Camera-Conditioned Video Generation

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11 papers in the last four weeks, up 120% on the four weeks before. 0.1% of all new papers.

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  1. SimForcing: Distilling Simulation Motion Priors into Real-Domain Robot World Models

    Oct 5, 2026Xiaodong Wang, Tianle Li, Chuanxin Song +4Sim-To-Real Reinforcement LearningCamera-Conditioned Video Generation

    Peking University

  2. SemCam: Semantic Camera Motion Control for Video Generation

    Oct 4, 2026Janna Bruner, Omer Talmi, Ianir Ideses +3Camera ControlCamera-Conditioned Video Generation

    Amazon Prime Video · Tel Aviv University · Hebrew University of Jerusalem

  3. How Does Geometry Enter Generated Motion?

    Oct 4, 2026Weihan Li, Junhao Wu, Yuhan Song +2Camera-Conditioned Video Generation

    The University of Tokyo · RWTH Aachen University · Harbin Institute of Technology, Shenzhen

  4. ViTeX-Bench: Benchmarking High-Fidelity Video Scene Text Editing

    Sep 30, 2026Xinghao Chen, Xiangbo Gao, Jiongze Yu +2Video EditingText-To-Video Generation Model

    Texas A&M University

  5. MindWorldBench: Evaluating Mental-State-to-Behavior Reasoning in Image-to-Video Generation

    Sep 30, 2026Ruiqi Li, Xuanyi Liu, Sijia Li +9Camera-Conditioned Video GenerationPhysical Plausibility

    Peking University Beijing, China · University of Science and Technology Beijing Beijing, China · City University of Hong Kong Hong Kong, China +1

  6. Exo2EgoHOI: Hand-Object-Interaction Aware Exocentric-to-Egocentric Video Generation

    Sep 29, 2026Hongjia Zhai, Xiyu Zhang, Haoran Zhang +5Egocentric VideoHand-Object Interaction Detection

    MBZUAI · Zhejiang University · InSpatio

  7. Counterfactual Video Generation Enables Scalable Humanoid Loco-Manipulation

    Sep 29, 2026Zihan Wang, Zhen Wu, Pieter Abbeel +6Motion ImitationCamera-Conditioned Video Generation

    Amazon FAR · UC Berkeley · Stanford +1

  8. Why Cross-Skeleton Retargeting Is Non-Identifiable: Structural Limits of Generative Motion Models

    Sep 29, 2026Zhiyuan Li, Wenyan Yang, Pekka Marttinen +1Cross-Embodiment RetargetingSkeleton

    Department of Electrical Engineering and Automation, Aalto University, Finland · Department of Computer Science, Aalto University, Finland

  9. AESOP: Asymmetric Human-Camera Generation with Translation-Intensity Control

    Sep 29, 2026Jingzhong Lin, Zhanke Wang, Heng Li +9Camera ControlHuman Motion

    East China Normal University · Peking University · Sun Yat-sen University +1

  10. The Past Frames the Future: Memory for Autoregressive Video Generation

    Sep 23, 2026Harold Haodong Chen, Rongjin Guo, Disen Lan +22Autoregressive Video GenerationCamera-Conditioned Video Generation

    HKUST

  11. Zing-0.5: Toward Playable Worlds with Real-Time Joint Action and Text Control

    Sep 15, 2026Mingyang Chen, Shengdong Chen, Xiaoxiao Fu +13Camera-Conditioned Video GenerationAction Generation

    Zing Team, SeedLeap.ai

  12. ActionSplice: In-Flight Action Editing for Interactive World Models

    Sep 8, 2026Pardis Taghavi, Tingyu Guo, Jonas Lossner +2Video World ModelsCamera-Conditioned Video Generation

    Texas A&M University

  13. WorldReward: Reward Modeling for Camera-Conditioned World Models

    Sep 3, 2026Yibin Wang, Zehan Wang, Junshu Tang +13Video World ModelsWorld Models

    Fudan University · Tencent Hunyuan · Shanghai Innovation Institute +3

  14. Building Pretraining Data for World Models: An Unreal Engine-Based Pipeline for Action-Conditioned Video Generation

    Sep 3, 2026Haoyu Wang, Songchun Zhang, Haoran Li +3Camera-Conditioned Video GenerationVideo Generation

    1Joy Future Academy, JD · 2Tsinghua University · 3The Hong Kong University of Science and Technology

  15. MeRoPE: Metric Rotary Position Embedding for Camera-Controlled Video Generation

    Sep 1, 2026Zhijian Qiao, Xinjiang Wang, Jiajie Chen +5Camera ControlCamera Trajectories

    The Hong Kong University of Science and Technology · Zhuoyu Technology

  16. Physically Plausible Video Generation via Visual-Semantic Chain-of-Events Conditioning

    Sep 1, 2026Zixuan Wang, Yixin Hu, Wen Li +4Camera-Conditioned Video GenerationLong Video Generation

