Referring Video Object Segmentation

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3 papers in the last four weeks, against 2 the four weeks before. 0.0% of all new papers.

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  1. Event-Driven Refresh and Recurrence Memory to Reduce Stale Grounding in Referring Video Object Segmentation

    Sep 30, 2026Abu Hanif Muhammad Syarubany, Jaehyun Jang, Siwoo Lim +2Video Object SegmentationReferring Video Object Segmentation

    School of Electrical Engineering, Korea Advanced Institute of Science & Technology (KAIST), Daejeon 34141, Republic of Korea

  2. OPERA: A Unified Omnimodal Progressive Spatio-Temporal Reasoning Agent for Referring Video Segmentation

    Sep 27, 2026Jingchen Ni, Yuji Wang, Shannan Yan +3Unified Multimodal ModelsReferring Video Object Segmentation

    Tsinghua University · University of California San Diego · ETH Zurich

  3. MoVISA: Multi-Token Reasoning for Video Object Segmentation

    Sep 24, 2026Ruining Zhao, Ho Kei Cheng, Alexander G SchwingVideo Object SegmentationReferring Video Object Segmentation

    University of Illinois Urbana-Champaign

  4. Multi-Agent Target-Existence Verification and Learned Mask Geometry Refinement: Winning Report of the MeViS-Text Track at the 8th LSVOS Challenge 2026

    Aug 11, 2026Jungyoon Lee, Gyuil Lim, Doeon Kim +1Image SegmentationReferring Video Object Segmentation

    Department of AI Convergence Security, Soongsil University, Republic of Korea · Department of AI Convergence, Soongsil University, Republic of Korea · Department of Intelligent Semiconductors, Soongsil University, Republic of Korea

  5. Agreement-Based Audio-Visual Segmentation:Champion Report for the MeViS-Audio Track in the 8th LSVOS Challenge

    Aug 10, 2026Yiwen Ren, Jianing Liu, Yingxin Wang +4Audio-Visual UnderstandingReferring Video Object Segmentation

    National 111 Project Base of Intelligent Information Processing

  6. ReflexTrack: A Feedback-Driven Agent for Training-Free Referring Video Object Segmentation

    Jul 27, 2026Yuanjia Li, Tianyang Xu, Tao Zhou +3Video Object SegmentationReferring Video Object Segmentation

    School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, China · Centre for Vision, Speech and Signal Processing, University of Surrey, Guildford, GU2 7XH, UK

  7. Memory-Augmented Multimodal Large Language Models for Small Object Understanding in Streaming Aerial Videos

    Jul 22, 2026Penglei Sun, Yehua Huang, Zhuoli Tao +8Memory-Augmented VLMsAerial Robotics

    Information Hub, The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China · University of Freiburg, Freiburg, German · Hangzhou City University, Hangzhou, China +3

  8. SkyVLaM: Multimodal Large Language Model for UAV Video Understanding in Remote Sensing

    Jul 19, 2026Kaiwen Jing, Ruixu Jia, Bingyao Li +3Referring Video Object SegmentationMultimodal Large Language Models

    Beijing University of Posts and Telecommunications, Beijing, China · Peking University, Beijing, China · Beijing Wuzi University, Beijing, China

  9. Understanding From Human Perspective: A Multi-agent System for Interactive Egocentric Medical Image Segmentation

    Jul 19, 2026Rongjun Ge, Dongyang Wang, Heng Zhu +3Interactive Medical Image SegmentationReferring Video Object Segmentation

    School of Instrument Science and Engineering, Southeast University, Nanjing 210096, China · School of Computer Science and Engineering, Southeast University, Nanjing 210096, China · Sichuan University-Pittsburgh Institute, Sichuan University, Chengdu 610065, China +1

  10. Event-Aware Instructed Assistant for Referring Video Segmentation

    Jun 25, 2026Jinyu Liu, Henghui Ding, Shuting He +1Referring Video Object SegmentationMultimodal Large Language Models

    Institute of Big Data, College of Computer Science and Artificial Intelligence, Fudan University, Shanghai, China · Shanghai University of Finance and Economics, China · Institute of Trustworthy Embodied AI, Fudan University, Shanghai, China

