SAM2 for Image and Video Segmentation: A Comprehensive Survey

17 March 2025

Papers citing "SAM2 for Image and Video Segmentation: A Comprehensive Survey"

50 / 126 papers shown

Title
Customize Segment Anything Model for Multi-Modal Semantic Segmentation with Mixture of LoRA Experts Chenyang Zhu Bin Xiao Lin Shi Shoukun Xu Xu Zheng MoE 163 12 0 05 Dec 2024
SAM-MPA: Applying SAM to Few-shot Medical Image Segmentation using Mask Propagation and Auto-prompting Jie Xu Xiaokang Li Chengyu Yue Yuanyuan Wang Yi Guo MedIm 119 1 0 26 Nov 2024
SAMWISE: Infusing Wisdom in SAM2 for Text-Driven Video Segmentation Claudia Cuttano Gabriele Trivigno Gabriele Rosi Carlo Masone Giuseppe Averta VOS 200 2 0 26 Nov 2024
Interactive Medical Image Segmentation: A Benchmark Dataset and Baseline Junlong Cheng Bin Fu Jin Ye Guoan Wang Tianbin Li ... Jianfei Chen Jiajian Li Yanzhou Su Min Zhu Junjun He VLM 133 6 0 19 Nov 2024
SAMURAI: Adapting Segment Anything Model for Zero-Shot Visual Tracking with Motion-Aware Memory Cheng-Yen Yang Hsiang-Wei Huang Wenhao Chai Zhongyu Jiang Lei Li VLM 143 27 0 18 Nov 2024
LiVOS: Light Video Object Segmentation with Gated Linear Matching Qin Liu Jianfeng Wang Zhiyong Yang Linjie Li Kevin Qinghong Lin Marc Niethammer Lijuan Wang VOS 78 1 0 05 Nov 2024
ZIM: Zero-Shot Image Matting for Anything Beomyoung Kim Chanyong Shin Joonhyun Jeong Hyungsik Jung Se Yun Lee Sewhan Chun Dong-Hyun Hwang Joonsang Yu VLM 83 2 0 01 Nov 2024
SAM2Long: Enhancing SAM 2 for Long Video Segmentation with a Training-Free Memory Tree Shuangrui Ding Rui Qian Xiaoyi Dong Pan Zhang Yuhang Zang Yuhang Cao Yuwei Guo Dahua Lin Jiaqi Wang VLM VOS 100 12 0 21 Oct 2024
On Efficient Variants of Segment Anything Model: A Survey Xiaorui Sun Jing Liu Jikang Cheng Xiaofeng Zhu Ping Hu VLM 128 7 0 07 Oct 2024
When SAM2 Meets Video Camouflaged Object Segmentation: A Comprehensive Evaluation and Adaptation Yuli Zhou Guolei Sun Yawei Li Guo-Sen Xie Luca Benini Ender Konukoglu 151 5 0 27 Sep 2024
SAMEdge: An Edge-cloud Video Analytics Architecture for the Segment Anything Model Rui Lu Siping Shi Yanting Liu Dan Wang VLM 52 2 0 23 Sep 2024
PointSAM: Pointly-Supervised Segment Anything Model for Remote Sensing Images Nanqing Liu Xun Xu Yongyi Su Haojie Zhang Heng-Chao Li VLM 115 15 0 20 Sep 2024
SAM-OCTA2: Layer Sequence OCTA Segmentation with Fine-tuned Segment Anything Model 2 Xinrun Chen Chengliang Wang Haojian Ning Mengzhan Zhang Mei Shen Shiying Li 56 2 0 14 Sep 2024
SAM & SAM 2 in 3D Slicer: SegmentWithSAM Extension for Annotating Medical Images Zafer Yildiz Yuwen Chen Maciej A. Mazurowski MedIm 56 4 0 27 Aug 2024
FusionSAM: Visual Multi-Modal Learning with Segment Anything Daixun Li Weiying Xie Mingxiang Cao Yunke Wang Jiaqing Zhang Leyuan Fang Yunsong Li Chang Xu 67 6 0 26 Aug 2024
Unleashing the Potential of SAM2 for Biomedical Images and Videos: A Survey Yichi Zhang Zhenrong Shen VLM 134 14 0 23 Aug 2024
A Short Review and Evaluation of SAM2's Performance in 3D CT Image Segmentation Yufan He Pengfei Guo Yucheng Tang Andriy Myronenko Vishwesh Nath Ziyue Xu Dong Yang Can Zhao Daguang Xu Wenqi Li 47 5 0 20 Aug 2024
