Video Object Segmentation

VOS

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

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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 174 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 104 0 0 22 Oct 2025
MaskCaptioner: Learning to Jointly Segment and Caption Object Trajectories in Videos Gabriel Fiastre Antoine Yang Cordelia Schmid VOS 161 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 34 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 86 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 103 0 0 10 Oct 2025
LTCA: Long-range Temporal Context Attention for Referring Video Object Segmentation C. Yan Jingyun Wang Guoliang Kang VOS 109 0 0 09 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 36 0 0 08 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 55 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 109 0 0 07 Oct 2025
Video Object Segmentation-Aware Audio Generation Ilpo Viertola Vladimir E. Iashin Esa Rahtu DiffM VOS VGen 61 0 0 30 Sep 2025
The 1st Solution for MOSEv1 Challenge on LSVOS 2025: CGFSeg Tingmin Li Yixuan Li Yang Yang VOS 68 0 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 37 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 80 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 68 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 73 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 128 0 0 21 Sep 2025
Osu2MIR: Beat Tracking Dataset Derived From Osu! Data Ziyun Liu Chris Donahue VOS 92 0 0 16 Sep 2025
Road Obstacle Video Segmentation Shyam Nandan Rai Shyamgopal Karthik Mariana-Iuliana Georgescu Barbara Caputo Carlo Masone Zeynep Akata VOS 76 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 108 0 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 58 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 111 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 94 1 0 26 Aug 2025
FTIO: Frequent Temporally Integrated Objects Mohammad Mohammadzadeh Kalati Farhad Maleki Ian McQuillan VOS 104 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 109 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 88 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 72 2 0 15 Aug 2025
Towards Agentic AI for Multimodal-Guided Video Object Segmentation Tuyen Tran T. Hoang Ngan Le Truyen Tran VOS 36 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 75 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 65 0 0 11 Aug 2025
EventRR: Event Referential Reasoning for Referring Video Object Segmentation Huihui Xu Jiashi Lin Haoyu Chen Junjun He Lei Zhu VOS 111 0 0 10 Aug 2025
SUIT: Spatial-Spectral Union-Intersection Interaction Network for Hyperspectral Object Tracking Fengchao Xiong Zhenxing Wu Sen Jia Yuntao Qian VOS 64 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 148 14 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 129 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 74 1 0 06 Aug 2025
SlotMatch: Distilling Temporally Consistent Object-Centric Representations for Unsupervised Video Segmentation Diana-Nicoleta Grigore Neelu Madan Andreas Mogelmose T. Moeslund Radu Tudor Ionescu VOS OCL 151 0 0 05 Aug 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 78 0 0 30 Jul 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 85 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 111 0 0 30 Jul 2025
Towards Omnimodal Expressions and Reasoning in Referring Audio-Visual Segmentation Kaining Ying Henghui Ding Guangquan Jie Yu Jiang VOS 150 4 0 30 Jul 2025
From Waveforms to Pixels: A Survey on Audio-Visual Segmentation Jia Li Yapeng Tian VOS 114 1 0 29 Jul 2025
MOVE: Motion-Guided Few-Shot Video Object Segmentation Kaining Ying Hengrui Hu Henghui Ding VOS 130 3 0 29 Jul 2025
Temporally Consistent Unsupervised Segmentation for Mobile Robot Perception Christian Ellis Maggie B. Wigness Craig T. Lennon L. Fiondella VOS 98 0 0 29 Jul 2025
Implicit Counterfactual Learning for Audio-Visual Segmentation Mingfeng Zha Tianyu Li G. Wang Peng Wang Yangyang Wu Yang Yang Heng Tao Shen VOS CML 94 0 0 28 Jul 2025
DepthFlow: Exploiting Depth-Flow Structural Correlations for Unsupervised Video Object Segmentation Suhwan Cho Minhyeok Lee Jungho Lee Donghyeong Kim Sangyoun Lee VOS 76 0 0 26 Jul 2025
Latest Object Memory Management for Temporally Consistent Video Instance Segmentation Seunghun Lee Jiwan Seo Minwoo Choi Kiljoon Han Jaehoon Jeong Zane Durante Ehsan Adeli Sang Hyun Park Sunghoon Im VOS 118 0 0 26 Jul 2025
Structure Matters: Revisiting Boundary Refinement in Video Object Segmentation Guanyi Qin Ziyue Wang Daiyun Shen Haofeng Liu Hantao Zhou Junde Wu R. Hu Yueming Jin VOS 42 0 0 25 Jul 2025
Object-centric Video Question Answering with Visual Grounding and Referring Haochen Wang Qirui Chen Cilin Yan Jiayin Cai Xiaolong Jiang Yao Hu Weidi Xie Stratis Gavves MLLM VOS 107 2 0 25 Jul 2025
HQ-SMem: Video Segmentation and Tracking Using Memory Efficient Object Embedding With Selective Update and Self-Supervised Distillation Feedback Elham Soltani Kazemi Imad Eddine Toubal Gani Rahmon Jaired Collins K. Palaniappan VOS 116 0 0 25 Jul 2025
Temporally-Constrained Video Reasoning Segmentation and Automated Benchmark Construction Yiqing Shen Chenjia Li Chenxiao Fan Mathias Unberath VOS 101 0 0 22 Jul 2025

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