibin Huang
Zuxuan Wu
C. Zhang
Xuelong Li
VGen
115
0
0
16 Nov 2025
Simulating the Visual World with Artificial Intelligence: A Roadmap
Jingtong Yue
Z. Huang
Z. Chen
Xintao Wang
Pengfei Wan
Ziwei Liu
VGen
LM&Ro
475
1
0
11 Nov 2025
The Quest for Generalizable Motion Generation: Data, Model, and Evaluation
Jing Lin
R. Wang
Junzhe Lu
Ziqi Huang
Guorui Song
...
Wanqi Yin
Qingping Sun
Zhongang Cai
Lei Yang
Ziwei Liu
DiffM
VGen
176
3
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30 Oct 2025
LoCoT2V-Bench: A Benchmark for Long-Form and Complex Text-to-Video Generation
Xiangqing Zheng
Chengyue Wu
Kehai Chen
Min Zhang
DiffM
VGen
210
0
0
30 Oct 2025
VC4VG: Optimizing Video Captions for Text-to-Video Generation
Yang Du
Zhuoran Lin
Kaiqiang Song
Biao Wang
Zhicheng Zheng
Tiezheng Ge
Bo Zheng
Qin Jin
108
1
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28 Oct 2025
Uniform Discrete Diffusion with Metric Path for Video Generation
Haoge Deng
Ting Pan
Fan Zhang
Y. Liu
Zhuoyan Luo
...
Wenxuan Wang
Chunhua Shen
Shiguang Shan
Zhaoxiang Zhang
Xinlong Wang
VGen
169
2
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28 Oct 2025
RAPO++: Cross-Stage Prompt Optimization for Text-to-Video Generation via Data Alignment and Test-Time Scaling
Bingjie Gao
Qianli Ma
Xiaoxue Wu
Shuai Yang
Guanzhou Lan
...
Qingyang Liu
Yu Qiao
Xinyuan Chen
Y. Wang
Li Niu
VGen
154
0
0
23 Oct 2025
Video Consistency Distance: Enhancing Temporal Consistency for Image-to-Video Generation via Reward-Based Fine-Tuning
Takehiro Aoshima
Yusuke Shinohara
Byeongseon Park
EGVM
VGen
352
0
0
22 Oct 2025
MUG-V 10B: High-efficiency Training Pipeline for Large Video Generation Models
Yongshun Zhang
Zhongyi Fan
Yonghang Zhang
Zhangzikang Li
Weifeng Chen
Zhongwei Feng
Chaoyue Wang
Peng Hou
Anxiang Zeng
VGen
302
0
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20 Oct 2025
ImagerySearch: Adaptive Test-Time Search for Video Generation Beyond Semantic Dependency Constraints
Meiqi Wu
Jiashu Zhu
Xiaokun Feng
C. L. Philip Chen
Chen Zhu
Bingze Song
Fangyuan Mao
Jiahong Wu
Xiangxiang Chu
Kaiqi Huang
VGen
EGVM
VLM
362
1
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16 Oct 2025
3D Scene Prompting for Scene-Consistent Camera-Controllable Video Generation
J. Lee
Jaewoo Jung
Jisang Han
Takuya Narihira
Kazumi Fukuda
Junyoung Seo
Sunghwan Hong
Yuki Mitsufuji
Seungryong Kim
VGen
126
1
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16 Oct 2025
RealDPO: Real or Not Real, that is the Preference
Guo Cheng
Danni Yang
Ziqi Huang
Jianlou Si
Chenyang Si
Ziwei Liu
VGen
321
2
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16 Oct 2025
Uni-MMMU: A Massive Multi-discipline Multimodal Unified Benchmark
Kai Zou
Longxiang Zhang
Yuhao Dong
Shulin Tian
Dian Zheng
Hongbo Liu
Jingwen He
Bin Liu
Yu Qiao
Ziwei Liu
120
5
0
15 Oct 2025
SeqBench: Benchmarking Sequential Narrative Generation in Text-to-Video Models
Zhengxu Tang
Zizheng Wang
Luning Wang
Zitao Shuai
Chenhao Zhang
...
Yirui Wu
Bohao Wang
Haosong Rao
Zhenyu Yang
Chenwei Wu
EGVM
VGen
CoGe
201
0
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14 Oct 2025
Point Prompting: Counterfactual Tracking with Video Diffusion Models
Ayush Shrivastava
Sanyam Mehta
Daniel Geng
Andrew Owens
DiffM
VGen
129
1
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13 Oct 2025
VideoVerse: How Far is Your T2V Generator from a World Model?