SAM2-UNet: Segment Anything 2 Makes Strong Encoder for Natural and Medical Image Segmentation Xinyu Xiong Zihuang Wu Shuangyi Tan Wenxue Li Feilong Tang Ying Chen Siying Li Jie Ma Guanbin Li VLM 79 31 0 16 Aug 2024
Retrieval-augmented Few-shot Medical Image Segmentation with Foundation Models Lin Zhao Xiao Chen Eric Z. Chen Yikang Liu Terrence Chen Shanhui Sun VLM 109 6 0 16 Aug 2024
Surgical SAM 2: Real-time Segment Anything in Surgical Video by Efficient Frame Pruning Haofeng Liu Erli Zhang Junde Wu Mingxuan Hong Yueming Jin MedIm 92 21 0 15 Aug 2024
Prompt-Based Segmentation at Multiple Resolutions and Lighting Conditions using Segment Anything Model 2 Osher Rafaeli T. Svoray Roni Blushtein-Livnon Ariel Nahlieli VLM 99 10 0 13 Aug 2024
From SAM to SAM 2: Exploring Improvements in Meta's Segment Anything Model Athulya Sundaresan Geetha Muhammad Hussain VLM 35 3 0 12 Aug 2024
Zero-shot 3D Segmentation of Abdominal Organs in CT Scans Using Segment Anything Model 2: Adapting Video Tracking Capabilities for 3D Medical Imaging Yosuke Yamagishi S. Hanaoka Tomohiro Kikuchi Takahiro Nakao Yuta Nakamura Y. Nomura S. Miki T. Yoshikawa O. Abe 103 6 0 12 Aug 2024
Polyp SAM 2: Advancing Zero shot Polyp Segmentation in Colorectal Cancer Detection Mobina Mansoori Sajjad Shahabodini J. Abouei Konstantinos N. Plataniotis Arash Mohammadi MedIm 89 7 0 12 Aug 2024
Novel adaptation of video segmentation to 3D MRI: efficient zero-shot knee segmentation with SAM2 A. Yu Mohsen Hariri Xuecen Zhang Mingrui Yang Vipin Chaudhary Xiaojuan Li VGen MedIm 42 4 0 08 Aug 2024
SAM 2 in Robotic Surgery: An Empirical Evaluation for Robustness and Generalization in Surgical Video Segmentation Jieming Yu An-Chi Wang Wenzhen Dong Mengya Xu Mobarakol Islam Jie Wang Long Bai Hongliang Ren VLM 75 13 0 08 Aug 2024
SAM2-Adapter: Evaluating & Adapting Segment Anything 2 in Downstream Tasks: Camouflage, Shadow, Medical Image Segmentation, and More Tianrun Chen Ankang Lu Lanyun Zhu Chaotao Ding Chunan Yu Deyi Ji Ziyue Li Lingyun Sun Papa Mao Ying Zang VLM MedIm 100 23 0 08 Aug 2024
Is SAM 2 Better than SAM in Medical Image Segmentation? Sourya Sengupta Satrajit Chakrabarty Ravi Soni MedIm VLM 137 7 0 08 Aug 2024
Segment Anything in Medical Images and Videos: Benchmark and Deployment Jun Ma Sumin Kim Feifei Li Mohammed Baharoon Reza Asakereh Hongwei Lyu Bo Wang VLM MedIm 82 40 0 06 Aug 2024
Medical SAM 2: Segment medical images as video via Segment Anything Model 2 Jiayuan Zhu Yunli Qi A. El Abbadi VLM MedIm 112 80 0 01 Aug 2024
Segment anything model 2: an application to 2D and 3D medical images Haoyu Dong Han Gu Yaqian Chen Jichen Yang Yuwen Chen Maciej A. Mazurowski VLM MedIm 106 16 0 01 Aug 2024
SAM 2: Segment Anything in Images and Videos Nikhila Ravi Valentin Gabeur Yuan-Ting Hu Ronghang Hu Chaitanya K. Ryali ... Nicolas Carion Chao-Yuan Wu Ross B. Girshick Piotr Dollár Christoph Feichtenhofer VLM MLLM 162 933 0 01 Aug 2024
Segment Anything for Videos: A Systematic Survey Chunhui Zhang Yawen Cui Weilin Lin Guanjie Huang Yan Rong Li Liu Shiguang Shan VLM 79 8 0 31 Jul 2024