    College of Electronics and Information Engineering, Sichuan University, Chengdu, 610064, China · School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, 611731 · School of Computer Science, University of Adelaide, 5005, Adelaide, Australia +2

  17. CAER: Causal Action Effect Reweighting for World Model Training

    Aug 31, 2026Jianjie Fang, Xvyuan Liu, Ziyou Wang +9Efficient World-Action ModelWorld Models

    1Tsinghua University · University of Science and Technology of China · 2Manifold AI

  18. UniMoCa: Unifying Motion and Camera Controls as Visual Proxies for Faithful Human Video Generation

    Aug 3, 2026Liming Tan, Ye Chen, Hao Zhang +3Camera ControlHuman Motion Generation

    Shanghai Jiao Tong University · Monash University · USC-SJTU Institute of Cultural and Creative Industry

  19. Motion Beyond Morphology: Bootstrapping Cross-Category Motion Transfer from Abstract Motion Representations

    Aug 3, 2026Zhixue Fang, Zhimin Zhang, Bi'an Du +6Latent MotionCamera-Conditioned Video Generation

    Kling Team · Peking University

  20. EgoGenesis: Egocentric World-Action Modeling with Online Anchored Projective Memory and Action-3D RoPE

    Jul 30, 2026Zexuan Yan, Yuzhou Wu, Yue Ma +9Egocentric VideoCamera-Conditioned Video Generation

    1Shanghai Jiao Tong University · 2Alibaba Group · 3Tianji KernalMind Co., Ltd. +4

  21. From Passive Video to Editable Experience: Physically Grounded Experience Synthesis for Embodied Intelligence

    Jul 29, 2026Jia LuoCross-Embodiment TransferEmbodied Artificial Intelligence

    Huazhong University of Science and Technology

  22. CG-World: A Large-Scale World-State Dataset and Protocol for World Models

    Jul 29, 2026Yiming Cai, Fangjie Yu, Meiqing Yu +3Video World ModelsWorld Models

    CGyear World Model Lab · Tsinghua University · University of New South Wales

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

    Jul 15, 2026Yuqi Tang, Tengfei Liu, Yizheng Lai +18Camera-Conditioned Video GenerationKeyframe Selection

    HKUST(GZ) · Kling Team · PKU +7

  24. GenVid2Robot: From Video Generation to Robot Manipulation via Rigid-Geometric Consistency

    Jul 10, 2026Haohui Huang, Xi Yuan, Panpan Liao +4Robotic ManipulationCamera-Conditioned Video Generation

    School of Automation, Guangdong University of Technology, Guangzhou, China · University of Liverpool, Liverpool, U.K. · Department of Computing, The Hong Kong Polytechnic University, Hong Kong, China +1

  25. MV-Forcing: Long Multi-View Video Generation via 4D-Grounded Spatio-Temporal Self-Forcing

    Jul 6, 2026Gal Fiebelman, Hadar Averbuch-Elor, Sagie BenaimVideo Diffusion ModelsCamera-Conditioned Video Generation

    The Hebrew University of Jerusalem · Cornell University

  26. ProxyUp: Training-Free Proxy-Conditioned Video Generation for Controllable Dynamics

    Jul 4, 2026Zanwei Zhou, Jiazhong Cen, Jiemin Fang +7Camera-Conditioned Video GenerationVideo Generation

    1Shanghai Jiao Tong University · 2Huawei Inc.

  27. HandsOnWorld: Unconstrained Egocentric Video Generation with Camera-Disentangled Hand Control

    Jul 2, 2026Yushuo Chen, Xiaoyu Shi, Xiaoshi Wu +33D HandEgocentric Video

    Tsinghua University · Kling Team, Kuaishou Technology · Chinese University of Hong Kong

  28. Training-free Controllable Human Motion Generation under Heterogeneous Constraints

    Jul 2, 2026Xiaofei Hui, Bo Yan, Haoxuan Qu +2Human Motion GenerationCamera-Conditioned Video Generation

    Lancaster University, United Kingdom · Shenzhen International Graduate School, Tsinghua University, China

  29. Unified Panoramic-Gaussian Representation for Monocular 4D Scene Synthesis

    Jul 2, 2026Yuankun Yang, Yi Wei, Wenyang Zhou +1Omnidirectional ImagesCamera-Conditioned Video Generation

    School of Data Science, Fudan University · 2Central Media Technology Institute, Huawei

  30. PhysEditWorld: A Large-Scale Dataset Toward Physics-Editable World Models

    Jun 25, 2026Bin Hu, Yanwen Ma, Jiehui Huang +14Video World ModelsWorld Models

    Tsinghua Shenzhen International Graduate School, Tsinghua University · Beihang University · The Hong Kong University of Science and Technology +6

