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. PAWBench: How Far Are We from Probabilistically Aligned World Modeling?

    Aug 27, 2026Yuandong Pu, Le Zhuo, Sayak Paul +11World Model LearningWorld Model Evaluation

    Shanghai Jiao Tong University · Shanghai AI Laboratory · Krea AI +4

  2. VA-Judger: Reward Modeling from Human Preference Feedback for Joint Video-Audio Generation

    Aug 19, 2026Yinming Huang, Shuyuan Tu, Xi Yan +6Reward ModelingAudio-Video Generation

    Fudan University · Shanghai Innovation Institution · Yinwang Intelligent Technology Co., Ltd +1

  3. V-RAE: Rethinking Video Latent Spaces for Generation

    Aug 13, 2026Minghui Guo, Shengqiong Wu, Hao FeiAutoencodersVideo Representation Learning

    National University of Singapore · University of Oxford

  4. Beyond Trial-and-Error: Agentic Optimization for Image-to-Video Adherence

    Aug 12, 2026Aman Tyagi, Hemanth Boinpally, Jonathan Chen +2Image-to-Video GenerationAgentic Video Generation

    Google Cloud · Google DeepMind

  5. Sci-VBench: Evaluating Knowledge- and Reasoning-Intensive Video Generation in Science Domains

    Aug 10, 2026Diandian Zhang, Tingyu Song, Lin Fu +2VLM EvaluationVideo Generation

    Zhejiang University · UCAS · Tongji University +1

  6. Open Evaluation Agent: Efficient and Promptable Evaluation of Visual Generative Models

    Aug 10, 2026Shulin Tian, Ziqi Huang, Fan Zhang +3Tool-Augmented Language Model AgentsAI Agent Evaluation

    Shanghai Artificial Intelligence Laboratory

  7. Illusion or Integrity? Geometrical Consistency Metric for AIGC Video Quality Evaluation

    Aug 10, 2026Yifei Xue, Yuanchen Fei, Hao Zhang +3Physical Consistency in Video GenerationVideo Quality Assessment

    Hunan University, China

  8. RAVEN-Eval: Rubric-Guided Automatic Evaluation for AI Video Generation Models Based on LMM Preference Judgement

    Aug 10, 2026Ziheng Jia, Jiaying Qian, Zicheng Zhang +3LLM-as-a-JudgeRubric-Based Evaluation

    Shanghai Jiao Tong University · Shanghai Artificial Intelligence Laboratory

  9. VideoArgus: Agentic Rubric-Grounded Unified Evaluation for Video Generation and Editing

    Aug 6, 2026Ziyun Zeng, Zixuan Wang, Yongsheng Yu +2Video Editing BenchmarksVideo Editing

    University of Rochester

  10. Toward Uncertainty Quantification in Modern Art

    Aug 3, 2026Tirtho Roy, Ushashi Bhattacharjee, Showrav Kumar Saha +3Uncertainty QuantificationVideo Generation Evaluation

    1Iowa State University · 2Independent Researcher · University of Dhaka

  11. WorldExam: Benchmarking World Models from Apparent Appearance to Inherent Reactivity

    Aug 3, 2026Yuxue Yang, Shuyao Shang, Jiahe Wang +13Controllable Video GenerationWorld Model Evaluation

    1CASIA · 4AMAP · 5THU +2

  12. CultureVidBench: Benchmarking Cultural Understanding in Text-to-Video Generation

    Aug 3, 2026Xianjing Han, Yuhan Su, Yang Deng +3Text-to-Video GenerationVideo Generation

    Nanyang Technological University · Centrale Supélec · Singapore Management University +1

  13. Diagnosing Under-Development of Irreversible Processes in Video Generation

    Aug 1, 2026Jian Xu, Yanning Wu, Delu Zeng +2Physical Consistency in Video GenerationText-to-Video Generation

  14. FilmBench: A Film-Grade Benchmark for Cinematic Video Generation

    Jul 27, 2026Shengyi Wang, Niantong Li, Guangzheng Hu +27Video-Reference Video GenerationText-to-Video Generation

    Alibaba Group · Moku Lab, Hujing Digital Media & Entertainment Group · Beijing Film Academy

  15. HALLELUAI: A Hallucination-Aware AI System for Ultra-Realistic Image-to-Video Generation at Scale

    Jul 25, 2026Aniket Sakpal, Yang Jiang, Rouzbeh Davoudi +2Image-to-Video GenerationVideo Content Moderation

    Expedia Group

  16. FilmWorld: Agentic Novel-to-Film Generation through Dynamic Cinematic World Modeling

    Jul 21, 2026Jialong Zuo, Haotong Zuo, Shiwei Zhang +5Text-to-Video GenerationLong Video Generation

