Video Generation Evaluation

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22 papers in the last four weeks, up 83% on the four weeks before. 0.2% of all new papers.

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  1. Evaluating Design Video Generation: Metrics for Compositional Fidelity

    May 15, 2026Adrienne Deganutti, Dingning Cao, Jaejung Seol +2Temporal Consistency in Video GenerationVideo Generation Evaluation

    Lica World, San Francisco, United States of America.

  2. EntityBench: Towards Entity-Consistent Long-Range Multi-Shot Video Generation

    May 14, 2026Ruozhen He, Meng Wei, Ziyan Yang +1Long-Horizon Video GenerationMemory-Augmented Video Generation

    ByteDance · Rice University · ByteDance Seed

  3. Quantitative Video World Model Evaluation for Geometric-Consistency

    May 14, 2026Jiaxin Wu, Yihao Pi, Yinling Zhang +2Physical Consistency in Video GenerationVideo Generation

    1Tsinghua University - IEI Lab · 2UW-Madison · 3Adobe Research

  4. DriveCtrl: Conditioned Sim-to-Real Driving Video Generation

    May 14, 2026Haonan Zhao, Yiting Wang, Jingkun Chen +3Autonomous Driving DatasetsSynthetic Data Augmentation

    University of Warwick · 2Northwestern Polytechnical University · 3Queen Mary University of London

  5. MechVerse: Evaluating Physical Motion Consistency in Video Generation Models

    May 14, 2026Rahul Jain, Mayank Patel, Asim Unmesh +1Physical Consistency in Video GenerationImage-to-Video Generation

    School of Electrical and Computer Engineering, Purdue University · School of Mechanical Engineering, Purdue University

  6. PhyGround: Benchmarking Physical Reasoning in Generative World Models

    May 11, 2026Juyi Lin, Arash Akbari, Yumei He +13Physical Consistency in Video GenerationWorld Model Evaluation

    1Northeastern University · 2Tulane University · University of Washington +1

  7. WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors

    May 11, 2026Keming Wu, Yijing Cui, Wenhan Xue +11World ModelsVideo Reasoning

    Tsinghua University · Nanyang Technological University · Hong Kong University of Science and Technology (Guangzhou) +2

  8. Towards Generative Predictive Display for Vision-Based Teleoperation: A Zero-Shot Benchmark of Off-the-Shelf Video Models

    May 10, 2026Aws Khalil, Jaerock KwonVideo Diffusion ModelsRobot Teleoperation

    Department of Electrical and Computer Engineering, University of Michigan - Dearborn, Dearborn, MI, USA

  9. Sparkle: Realizing Lively Instruction-Guided Video Background Replacement via Decoupled Guidance

    May 7, 2026Ziyun Zeng, Yiqi Lin, Guoqiang Liang +1Synthetic Data AugmentationVideo Editing

    Show Lab, National University of Singapore

  10. LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore)

    May 6, 2026Wei Luo, Yiting Lu, Xin Li +32Physical Consistency in Video GenerationAnomaly Localization

  11. WorldJen: An End-to-End Multi-Dimensional Benchmark for Generative Video Models

    May 5, 2026Karthik Inbasekar, Guy Rom, Omer ShlomovitsHuman Preference EvaluationVideo Quality Assessment

  12. AesRM: Improving Video Aesthetics with Expert-Level Feedback

    Apr 30, 2026Yujin Han, Yujie Wei, Yefei He +7Reward ModelingVideo Quality Assessment

    The University of Hong Kong · Alibaba Group · Fudan University +3

  13. HuM-Eval: A Coarse-to-Fine Framework for Human-Centric Video Evaluation

    Apr 28, 2026Bingzi Zhang, Kaisi Guan, Ruihua SongHuman Motion GenerationVideo Quality Assessment

    Gaoling School of Artificial Intelligence, Renmin University of China

  14. MuSS: A Large-Scale Dataset and Cinematic Narrative Benchmark for Multi-Shot Subject-to-Video Generation

    Apr 26, 2026Haojie Zhang, Di Wu, Bingyan Liu +5Video GenerationMulti-Shot Video Generation

    South China University of Technology · Guangzhou, China · Fudan University +3

  15. BRITE: A Benchmark for Reliable and Interpretable T2V Evaluation on Implausible Scenarios

    Apr 24, 2026Advait Tilak, Jiwon Choi, Nazifa Mouli +1Text-to-Video GenerationAudio-Visual Alignment

    Department of Computer Science, Iowa State University, Ames, Iowa, USA

  16. Video Analysis and Generation via a Semantic Progress Function

    Apr 24, 2026Gal Metzer, Sagi Polaczek, Ali Mahdavi-Amiri +2Controllable Video GenerationTemporal Consistency in Video Generation

