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A Comprehensive Survey on Segment Anything Model for Vision and Beyond
v1v2 (latest)

A Comprehensive Survey on Segment Anything Model for Vision and Beyond

14 May 2023
Chunhui Zhang
Li Liu
Yawen Cui
Guanjie Huang
Weilin Lin
Yiqian Yang
Yuehong Hu
    VLM
ArXiv (abs)PDFHTMLGithub (963★)

Papers citing "A Comprehensive Survey on Segment Anything Model for Vision and Beyond"

50 / 56 papers shown
Title
Autonomous Surface Selection For Manipulator-Based UV Disinfection In Hospitals Using Foundation Models
Autonomous Surface Selection For Manipulator-Based UV Disinfection In Hospitals Using Foundation ModelsIEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2025
Xueyan Oh
Jonathan Her
Zhixiang Ong
Brandon Koh
Yun Hann Tan
U-Xuan Tan
52
0
0
24 Nov 2025
Re-Key-Free, Risky-Free: Adaptable Model Usage Control
Re-Key-Free, Risky-Free: Adaptable Model Usage Control
Zihan Wang
Zhongkui Ma
Xinguo Feng
Chuan Yan
Dongge Liu
Ruoxi Sun
Derui Wang
Minhui Xue
Guangdong Bai
AAML
128
0
0
24 Nov 2025
AD-SAM: Fine-Tuning the Segment Anything Vision Foundation Model for Autonomous Driving Perception
AD-SAM: Fine-Tuning the Segment Anything Vision Foundation Model for Autonomous Driving Perception
Mario Camarena
Het Patel
Fatemeh Nazari
Evangelos E. Papalexakis
Mohamadhossein Noruzoliaee
Jia Chen
VLM
121
0
0
30 Oct 2025
Attack for Defense: Adversarial Agents for Point Prompt Optimization Empowering Segment Anything Model
Attack for Defense: Adversarial Agents for Point Prompt Optimization Empowering Segment Anything Model
Xueyu Liu
Xiaoyi Zhang
Guangze Shi
Meilin Liu
Yexin Lai
Yongfei Wu
Mingqiang Wei
LLMAGAAML
77
1
0
23 Sep 2025
Correspondence as Video: Test-Time Adaption on SAM2 for Reference Segmentation in the Wild
Correspondence as Video: Test-Time Adaption on SAM2 for Reference Segmentation in the Wild
Haoran Wang
Zekun Li
Jian Zhang
Lei Qi
Yinghuan Shi
VOSVGen
145
0
0
11 Aug 2025
DOMR: Establishing Cross-View Segmentation via Dense Object Matching
DOMR: Establishing Cross-View Segmentation via Dense Object Matching
Jitong Liao
Yulu Gao
Shaofei Huang
Jialin Gao
Jie Lei
Ronghua Liang
Si Liu
165
1
0
06 Aug 2025
MergeSAM: Unsupervised change detection of remote sensing images based on the Segment Anything Model
MergeSAM: Unsupervised change detection of remote sensing images based on the Segment Anything Model
Meiqi Hu
Lingzhi Lu
Chengxi Han
Xiaoping Liu
142
0
0
30 Jul 2025
Fully Automated SAM for Single-source Domain Generalization in Medical Image Segmentation
Fully Automated SAM for Single-source Domain Generalization in Medical Image Segmentation
Huanli Zhuo
Leilei Ma
Haifeng Zhao
Shiwei Zhou
Dengdi Sun
Yanping Fu
MedIm
121
0
0
23 Jul 2025
Class Agnostic Instance-level Descriptor for Visual Instance Search
Class Agnostic Instance-level Descriptor for Visual Instance Search
Qi-Ying Sun
Wan-Lei Zhao
Hui-Ying Xie
Yi-Bo Miao
Chong-Wah Ngo
OCL
388
0
0
20 Jun 2025
SAM-aware Test-time Adaptation for Universal Medical Image Segmentation
Jianghao Wu
Ramzi N. Zahreddine
Yutong Xie
Wenjia Bai
You Zhang
Feilong Tang
Yulong Li
Yasmeen George
Imran Razzak
MedIm
280
2
0
05 Jun 2025
UncertainSAM: Fast and Efficient Uncertainty Quantification of the Segment Anything Model