Zeqing Wang
Xinyu Wei
Bairui Li
Zhen Guo
Jinrui Zhang
Hongyang Wei
Keze Wang
Lei Zhang
VGen
325
6
0
09 Oct 2025
DynamicEval: Rethinking Evaluation for Dynamic Text-to-Video Synthesis
Nithin C. Babu
Aniruddha Mahapatra
Harsh Rangwani
Rajiv Soundararajan
Kuldeep Kulkarni
EGVM
VGen
200
0
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08 Oct 2025
SHANKS: Simultaneous Hearing and Thinking for Spoken Language Models
Cheng-Han Chiang
Xiaofei Wang
Linjie Li
Chung-Ching Lin
Kevin Qinghong Lin
Shujie Liu
Zhendong Wang
Zhengyuan Yang
Hung-yi Lee
Lijuan Wang
LLMAG
ReLM
RALM
LRM
188
3
0
08 Oct 2025
Paper2Video: Automatic Video Generation from Scientific Papers
Zeyu Zhu
Kevin Qinghong Lin
Mike Zheng Shou
VGen
234
4
0
06 Oct 2025
VChain: Chain-of-Visual-Thought for Reasoning in Video Generation
Longxiang Zhang
Ning Yu
Gordon Chen
Haonan Qiu
P. Debevec
Ziwei Liu
VGen
LRM
87
7
0
06 Oct 2025
Pack and Force Your Memory: Long-form and Consistent Video Generation
Xiaofei Wu
Guozhen Zhang
Zhiyong Xu
Yuan Zhou
Qinglin Lu
Xuming He
VGen
240
3
0
02 Oct 2025
UI2V-Bench: An Understanding-based Image-to-video Generation Benchmark
Ailing Zhang
Lina Lei
Dehong Kong
Zhixin Wang
Jiaqi Xu
Fenglong Song
Chun-Le Guo
Chang Liu
Fan Li
Jie Chen
VGen
102
3
0
29 Sep 2025
LongLive: Real-time Interactive Long Video Generation
Shuai Yang
Wei Huang
Ruihang Chu
Yicheng Xiao
Yuyang Zhao
...
Enze Xie
Yihao Chen
Yao Lu
Song Han
Yukang Chen
DiffM
VGen
VLM
241
32
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26 Sep 2025
Learning Human-Perceived Fakeness in AI-Generated Videos via Multimodal LLMs
Xingyu Fu
Siyi Liu
Yinuo Xu
Pan Lu
Guangqiuse Hu
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Chung Un Lee
Yejin Choi
James Zou
Dan Roth
Chris Callison-Burch
156
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26 Sep 2025
OmniInsert: Mask-Free Video Insertion of Any Reference via Diffusion Transformer Models
Jinshu Chen
Xinghui Li
Xu Bai
Tianxiang Ma
Pengze Zhang
...
Gen Li
Lijie Liu
Songtao Zhao
Bingchuan Li
Qian He
DiffM
VGen
172
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22 Sep 2025
VideoFrom3D: 3D Scene Video Generation via Complementary Image and Video Diffusion Models
Geonung Kim
Janghyeok Han
Sunghyun Cho
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LiDAR-BIND-T: Improved and Temporally Consistent Sensor Modality Translation and Fusion for Robotic Applications
Niels Balemans
Ali Anwar
Jan Steckel
Siegfried Mercelis
297
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06 Sep 2025
Virtual Fitting Room: Generating Arbitrarily Long Videos of Virtual Try-On from a Single Image -- Technical Preview
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Aayush Bansal
Minh Vo
Yu-Xiong Wang
VGen
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Mixture of Contexts for Long Video Generation
S. Cai
Ceyuan Yang
Lvmin Zhang
Yuwei Guo
Junfei Xiao
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Alan Yuille
Leonidas Guibas
Maneesh Agrawala
Lu Jiang
Gordon Wetzstein
VLM
208
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28 Aug 2025
SuperGen: An Efficient Ultra-high-resolution Video Generation System with Sketching and Tiling
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Zepeng Zhao
Yi Mu
Jucheng Shen
Renjie Li
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Triston Cao
Aditya Akella
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T.S. Eugene Ng
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DiffM
VGen
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25 Aug 2025
SSG-Dit: A Spatial Signal Guided Framework for Controllable Video Generation
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Yu Gu
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Fuji Ren
DiffM
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113
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23 Aug 2025
CineScale: Free Lunch in High-Resolution Cinematic Visual Generation
Haonan Qiu
Ning Yu
Ziqi Huang
P. Debevec
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VGen
170
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21 Aug 2025
DreamSwapV: Mask-guided Subject Swapping for Any Customized Video Editing
Weitao Wang
Zichen Wang
Hongdeng Shen
Yulei Lu
Xirui Fan
Suhui Wu
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DiffM
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149
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20 Aug 2025
GSFixer: Improving 3D Gaussian Splatting with Reference-Guided Video Diffusion Priors
Xingyilang Yin
Qi Zhang
Jiahao Chang
Ying Feng
Qingnan Fan
X. J. Yang
Chi-Man Pun
Huaqi Zhang
Xiaodong Cun
DiffM
3DGS
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13 Aug 2025
Genie Envisioner: A Unified World Foundation Platform for Robotic Manipulation
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Pengfei Zhou
Siyuan Huang
Donglin Yang
Shengcong Chen
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Jianlan Luo
Liliang Chen
Shuicheng Yan
Maoqing Yao
Maoqing Yao
VGen
LM&Ro
283
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T2VWorldBench: A Benchmark for Evaluating World Knowledge in Text-to-Video Generation
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Xuyang Guo
Zhenmei Shi
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VGen
677
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24 Jul 2025
PUSA V1.0: Surpassing Wan-I2V with $500 Training Cost by Vectorized Timestep Adaptation
Yaofang Liu
Y. Ren
Aitor Artola
Yuxuan Hu
Xiaodong Cun
...
Raymond H. F. Chan
Suiyun Zhang
Rui Liu
Dandan Tu
Jean-Michel Morel
DiffM
VGen
189
1
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22 Jul 2025
NarrLV: Towards a Comprehensive Narrative-Centric Evaluation for Long Video Generation
X. Feng
H. Yu
M. Wu
Shuyan Hu
J. Chen
C. Zhu
J. Wu
X. Chu
K. Huang
DiffM
EGVM
VGen
568
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Yang Bai
Liudi Yang
George Eskandar
Fengyi Shen
Dong Chen
Mohammad Altillawi
Z. Liu
Gitta Kutyniok
VGen
251
0
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10 Jun 2025
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