  11. FeVOS: Foresight Expression Video Object Segmentation

    Jun 24, 2026Kehan Lan, Kaining Ying, Henghui DingVideo Object SegmentationReferring Video Object Segmentation

    Institute of Big Data, College of Computer Science and Artificial Intelligence, Fudan University, China

  12. Boosting Text-Driven Video Segmentation via Geometry-Aware Distillation

    Jun 23, 2026Tianyu Zhu, Yingping Liang, Hesong Li +1Video Object SegmentationReferring Video Object Segmentation

    Beijing Institute of Technology, Beijing, China

  13. VideoSEG-O3: A Multi-turn Reinforcement Learning Framework for Reasoning Video Object Segmentation

    Jun 5, 2026Ming Dai, Sen Yang, Boqiang Duan +4Video Object SegmentationReferring Video Object Segmentation

    School of Automation, Southeast University, Nanjing, China · Baidu Inc, Beijing, China · College of Information Science & Electronic Engineering, Zhejiang University, Hangzhou, China

  14. SetCon: Towards Open-Ended Referring Segmentation via Set-Level Concept Prediction

    May 19, 2026Zhixiong Zhang, Yizhuo Li, Shuangrui Ding +6Image SegmentationReferring Video Object Segmentation

    1Shanghai Jiao Tong University · 2Shanghai Innovation Institute · 3The Chinese University of Hong Kong +3

  15. See What I Mean: Aligning Vision and Language Representations for Video Fine-grained Object Understanding

    May 18, 2026Boyuan Sun, Bowen Yin, Yuanming Li +2Cross-Modal LearningVideo Object Segmentation

    VCIP, CS, Nankai University · Tongyi Lab, Alibaba Group · NKIARI, Shenzhen Futian

  16. Don't Guess, Just Ask: Resolving Ambiguity in Referring Segmentation via Multi-turn Clarification

    May 17, 2026Yuting Yang, Haichao Jiang, Tianming Liang +2Image SegmentationVideo Object Segmentation

    School of Computer Science and Engineering, Sun Yat-sen University, China · Guangdong Province Key Laboratory of Information Security Technology, China · Key Laboratory of Machine Intelligence and Advanced Computing, Ministry of Education, China

  17. SteerSeg: Attention Steering for Reasoning Video Segmentation

    May 14, 2026Ali Cheraghian, Hamidreza Dastmalchi, Abdelwahed Khamis +3Video Object SegmentationReferring Video Object Segmentation

    1Macquarie University · 2York University · 3CSIRO Data61 +1

  18. Robust Promptable Video Object Segmentation

    May 12, 2026Sohyun Lee, Yeho Gwon, Lukas Hoyer +3Video Object SegmentationReferring Video Object Segmentation

    POSTECH · Google · ETH Zürich

  19. Report of the 5th PVUW Challenge: Towards More Diverse Modalities in Pixel-Level Understanding

    Apr 28, 2026Chang Liu, Henghui Ding, Nikhila Ravi +40Audio-Visual UnderstandingVideo Object Segmentation

  20. APRVOS: 1st Place Winner of 5th PVUW MeViS-Audio Track

    Apr 20, 2026Deshui Miao, Yameng Gu, Chao Yang +3Audio-Visual UnderstandingVideo Object Segmentation

    Pengcheng Laboratory · Harbin Institute of Technology · University of California at Merced

  21. AgentRVOS for MeViS-Text Track of 5th PVUW Challenge: 3rd Method

    Apr 20, 2026Deshui Miao, Chao Yang, Chao Tian +4Image SegmentationVideo Object Segmentation

    1Pengcheng Laboratory · 2Wuhan Textile University · 3Yixiang Innovation Technology (Shenzhen)

  22. Weakly-Supervised Referring Video Object Segmentation through Text Supervision

    Apr 20, 2026Miaojing Shi, Jun Huang, Zijie Yue +1Video Object SegmentationReferring Video Object Segmentation

    College of Electronic and Information Engineering, Tongji University

  23. RefAM: Attention Magnets for Zero-Shot Referral Segmentation

    Sep 26, 2025Anna Kukleva, Enis Simsar, Alessio Tonioni +4Zero-Shot LearningImage Segmentation

    Max Planck Institute for Informatics, SIC · ETH Zürich · Google +1