Video Object Segmentation

VOS

Segments objects in videos over time. Supports applications in video editing, surveillance, and autonomous navigation.

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ReVSeg: Incentivizing the Reasoning Chain for Video Segmentation with Reinforcement Learning Yifan Li Yingda Yin Lingting Zhu Weikai Chen Shengju Qian Xin Wang Yanwei Fu VOS LRM 136 0 0 02 Dec 2025
RobotSeg: A Model and Dataset for Segmenting Robots in Image and Video Haiyang Mei Qiming Huang Hai Ci Mike Zheng Shou VOS VLM 163 0 0 28 Nov 2025
RoadSceneBench: A Lightweight Benchmark for Mid-Level Road Scene Understanding Xiyan Liu Han Wang Yuhu Wang Junjie Cai Zhe Cao Jianzhong Yang Zhen Lu VOS 3DV 92 0 0 27 Nov 2025
Referring Video Object Segmentation with Cross-Modality Proxy QueriesIEEE transactions on multimedia (TMM), 2025 Baoli Sun Xinzhu Ma Ning Wang Zhihui Wang Zhiyong Wang VOS 278 0 0 26 Nov 2025
Tracking and Segmenting Anything in Any Modality Tianlu Zhang Qiang Zhang Guiguang Ding Jungong Han VOS 89 0 0 22 Nov 2025
VideoSeg-R1:Reasoning Video Object Segmentation via Reinforcement Learning Zishan Xu Yifu Guo Y. Lu Fengyu Yang J. Li VOS 112 0 0 20 Nov 2025
Segmenting Collision Sound Sources in Egocentric Videos Kranti Parida Omar Emara Hazel Doughty Dima Damen VOS 130 0 0 17 Nov 2025
Segment Anything Across Shots: A Method and Benchmark Hengrui Hu Kaining Ying Henghui Ding VOS 137 0 0 17 Nov 2025
Visual Bridge: Universal Visual Perception Representations Generating Yilin Gao Shuguang Dou Junzhou Li Zhiheng Yu Yin Li Dongsheng Jiang Shugong Xu DiffM VOS 218 0 0 11 Nov 2025
Canonical Space Representation for 4D Panoptic Segmentation of Articulated Objects Manuel Gomes Bogdan Raducanu Miguel Oliveira VOS 121 0 0 07 Nov 2025
Explicit Memory through Online 3D Gaussian Splatting Improves Class-Agnostic Video SegmentationIEEE Robotics and Automation Letters (IEEE RA-L), 2025 Anthony Opipari Aravindhan K. Krishnan Shreekant Gayaka Min Sun Cheng-Hao Kuo Arnie Sen Odest Chadwicke Jenkins VOS 3DGS 245 0 0 27 Oct 2025
Decomposed Attention Fusion in MLLMs for Training-Free Video Reasoning Segmentation Su Ho Han Jeongseok Hyun Pilhyeon Lee Minho Shim Dongyoon Wee Seon Joo Kim VOS VLM 148 0 0 22 Oct 2025
MaskCaptioner: Learning to Jointly Segment and Caption Object Trajectories in Videos Gabriel Fiastre Antoine Yang Cordelia Schmid VOS 293 0 0 16 Oct 2025
LSVOS 2025 Challenge Report: Recent Advances in Complex Video Object Segmentation Chang Liu Henghui Ding Kaining Ying Lingyi Hong N. Xu ... Alexey Nekrasov Ali Athar Daan de Geus Alexander Hermans Bastian Leibe VOS 66 1 0 13 Oct 2025
Complementary and Contrastive Learning for Audio-Visual SegmentationIEEE transactions on multimedia (TMM), 2025 Sitong Gong Yunzhi Zhuge Lu Zhang Pingping Zhang Huchuan Lu VOS 158 2 0 11 Oct 2025
MomentSeg: Moment-Centric Sampling for Enhanced Video Pixel Understanding Ming Dai Sen Yang Boqiang Duan Wankou Yang Jingdong Wang VOS 167 0 0 10 Oct 2025