EVF-SAM: Early Vision-Language Fusion for Text-Prompted Segment Anything Model Yuxuan Zhang Tianheng Cheng Lianghui Zhu Lei Liu Heng Liu Longjin Ran Xiaoxin Chen Xiaoxin Chen Wenyu Liu Xinggang Wang VLM 189 31 0 28 Jun 2024
LVOS: A Benchmark for Large-scale Long-term Video Object Segmentation Lingyi Hong Zhongying Liu Wenchao Chen Chenzhi Tan Yuang Feng ... Jinglun Li Zhaoyu Chen Shuyong Gao Wei Zhang Wenqiang Zhang VLM VOS 69 14 0 30 Apr 2024
SAM-PD: How Far Can SAM Take Us in Tracking and Segmenting Anything in Videos by Prompt Denoising Tao Zhou Wenhan Luo Qi Ye Zhiguo Shi Jiming Chen VLM 89 3 0 07 Mar 2024
OmniMedVQA: A New Large-Scale Comprehensive Evaluation Benchmark for Medical LVLM Yutao Hu Tian-Xin Li Quanfeng Lu Wenqi Shao Junjun He Yu Qiao Ping Luo ELM LM&MA 83 67 0 14 Feb 2024
CAT-SAM: Conditional Tuning for Few-Shot Adaptation of Segment Anything Model Aoran Xiao Weihao Xuan Heli Qi Yun Xing Ruijie Ren Xiaoqin Zhang Ling Shao Shijian Lu VLM MLLM 111 14 0 06 Feb 2024
SA-Med2D-20M Dataset: Segment Anything in 2D Medical Imaging with 20 Million masks Jin Ye Junlong Cheng Jianpin Chen Zhongying Deng Tian-Xin Li ... Hui Sun Min Zhu Shaoting Zhang Junjun He Yu Qiao VLM MedIm 70 39 0 20 Nov 2023
Putting the Object Back into Video Object Segmentation Ho Kei Cheng Seoung Wug Oh Brian Price Joon-Young Lee Alexander Schwing VOS 105 107 0 19 Oct 2023
CoralVOS: Dataset and Benchmark for Coral Video Segmentation Ziqiang Zheng Yaofeng Xie Haixin Liang Zhibin Yu Sai-Kit Yeung VOS 88 7 0 03 Oct 2023
A Foundation Model for General Moving Object Segmentation in Medical Images Zhongnuo Yan Tong Han Yuhao Huang Lian Liu Han Zhou Jiongquan Chen Wenlong Shi Yan Cao Xin Yang Dong Ni MedIm 43 3 0 29 Sep 2023
MA-SAM: Modality-agnostic SAM Adaptation for 3D Medical Image Segmentation Cheng Chen Juzheng Miao Dufan Wu Zhiling Yan Sekeun Kim ... Lichao Sun Xiang Li Tianming Liu Pheng-Ann Heng Quanzheng Li MedIm 124 64 0 16 Sep 2023
Tracking Anything with Decoupled Video Segmentation Ho Kei Cheng Seoung Wug Oh Brian L. Price Alexander Schwing Joon-Young Lee VOS VLM 102 136 0 07 Sep 2023
SurgicalSAM: Efficient Class Promptable Surgical Instrument Segmentation Wenxi Yue Jing Zhang Kun Hu Yong-quan Xia Jiebo Luo Zhiyong Wang VLM MedIm 82 72 0 17 Aug 2023
MeViS: A Large-scale Benchmark for Video Segmentation with Motion Expressions Henghui Ding Chang Liu Shuting He Xudong Jiang Chen Change Loy VOS 125 116 0 16 Aug 2023
Unleashing the Strengths of Unlabeled Data in Pan-cancer Abdominal Organ Quantification: the FLARE22 Challenge Jun Ma Yu Zhang Song Gu Cheng Ge Shih-Ya Ma ... Qiongjie Zhu Guoqiang Dong Jian He the Flare Challenge Consortium Bohui Wang 75 70 0 10 Aug 2023
XMem++: Production-level Video Segmentation From Few Annotated Frames Maksym Bekuzarov Ariana Bermúdez Joon-Young Lee Haohe Li VLM VOS 70 39 0 29 Jul 2023
FlashAttention-2: Faster Attention with Better Parallelism and Work Partitioning Tri Dao LRM 120 1,332 0 17 Jul 2023
Segment Anything Meets Point Tracking Frano Rajič Lei Ke Yu-Wing Tai Chi-Keung Tang Martin Danelljan Feng Yu VLM VOS 108 85 0 03 Jul 2023