  31. TEXEDO : Test Time Scaling for Controller-aware Language-conditioned Humanoid Motion Generation

    Jun 22, 2026Jianuo Cao, Yuxin Chen, Yuzhen Song +3Human Motion GenerationCamera-Conditioned Video Generation

    Nanjing University · University of California, Berkeley · Southern University of Science and Technology

  32. OrthoMotion:Disentangling Camera and Subject Motion via Geometry Semantics Orthogonal Attention

    Jun 22, 2026Zijie MengCamera ControlCamera-Conditioned Video Generation

    Peking University, China

  33. Holo-World: Unified Camera, Object and Weather Control for Video World Model

    Jun 18, 2026Xiangchen Yin, Wenzhang Sun, Jiahui Yuan +6Video World ModelsCamera-Conditioned Video Generation

    University of Science and Technology of China · Institute of Artificial Intelligence, Hefei Comprehensive National Science Center · Li Auto.

  34. Qwen-RobotWorld Technical Report: Unifying Embodied World Modeling through Language-Conditioned Video Generation

    Jun 15, 2026Jie Zhang, Xiaoyue Chen, Anzhe Chen +36Video World ModelsCamera-Conditioned Video Generation

    Qwen Team

  35. SCAIL-2: Unifying Controlled Character Animation with End-to-end In-Context Conditioning

    Jun 9, 2026Wenhao Yan, Fengjia Guo, Zhuoyi Yang +1Training-Set Long-Tail MotionsCamera-Conditioned Video Generation

    Tsinghua University · Work done during internship at Z.ai.

  36. Unified Video-Action Joint Denoising for Dexterous Action and Data Generation

    Jun 2, 2026Dingrui Wang, YuAn Wang, Jinkun Liu +4Camera-Conditioned Video GenerationHuman Motion Generation

    1Technical University of Munich · 2ByteDance · 3Tsinghua University

  37. PAI-Studio: Cinematic Video Background Replacement with Camera-Aware Motion

    May 31, 2026Heyuan Gao, Bangxun Tang, Yiren Song +4Camera-Conditioned Video GenerationImage Relighting

    Utopai Studios · Nanyang Technological University · University of California, Irvine +1

  38. CogPortrait: Fine-Grained Eye-Region Control in Portrait Animation via Hierarchical Agent Planning

    May 27, 2026He Feng, Yongjia Ma, Donglin Di +2PortraitsFacial Expression Recognition

    Harbin Institute of Technology · Harbin, China · Li Auto +3

  39. E3^3C: Video Generation with 3D Environmental Memory and Ego-Exo Human Pose Control

    May 25, 2026Qiao Gu, Lingni Ma, Adam W Harley +3Egocentric VideoCamera-Conditioned Video Generation

    Meta Reality Labs, Redmond, WA 98052, USA · University of Toronto, Toronto, ON M5S 1A1, Canada

  40. WorldCraft: From Camera Navigation to Object Manipulation in Interactive Video World Models

    May 24, 2026Bohai Gu, Taiyi Wu, Yueyang Yuan +9Video World ModelsCamera Trajectories

    The Hong Kong University of Science and Technology · AI Technology Center, Tencent Video, Tencent · Wuhan University +1

  41. World Models as Group Actions

    May 23, 2026Zijie Wang, Wei Zhang, Weiming Zhang +4Efficient World-Action ModelVideo World Models

    Sun Yat-sen University · Shenzhen Loop Area Institute · Baidu Inc. +2

  42. Φ-Noise: Training-Free Temporal Video Conditioning via Phase-Based Noise Manipulation

    May 23, 2026Ofir Abramovich, Nadav Z. Cohen, Adi Rosenthal +1Camera-Conditioned Video GenerationGenerative Models

    Canvas-Lab Department of Computer Science Reichman University

  43. SCOPE: Simulating Cross-game Operations in Playable Environments for FPS World Models

    May 22, 2026Zizhao Tong, Yeying Jin, Hongfeng Lai +11Video World ModelsCamera-Conditioned Video Generation

    UCAS-Terminus AI Lab, University of Chinese Academy of Sciences · Tencent · National University of Singapore +6

  44. Aero-World: Action-Conditioned Aerial Video Generation from Inertial Controls

    May 19, 2026Abdul Mohaimen Al Radi, Kunyang Li, Yuzhang Shang +2Camera-Conditioned Video GenerationAeroact

    Institute of Artificial Intelligence, University of Central Florida

  45. AnyAct: Towards Human Reenactment of Character Motion From Video

    May 15, 2026Liuhan Chen, Lei Zhong, Jiawei Wang +5Camera-Conditioned Video GenerationMotion

    Peking University, China · Nankai University, China · The University of Hong Kong, China +2