LTCA: Long-range Temporal Context Attention for Referring Video Object Segmentation C. Yan Jingyun Wang Guoliang Kang VOS 133 1 0 09 Oct 2025
Temporal Prompting Matters: Rethinking Referring Video Object Segmentation Ci-Siang Lin Min-Hung Chen I-Jieh Liu Chien-Yi Wang Sifei Liu Yu-Chun Wang VOS 114 0 0 08 Oct 2025
MSITrack: A Challenging Benchmark for Multispectral Single Object Tracking Tao Feng Tingfa Xu Haolin Qin Tianhao Li Shuaihao Han Xuyang Zou Zhan Lv Jianan Li VOS 88 0 0 08 Oct 2025
Deforming Videos to Masks: Flow Matching for Referring Video Segmentation Zanyi Wang Dengyang Jiang Liuzhuozheng Li Sizhe Dang Chengzu Li H. Yang Guang Dai Mengmeng Wang Jingdong Wang VOS VGen 158 0 0 07 Oct 2025
The 1st Solution for MOSEv1 Challenge on LSVOS 2025: CGFSeg Tingmin Li Yixuan Li Yang Yang VOS 116 0 0 30 Sep 2025
Video Object Segmentation-Aware Audio Generation Ilpo Viertola Vladimir E. Iashin Esa Rahtu DiffM VOS VGen 110 1 0 30 Sep 2025
SVAC: Scaling Is All You Need For Referring Video Object Segmentation Li Zhang Haoxiang Gao Zhihao Zhang Luoxiao Huang Tao Zhang VOS 81 0 0 28 Sep 2025
Learning What To Hear: Boosting Sound-Source Association For Robust Audiovisual Instance Segmentation Jinbae Seo Hyeongjun Kwon Kwonyoung Kim Jiyoung Lee Kwanghoon Sohn VOS 136 0 0 26 Sep 2025
Frequency-Domain Decomposition and Recomposition for Robust Audio-Visual Segmentation Yunzhe Shen Kai Peng Leiye Liu Wei Ji Jingjing Li Miao Zhang Yongri Piao Huchuan Lu VOS 124 0 0 23 Sep 2025
SimToken: A Simple Baseline for Referring Audio-Visual Segmentation Dian Jin Yanghao Zhou Jinxing Zhou Jiaqi Ma Ruohao Guo Dan Guo VOS 138 0 0 22 Sep 2025
The 1st Solution for 7th LSVOS RVOS Track: SaSaSa2VA Quanzhu Niu Dengxian Gong Shihao Chen Tao Zhang Yikang Zhou Haobo Yuan Lu Qi Xiangtai Li Shilin Xu VOS 172 0 0 21 Sep 2025
Road Obstacle Video Segmentation Shyam Nandan Rai Shyamgopal Karthik Mariana-Iuliana Georgescu Barbara Caputo Carlo Masone Zeynep Akata VOS 137 0 0 16 Sep 2025
Osu2MIR: Beat Tracking Dataset Derived From Osu! Data Ziyun Liu Chris Donahue VOS 120 0 0 16 Sep 2025
UNO: Unifying One-stage Video Scene Graph Generation via Object-Centric Visual Representation Learning Huy Le Nhat Chung Tung Kieu Jingkang Yang Ngan Le VOS OCL 241 1 0 07 Sep 2025
Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation Bingrui Zhao Lin Yuanbo Wu Xiangtian Fan Deyin Liu Lu Zhang Ruyi He Jialie Shen Ximing Li VOS 110 0 0 06 Sep 2025
VoCap: Video Object Captioning and Segmentation from Any Prompt J. Uijlings Xingyi Zhou Xiuye Gu Arsha Nagrani Anurag Arnab Alireza Fathi David A. Ross Cordelia Schmid VOS VLM 172 0 0 29 Aug 2025
Autoregressive Universal Video Segmentation Model Miran Heo Sukjun Hwang Min-Hung Chen Y. Wang Albert Gu Seon Joo Kim Ryo Hachiuma VOS 130 1 0 26 Aug 2025
FTIO: Frequent Temporally Integrated Objects Mohammad Mohammadzadeh Kalati Farhad Maleki Ian McQuillan VOS 129 0 0 22 Aug 2025
Temporal-Conditional Referring Video Object Segmentation with Noise-Free Text-to-Video Diffusion Model Ruixin Zhang Jiaqing Fan Yifan Liao Qian Qiao Fanzhang Li DiffM VOS 158 0 0 19 Aug 2025
