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Period ending 2026-09-21

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  1. Learning to Watch: Active Video Anomaly Understanding via Interleaved Policy Optimization

    Jul 1, 2026Mengjingcheng Mo, Jiaxu Leng, Xinbo GaoVideo Anomaly UnderstandingFine-Grained Video Understanding

  2. Homer: Understanding Long-form Videos with Hierarchical Memory and Agentic Reasoning

    Jul 1, 2026Yixin Ji, Fanghua Ye, Juntao Li +5VideosMulti-Hop Reasoning

  3. VideoSearch-R1: Iterative Video Retrieval and Reasoning via Soft Query Refinement

    Jul 1, 2026Seohyun Lee, Seoung Choi, Dohwan Ko +2Video UnderstandingVideos

  4. No Place to Hide: Benchmarking Video Hallucination with Background-Controlled Pairs

    Jun 30, 2026Haojian Huang, Harold Haodong Chen, Meng Luo +6Fine-Grained Video UnderstandingHallucinations

  5. Bridging Video Understanding and Generation in a Unified Framework

    Jun 30, 2026Yuqi Wang, Runyi Li, Ruoyu Feng +3Video UnderstandingVisual Representations

  6. Rethinking the Role of Feature Engineering and Learning Strategies in Few-Shot Hidden Emotion Recognition

    Jun 30, 2026Xiaochuan Guo, Jihao Gu, Haixu Liu +6Emotion RecognitionTemporal Deep Learning Framework

  7. Learning to Deny: Action Denial in Multimodal Large Language Models

    Jun 30, 2026Raiyaan Abdullah, Shehreen Azad, Yogesh Singh RawatVideo Multimodal Large Language ModelsVideo Understanding

  8. Reweighting Framewise Attention in Video Transformers for Facial Expression Understanding

    Jun 29, 2026Seongro Yoon, Donghyeon Cho, Jinsun Park +1Facial Expression RecognitionSelf-Supervised Vision Transformers

  9. Goku: A Million-Scale Universal Dataset and Benchmark for Instruction-Based Video Editing

    Jun 29, 2026Sen Liang, Cong Wang, Zhentao Yu +8Video EditingVideo Dataset

  10. EcoVideo: Entropy-Orchestrated Video Generation Paradigm in Cloud-Edge Dynamics

    Jun 29, 2026Jiayu Chen, Hengyi Zhang, Maoliang Li +5Keyframe SelectionVideos

  11. VisReflect: Latent Visual Reflection for Fine-Grained Perception in Long Visual Context

    Jun 29, 2026Xiaoqian Shen, Mohamed ElhoseinyLarge Vision Language ModelsFine-Grained Perception

  12. Towards Continual Motion-Language Agents: LoRA Variants for Incremental Motion Understanding and Generation

    Jun 29, 2026Bertram Taetz, Hugo Albuquerque Cosme da Silva, Gabriele Bleser-TaetzMultilingual AgentsVideo-Language Models

  13. From Accuracy to Visual Dependence: Auditing and Filtering Modality Collapse in Traffic VideoQA

    Jun 29, 2026Sena Korkut, María Alejandra Bravo Sarmiento, Sanghwan Kim +1Video Question AnsweringVisual Evidence

  14. OmniDance: Multimodal Driven Dance Video Generation with Large-scale Internet Data

    Jun 29, 2026Kaixing Yang, Jiashu Zhu, Xulong Tang +8DuetVideo Dataset

  15. MotionAtlas: Detailed Region Captioning for Motion-Centric Videos

    Jun 28, 2026Weisong Liu, Haochen Wang, Kuan Gao +8Video CaptioningVideos

  16. Bridging VideoQA and Video-Guided Agentic Tasks via Generalized Keyframe Extraction

    Jun 28, 2026Sunqi Fan, Qingle Liu, Runqi Yin +2Agentic Video GenerationVideo Question Answering

  17. HorizonRelight: Relighting Long-horizon Videos Consistently via Diffusion Transformers

    Jun 27, 2026Jing Yang, Mayoore Jaiswal, Zian Wang +4Image RelightingPre-Trained Video Diffusion Models

  18. Efficient Spatio-Temporal Grounding with Multimodal Large Models via Second-Level Tracking and RL Verification

    Jun 27, 2026Tianshu Zhang, Yan Wang, Ji Qi +1Video Temporal GroundingLarge Vision Language Models

  19. DLGStream: Dynamic Language-embedded Guassian Splatting for Open-vocabulary Enabled Free-viewpoint Video Streaming

    Jun 27, 2026Zhihui Ke, Yuyang Liu, Xiaobo Zhou +13D Gaussian Splats3D Gaussian

  20. DELTAVID: Enhancing Fine-Grained Spatiotemporal Perception with Cross-Video Differences

    Jun 26, 2026Yankai Yang, Yancheng Long, Bin Wen +4Video UnderstandingFine-Grained Spatio-Temporal Information