    Tel Aviv University, Israel · Simon Fraser University, Canada

  17. WorldMark: A Unified Benchmark Suite for Interactive Video World Models

    Apr 23, 2026Xiaojie Xu, Zhengyuan Lin, Kang He +5Action-Conditioned World ModelsWorld Model Evaluation

    Alaya Studio, Shanda AI Research Tokyo · The University of Tokyo · Shanghai Innovation Institute

  18. HumanScore: Benchmarking Human Motions in Generated Videos

    Apr 22, 2026Yusu Fang, Tiange Xiang, Tian Tan +4Physical Consistency in Video GenerationTemporal Consistency in Video Generation

    Stanford University · Peking University

  19. How Far Are Video Models from True Multimodal Reasoning?

    Apr 21, 2026Xiaotian Zhang, Jianhui Wei, Yuan Wang +9Multimodal ReasoningVideo Reasoning

    Zhejiang University · ByteDance

  20. OmniHuman: A Large-scale Dataset and Benchmark for Human-Centric Video Generation

    Apr 20, 2026Lei Zhu, Xing Cai, Yingjie Chen +6Audio-Video GenerationVideo Generation

    Peking University, Beijing, China · WeChat Lab, Tencent, China · Chinese Academy of Sciences, Beijing, China

  21. Long-CODE: Isolating Pure Long-Context as an Orthogonal Dimension in Video Evaluation

    Apr 19, 2026Zhijiang Tang, Jiaxin Qi, Bing Zhao +1Long Video GenerationTemporal Consistency in Video Generation

    Computer Network Information Center, CAS China · Department of AI Infrastructure, Bilibili Inc. China

  22. Comparison Drives Preference: Reference-Aware Modeling for AI-Generated Video Quality Assessment

    Apr 18, 2026Minghao Zou, Gen Liu, Guanghui Yue +5Video Quality AssessmentVideo Generation Evaluation

    Cardiff University Cardiff, UK · Shandong University of Science and Technology Qingdao, China · Shenzhen University Shenzhen, China +2

  23. AnimationBench: Are Video Models Good at Character-Centric Animation?

    Apr 16, 2026Leyi Wu, Pengjun Fang, Kai Sun +8Image-to-Video GenerationTemporal Consistency in Video Generation

    1HKUST · 2HKUST(GZ) · 3New AI Labs +2

  24. How to Correctly Make Mistakes: A Framework for Constructing and Benchmarking Mistake Aware Egocentric Procedural Videos

    Apr 16, 2026Olga Loginova, Frank KellerBenchmark ConstructionEgocentric Video Understanding

    University of Trento · Italy · University of Edinburgh +1

  25. Prompt-to-Gesture: Measuring the Capabilities of Image-to-Video Deictic Gesture Generation

    Apr 16, 2026Hassan Ali, Doreen Jirak, Luca Müller +1Synthetic Data AugmentationImage-to-Video Generation

    Knowledge Technology Group, Department of Informatics, University of Hamburg, Germany · Behavioral Lab, Department of Product Development, University of Antwerp, Belgium

  26. GTASA: Ground Truth Annotations for Spatiotemporal Analysis, Evaluation and Training of Video Models

    Apr 12, 2026Nicolae Cudlenco, Mihai Masala, Marius LeordeanuSynthetic Data GenerationVideo Representation Learning

    Institute of Mathematics of the Romanian Academy, Bucharest, Romania · National University of Science and Technology Politehnica Bucharest, Romania · Büchi Labortechnik AG, Flawil, Switzerland

  27. OmniWeaving: Towards Unified Video Generation with Free-form Composition and Reasoning

    Mar 25, 2026Kaihang Pan, Qi Tian, Jianwei Zhang +12Multimodal GenerationVideo Generation

    Zhejiang University · Tencent Hunyuan · Nanyang Technological University

  28. Measuring 3D Spatial Geometric Consistency in Dynamic Video Generation

    Mar 19, 2026Weijia Dou, Wenzhao Zheng, Weiliang Chen +3Video Generation Evaluation

    Tsinghua University · Tongji University · University of California, Berkeley

  29. COMIC: Agentic Sketch Comedy Generation

    Mar 11, 2026Susung Hong, Brian Curless, Ira Kemelmacher-Shlizerman +1Agentic Video GenerationComputational Creativity

    University of Washington

  30. GeCo: Evaluating Geometric Consistency for Video Generation via Motion and Structure

    Dec 25, 2025Leslie Gu, Junhwa Hur, Charles Herrmann +4Physical Consistency in Video GenerationVideo Generation

    1Harvard University · 2Google DeepMind · 3MIT