Temporal Grounding as a Learning Signal for Referring Video Object Segmentation Seunghun Lee Jiwan Seo Jeonghoon Kim S. Kim Siwon Kim ... Wonhyeok Choi Jaehoon Jeong Zane Durante Sang Hyun Park Sunghoon Im VOS 120 0 0 16 Aug 2025
Reinforcing Video Reasoning Segmentation to Think Before It Segments Sitong Gong Lu Zhang Yunzhi Zhuge Xu Jia Pingping Zhang Huchuan Lu VOS AI4TS LRM 136 2 0 15 Aug 2025
Towards Agentic AI for Multimodal-Guided Video Object Segmentation Tuyen Tran T. Hoang Ngan Le Truyen Tran VOS 68 0 0 14 Aug 2025
GAPNet: A Lightweight Framework for Image and Video Salient Object Detection via Granularity-Aware Paradigm Yu-Huan Wu Wei Liu Zi-Xuan Zhu Zizhou Wang Y. Liu Liangli Zhen VOS 131 0 0 11 Aug 2025
Correspondence as Video: Test-Time Adaption on SAM2 for Reference Segmentation in the Wild Haoran Wang Zekun Li Jian Zhang Lei Qi Yinghuan Shi VOS VGen 101 0 0 11 Aug 2025
SUIT: Spatial-Spectral Union-Intersection Interaction Network for Hyperspectral Object Tracking Fengchao Xiong Zhenxing Wu Sen Jia Yuntao Qian VOS 96 0 0 10 Aug 2025
EventRR: Event Referential Reasoning for Referring Video Object Segmentation Huihui Xu Jiashi Lin Haoyu Chen Junjun He Lei Zhu VOS 183 0 0 10 Aug 2025
MOSEv2: A More Challenging Dataset for Video Object Segmentation in Complex Scenes Henghui Ding Kaining Ying Chang-rui Liu Shuting He Xudong Jiang Yu-Gang Jiang Juil Sock Song Bai VOS 239 18 0 07 Aug 2025
MSC: A Marine Wildlife Video Dataset with Grounded Segmentation and Clip-Level Captioning Quang-Trung Truong Yuk-Kwan Wong Vo Hoang Kim Tuyen Dang Rinaldi Gotama D. Nguyen Sai-Kit Yeung VOS 214 0 0 06 Aug 2025
Think Before You Segment: An Object-aware Reasoning Agent for Referring Audio-Visual Segmentation Jinxing Zhou Yanghao Zhou Mingfei Han Tong Wang Xiaojun Chang Hisham Cholakkal Rao Muhammad Anwer VOS LRM 98 1 0 06 Aug 2025
SlotMatch: Distilling Object-Centric Representations for Unsupervised Video Segmentation Diana-Nicoleta Grigore Neelu Madan Andreas Mogelmose T. Moeslund Radu Tudor Ionescu VOS OCL 208 0 0 05 Aug 2025
Segment Anything for Video: A Comprehensive Review of Video Object Segmentation and Tracking from Past to Future Guoping Xu Jayaram K. Udupa Yajun Yu H. Shao Songlin Zhao Wei Liu You Zhang VOS VLM 161 0 0 30 Jul 2025
Towards Omnimodal Expressions and Reasoning in Referring Audio-Visual Segmentation Kaining Ying Henghui Ding Guangquan Jie Yu Jiang VOS 209 5 0 30 Jul 2025
HRVVS: A High-resolution Video Vasculature Segmentation Network via Hierarchical Autoregressive Residual PriorsInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025 Xincheng Yao Yijun Yang Kangwei Guo Ruiqiang Xiao Haipeng Zhou Haisu Tao Zhiqiang Wang Lei Zhu VOS 126 0 0 30 Jul 2025
Shallow Features Matter: Hierarchical Memory with Heterogeneous Interaction for Unsupervised Video Object Segmentation Zheng Xiangyu He Songcheng Li Wanyun Li Xiaoqiang Zhang Wei VOS 143 0 0 30 Jul 2025

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