  21. MLVC: Multi-platform Learned Video Codec for Real-World Deployment

    Jun 26, 2026Tanel Pärnamaa, Martin Lumiste, Ardi Loot +3Neural Video CodecsVideo Coding

  22. HumanMoveVQA: Can Video MLLMs reason about human movement in videos?

    Jun 26, 2026Pulkit Gera, Faegheh Sardari, Asmar Nadeem +4Fine-Grained Video UnderstandingHuman Motion Generation

  23. Reflect-R1: Evidence-Driven Reflection for Self-Correction in Long Video Understanding

    Jun 26, 2026Shuimu Chen, Yuteng Chen, Yuanshen Guan +7Video UnderstandingIterative Self-Correction

  24. Video-MME-Logical: A Controlled Diagnostic Benchmark for Video Temporal-Logical Reasoning

    Jun 26, 2026Hohin Kwan, Hongyu Li, Ray Zhang +5Reasoning BenchmarkVisual Evidence

  25. Fine-tuning a multimodal large language model for clinician-grade autism behavioral scoring from short home videos

    Jun 25, 2026Mohammadmahdi Honarmand, Parnian Azizian, Aaron Kline +9Autism Spectrum DisorderVideos

  26. DnA: Denoising Attention for Visual Tasks

    Jun 25, 2026Ron Campos, Subhajit Maity, Xin Li +2Self-Supervised Vision TransformersImage Denoising

  27. HarmVideoBench: Benchmarking Harmful Video Understanding in Large Multimodal Models

    Jun 25, 2026Jiajun Wu, Haoyu Kang, Yining Sun +13LongvideobenchHarms

  28. Computer Vision for MOBA Analytics: A Dataset and Baseline for Visibility Analysis in Dota 2

    Jun 25, 2026Ricardo da Rocha Carvalho, Eloísa Oliveira, Luiz Bernardo Martins Kummer +2VisibilityVideo Dataset

  29. Confidence-Aware Tool Orchestration for Robust Video Understanding

    Jun 25, 2026Yangfan He, Yujin Choi, Jaehong YoonFine-Grained Video UnderstandingAgentic Video Generation

  30. Forget, Anticipate and Adapt: Test Time Training for Long Videos

    Jun 25, 2026Rajat Modi, Sebastian Noel, Xin Liang +1Temporal Deep Learning FrameworkFine-Grained Video Understanding

  31. DomainShuttle: Freeform Open Domain Subject-driven Text-to-video Generation

    Jun 24, 2026Nan Chen, Yiyang Cai, Rongchang Xie +7Text-To-Video ModelsVideos

  32. SurgAtlas: A Large-Scale Surgical Video-Language Dataset with 2,391 Hours of Open and Minimally Invasive Surgery

    Jun 24, 2026Filippos Bellos, Andre S. Gala-Garza, Miaowei Wang +8Surgical VideosGradient Surgery

  33. Graph it first! Enabling Reasoning on Long-form Egocentric Videos through Scene Graphs

    Jun 24, 2026Agnese Taluzzi, Riccardo Santambrogio, Simone Mentasti +2Video Question AnsweringVideo Understanding

  34. Towards a Dynamic and Fixed-budget Memory Bank for Efficient Streaming Video Understanding

    Jun 24, 2026Baiyang Song, Yuli Lin, Qiong Wu +5Video UnderstandingVisual Tokens

  35. EG-VQA: Benchmarking Verifiable Video Question Answering with Grounded Temporal Evidence

    Jun 23, 2026Linpeng Huang, Weixing Chen, Zexin Chen +2Video Question AnsweringTextvqa

  36. SER: Learning to Ground Video Reasoning with Semantic Evidence Rewards

    Jun 23, 2026Sheng Xia, Zhengqin Lai, Tianxiang Jiang +4Video Temporal GroundingVideo Understanding

  37. ViTexQA: A Multi-Frame Temporal Perception Dataset for Video Text Question Answering

    Jun 23, 2026Zhentao Guo, Chen Duan, Tongkun Guan +3Video Question Answering

  38. video-SALMONN-R3^3: Learning to ReWatch, ReAsk, and ReAnswer for Efficient Video Understanding

    Jun 23, 2026Yixuan Li, Guangzhi Sun, Yudong Yang +1Video UnderstandingSpeech-Llms

  39. SignNet-1M: Large-Scale Multilingual Sign Language Video Dataset with Downstream Benchmarks

    Jun 23, 2026Zhewen He, Junyi Hu, Haomian Huang +3Synthetic Data AugmentationVideo Dataset

  40. Navigating User Behavior toward Personalized Multimodal Generation

    Jun 23, 2026Hengji Zhou, Yufeng Liu, Ye Liu +3Multimodal GenerationMultimodal Learning

  41. Towards Fast and Effective Long Video Understanding of Multimodal Large Language Models via Adaptive Quasi-Gaussian Sampling