    1Huazhong University of Science and Technology · 2Wan Team, Alibaba Group

  17. Learning Explicit Physical Parameter Control and Benchmarking for Video Generation

    Jul 21, 2026Yanxun Li, Hao Wen, Bingze Song +7Physical Consistency in Video GenerationImage-to-Video Generation

    State Key Laboratory of Virtual Reality Technology and Systems, SCSE, Beihang University · AMAP, Alibaba Group

  18. Thinking in Video: Can Video Generators Really Reason About the Real World?

    Jul 20, 2026Yongheng Zhang, Guang Yang, Ruihan Hou +12Video ReasoningCausal Reasoning in Videos

    Central South University · Tencent · Tsinghua University

  19. Multi-Dimensional Quality Assessment for AI-Generated Human-Centric Videos: Dataset and Model

    Jul 18, 2026Sijing Wu, Yunhao Li, Huiyu Duan +4Mixture of ExpertsMultimodal Large Language Models

    Institute of Image Communication and Network Engineering, Shanghai Jiao Tong University, Shanghai, China · USC-SJTU Institute of Cultural and Creative Industry, Shanghai Jiao Tong University, Shanghai, China · Polytech Nantes, Universit´e de Nantes, France

  20. Apple-ππ: Benchmarking Thinking with Video Towards Law-Grounded Physical Intelligence

    Jul 17, 2026Runmao Yao, Kairui Hu, Yukang Cao +11Physical Consistency in Video GenerationPhysical Reasoning in Video

    1S-Lab, Nanyang Technological University · 2The Chinese University of Hong Kong

  21. KeyFrame-Compass: Towards Comprehensive Evaluation of Keyframe-Conditioned Video Generation

    Jul 15, 2026Yuqi Tang, Tengfei Liu, Yizheng Lai +18Video Quality AssessmentControllable Video Generation

    HKUST(GZ) · Kling Team · PKU +7

  22. Inference-Time Concept Suppression and Video-Centric Evaluation for Text-to-Video Models

    Jul 15, 2026Wenxuan Chen, Wenjie FengVideo Diffusion ModelsText-to-Video Generation

    University of Science and Technology of China

  23. MultiRef-Compass: Towards Comprehensive Evaluation of Multi-Reference-to-Audio-Video Generation

    Jul 15, 2026Xiaohan Zhang, Yuqing Wen, Junlin Chen +9Audio-Video GenerationAudio-Visual Alignment

    Nanjing University · Kling Team · National University of Singapore +3

  24. VGIF-Score: Interpretable and Diagnostic Evaluation of Spatio-Temporal Instruction Following in Video Generation

    Jul 15, 2026Songyu Xu, Xin Wang, Qiang Chen +6Video Generation Evaluation

    Beijing University of Posts and Telecommunications, Beijing, China · China Telecommunications Group Co., Ltd., Beijing, China

  25. Lights, Camera, Carbon: Architectural Scaling Laws for Video Generation Energy Consumption

    Jul 5, 2026Nidhal Jegham, Boris Gamazaychikov, Sasha LuccioniVideo Diffusion ModelsVideo Generation

    University of Rhode Island, Sustainable AI Group Rhode Island, United States · Sustainable AI Group Paris, France · Sustainable AI Group Montreal, Canada

  26. A Good Talk Does not Look Like a Summary, It Teaches You! Measuring Takeaways from Paper-to-Video Talks

    Jun 26, 2026Ishani Mondal, Aparna Garimella, Ananya Sai +2Text-to-Video GenerationScientific Communication

    University of Maryland, College Park · Adobe Research

  27. MemoBench: Benchmarking World Modeling in Dynamically Changing Environments

    Jun 25, 2026Haoyu Chen, Kaichen Zhou, Hang Hua +11Physical Consistency in Video GenerationWorld Model Evaluation

    Harvard University · MIT · MIT-IBM Watson AI Lab +5

  28. VPA-Guard: Defending and Benchmarking Image-to-Video Generation Against Visual Prompt Attacks

    Jun 24, 2026Yining Sun, Haoyu Kang, Jiajun Wu +7Image-to-Video GenerationVideo Generation

    1Tsinghua University · 3Central South University · 4South China Normal University +3

  29. Physics Question Scene Graph: Fine-grained Evaluation of Physical Plausibility in Text-to-Video Generation

    Jun 24, 2026Atin Pothiraj, Jaemin Cho, Yue Zhang +2VLM EvaluationPhysical Consistency in Video Generation

    University of North Carolina at Chapel Hill, USA · AI2, USA · Johns Hopkins University, USA +1

  30. GeoT2V-Bench: Benchmarking 3D Consistency in Text-to-Video Models via 3D Reconstruction

    Jun 23, 2026Chenrui Fan, Paolo FavaroCamera-Controlled Video Generation3D Reconstruction

    Computer Vision Group, Institute of Computer Science, University of Bern, Switzerland