  46. Coordinating Multiple Conditions for Trajectory-Controlled Human Motion Generation

    May 13, 2026Deli Cai, Haoyang Ma, Changxing DingHuman Motion GenerationLatent Motion

    School of Electronic and Information Engineering, South China University of Technology, 381 Wushan Road, Tianhe District, Guangzhou 510000, P.R. China · Pazhou Lab, Guangzhou 510330, China

  47. CRePE: Curved Ray Expectation Positional Encoding for Unified-Camera-Controlled Video Generation

    May 13, 2026Seonghyun Jin, Youngmin Kim, Sunwoo Park +1Camera ControlCamera-Conditioned Video Generation

    KAIST · Graduate School of AI Korea University · Graduate School of AI KAIST

  48. OmniHumanoid: Streaming Cross-Embodiment Video Generation with Paired-Free Adaptation

    May 12, 2026Yiren Song, Xiyao Deng, Pei Yang +2Cross-Embodiment TransferEmbodiment

    Show Lab, National University of Singapore

  49. hh-control: Training-Free Camera Control via Block-Conditional Gibbs Refinement

    May 12, 2026Yuzhu Wang, Xi Ye, Duo Su +2Camera ControlCamera-Conditioned Video Generation

    Department of Computer Science and Technology, Tsinghua University · South China University of Technology

  50. From Articulated Kinematics to Routed Visual Control for Action-Conditioned Surgical Video Generation

    May 9, 2026Bohan Li, Shuojue Yang, Baorui Peng +10Surgical VideosCamera-Conditioned Video Generation

    1SJTU · 2NUS · 4EIT +5

  51. ActCam: Zero-Shot Joint Camera and 3D Motion Control for Video Generation

    May 7, 2026Omar El Khalifi, Thomas Rossi, Oscar Fossey +6Camera-Conditioned Video GenerationVideo Generation

    Kinetix, France · University of Oxford, United Kingdom · MBZUAI, United Arab Emirates

  52. Video Active Perception: Effective Inference-Time Long-Form Video Understanding with Vision-Language Models

    May 3, 2026Martin Q. Ma, Willis Guo, Aditya Agrawal +4Long Video Question AnsweringVideo Understanding

    Carnegie Mellon University · MIT

  53. ExoActor: Exocentric Video Generation as Generalizable Interactive Humanoid Control

    Apr 30, 2026Yanghao Zhou, Jingyu Ma, Yibo Peng +3Full-Body Humanoid ControlHuman Motion Generation

    Beijing Academy of Artificial Intelligence (BAAI)

  54. Seeing Fast and Slow: Learning the Flow of Time in Videos

    Apr 23, 2026Yen-Siang Wu, Rundong Luo, Jingsen Zhu +6Camera-Conditioned Video GenerationVideo Dataset

    Cornell University · University of Washington · National Taiwan University

  55. EgoMotion: Hierarchical Reasoning and Diffusion for Egocentric Vision-Language Motion Generation

    Apr 21, 2026Ruibing Hou, Mingyue Zhou, Yuwei Gui +5Human Motion GenerationEgocentric Motion Generation

    Key Laboratory of Intelligent Information Processing, Institute of Computing Technology (ICT), Chinese Academy of Sciences (CAS), Beijing, 100190, China · Jilin University (JLU), Changchun, 130012, China · Beijing University of Posts and Telecommunications (BUPT), Beijing, 100876, China +1

  56. MultiWorld: Scalable Multi-Agent Multi-View Video World Models

    Apr 20, 2026Haoyu Wu, Jiwen Yu, Yingtian Zou +1Video World ModelsVideo Agent

    The University of Hong Kong · Sreal AI

  57. Ego-InBetween: Generating Object State Transitions in Ego-Centric Videos

    Apr 20, 2026Mengmeng Ge, Takashi Isobe, Xu Jia +7Egocentric VideoCamera-Conditioned Video Generation

    Advanced Micro Devices, Inc. · Dalian University of Technology · The Hong Kong University of Science and Technology +2

  58. SymphoMotion: Joint Control of Camera Motion and Object Dynamics for Coherent Video Generation

    Apr 4, 2026Guiyu Zhang, Yabo Chen, Xunzhi Xiang +3Camera ControlCamera Trajectories

    The Chinese University of Hong Kong, Shenzhen · Shanghai Jiaotong University · Nanjing University +1

  59. CustomX: Unified Character, Action, and Scene Customization in Video World Models

    Dec 18, 2025Yitong Wang, Fangyun Wei, Hongyang Zhang +2Camera-Conditioned Video GenerationVideo World Models

    Fudan University · Microsoft Research · University of Waterloo +1

  60. Track and Caption Any Motion: Open-Vocabulary Spatiotemporal Captioning via Trajectory-Conditioned Generation

    Dec 11, 2025Bishoy Galoaa, Sarah OstadabbasVideo CaptioningCamera Trajectories

    Northeastern University