    Jun 23, 2026Kun Zhang, Chenxin Fang, Tao Chen +4Video Multimodal Large Language ModelsVideo Understanding

  42. Tri-Efficient Transfer Learning for Point Cloud Videos

    Jun 23, 2026Yiding Sun, Dongxu Zhang, Jihua Zhu +63D Single Object TrackingVideo Pretraining

  43. VideoAgent: All-in-One Framework for Video Understanding and Editing

    Jun 22, 2026Hengji Zhou, Lingxuan Huang, Jian Wang +4Agentic Video GenerationVideo Editing

  44. VideoLatent: Video-Language Learning via Latent Self-Forcing

    Jun 22, 2026Zi-Yuan Hu, Zicong Tang, Shijia Huang +3Video UnderstandingLatent Visual Reasoning

  45. Chains That See, Answers That Don't: A Multi-Aspect Evaluation Recipe for Forced Chain-of-Thought on Video-MME

    Jun 22, 2026Zhichao Fan, Yanhang Li, Zexin ZhuangVideo Question AnsweringChain-of-Thought Reasoning

  46. CoVStream: Edge-Cloud Collaboration for Understanding of Long Video Streams

    Jun 22, 2026Xu Liu, Guikun Chen, Zihao Yan +2Streaming VideoEdge Computing

  47. Deep Learning-Based Sign Language Recognition from Videos and Cross-Lingual Translation to Indian Vernaculars

    Jun 21, 2026Ramesh Nandipalli, Chandranath AdakSign Language RecognitionSign Language

  48. Gen2Balance: Generative Balancing for Long-Tailed Video Action Recognition

    Jun 21, 2026Prajwal Gatti, Simon Jenni, Fabian Caba Heilbron +1Open-Vocabulary Action RecognitionVideo Dataset

  49. When Does a Video-Language Model Stop Watching? Reward Strength Controls the Formation and Reversal of Visual Shortcuts in Multimodal RLVR

    Jun 20, 2026Zekun XuReinforcement Learning With Verifiable RewardVideo-Language Models

  50. From Driving Videos to Simulatable Scenarios

    Jun 20, 2026Alexandre Levy, Ernest Valveny Llobet, Antonio Manuel LópezAutonomous Driving SimulationScenario Generation

  51. Zero-Shot Vision-Language Models for Classroom Engagement Recognition: A Benchmark Study of Prompt Sensitivity and Cross-Dataset Generalization

    Jun 20, 2026Aman Goyal, Kshama Nitin Shah, Kemmannu Vineet Venkatesh RaoLarge Vision Language ModelsVideo Dataset

  52. HPP: Hierarchical Programmatic Probing for Long Video Understanding by Decoupling Perception and Reasoning

    Jun 19, 2026Awais Rauf, Ahmed Hasssan, Greg SlabaughVideo UnderstandingFine-Grained Perception

  53. Chehre: An Emoji-Prompted Dataset to Explore Perceptual Flexibility in Video Language Models

    Jun 19, 2026Bita Azari, Zoe Stanley, Avneet Batra +4Facial Expression RecognitionVideo Dataset

  54. The Unreasonable Effectiveness of VLMs for Zero-shot Procedural Mistake Detection

    Jun 19, 2026Serdar Ozsoy, Lars Doorenbos, Federico Spurio +2Video-Language ModelsProcedural

  55. MIRCaps: A Large-Scale Mixed-Domain Dataset with Image-Level and Region-Level Captions for Fine-Grained Vision-Language Learning

    Jun 19, 2026Arlindo Luciano Tulumba Roberto, Hyungjoon KimVideo CaptioningVision Datasets

  56. ChronoLock: Protecting Videos from Unauthorized Text-to-Video Personalization

    Jun 19, 2026Jiaming He, Jiashu Zhang, Guanyu Hou +4Text-To-Video ModelsVideos

  57. Object-Centric Dataset Resources for Constrained-Data Image Generation and Augmentation

    Jun 19, 2026Vasile Marian, Yong-Bin Kang, Alexander BudderyLarge-Scale Image GenerationNaturalistic Driving Data

  58. CogniRoute: Learning to Route Social Evidence in Omni-Modal Models

    Jun 18, 2026Yifan Shen, Pei Tian, Xinzhuo Li +8Omni-ModalMultimodal Reasoning

  59. GIM-ENDO: A Multimodal Endoscopic Image and Video Dataset for Gastric Intestinal Metaplasia Morphology and Pathology

    Jun 18, 2026Mojgan Forootan, Mahziar Setayeshfar, Ali Darvishi +2Colorectal CancerVideo Capsule Endoscopy

  60. TimeProVe: Propose, then Verify for Efficient Long Video Temporal Reasoning in Activities of Daily Living

    Jun 18, 2026Arkaprava Sinha, Dominick Reilly, Siddharth Krishnan +2Video Temporal GroundingVideo Question Answering