UncertainSAM: Fast and Efficient Uncertainty Quantification of the Segment Anything Model
Timo Kaiser
Thomas Norrenbrock
Bodo Rosenhahn
608
4
0
08 May 2025
COST: Contrastive One-Stage Transformer for Vision-Language Small Object Tracking
COST: Contrastive One-Stage Transformer for Vision-Language Small Object TrackingInformation Fusion (Inf. Fusion), 2025
Chunhui Zhang
Li Liu
Jialin Gao
Xin Sun
Hao Wen
Xi Zhou
Shiming Ge
Yucheng Wang
258
4
0
02 Apr 2025
Zero-shot Domain Generalization of Foundational Models for 3D Medical Image Segmentation: An Experimental Study
Zero-shot Domain Generalization of Foundational Models for 3D Medical Image Segmentation: An Experimental Study
Soumitri Chattopadhyay
Basar Demir
Marc Niethammer
VLM
242
1
0
28 Mar 2025
SAM2 for Image and Video Segmentation: A Comprehensive Survey
SAM2 for Image and Video Segmentation: A Comprehensive Survey
Zhang Jiaxing
Tang Hao
VLM
318
13
0
17 Mar 2025
WeakMedSAM: Weakly-Supervised Medical Image Segmentation via SAM with Sub-Class Exploration and Prompt Affinity MiningIEEE Transactions on Medical Imaging (IEEE TMI), 2025
Haoran Wang
Lian Huai
Wenbin Li
Lei Qi
Xingqun Jiang
Yinghuan Shi
MedIm
309
10
0
06 Mar 2025
SAM-DA: Decoder Adapter for Efficient Medical Domain Adaptation
SAM-DA: Decoder Adapter for Efficient Medical Domain AdaptationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2025
Javier Gamazo Tejero
Moritz Schmid
Pablo Márquez-Neila
M. Zinkernagel
Sebastian Wolf
Raphael Sznitman
MedIm
163
0
0
12 Jan 2025
MambaTrack: Exploiting Dual-Enhancement for Night UAV Tracking
MambaTrack: Exploiting Dual-Enhancement for Night UAV TrackingIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2024
Chunhui Zhang
Li Liu
Hao Wen
Xi Zhou
Yijiao Wang
Mamba
389
8
0
24 Nov 2024
Real-Time Localization and Bimodal Point Pattern Analysis of Palms Using
  UAV Imagery
Real-Time Localization and Bimodal Point Pattern Analysis of Palms Using UAV Imagery
Kangning Cui
Wei Tang
Rongkun Zhu
Manqi Wang
Gregory Larsen
...
Jordan Karubian
Raymond H. Chan
R. Plemmons
Jean-Michel Morel
Miles Silman
148
7
0
14 Oct 2024
On Efficient Variants of Segment Anything Model: A Survey
On Efficient Variants of Segment Anything Model: A SurveyInternational Journal of Computer Vision (IJCV), 2024
Xiaorui Sun
Jing Liu
Mengqi Li
Xiaofeng Zhu
Ping Hu
VLM
445
18
0
07 Oct 2024
SAMEdge: An Edge-cloud Video Analytics Architecture for the Segment
  Anything Model
SAMEdge: An Edge-cloud Video Analytics Architecture for the Segment Anything Model
Rui Lu
Siping Shi
Yanting Liu
Dan Wang
VLM
132
2
0
23 Sep 2024
Image Segmentation in Foundation Model Era: A Survey
Image Segmentation in Foundation Model Era: A Survey
Tianfei Zhou
Fei Zhang
Boyu Chang
Wenguan Wang
Ye Yuan
E. Konukoglu
Daniel Cremers
VLM
387
27
0
23 Aug 2024
GoodSAM++: Bridging Domain and Capacity Gaps via Segment Anything Model
  for Panoramic Semantic Segmentation
GoodSAM++: Bridging Domain and Capacity Gaps via Segment Anything Model for Panoramic Semantic Segmentation
Weiming Zhang
Yexin Liu
Xu Zheng
Lin Wang
VLM
542
8
0
17 Aug 2024
Multi-scale Contrastive Adaptor Learning for Segmenting Anything in
  Underperformed Scenes
Multi-scale Contrastive Adaptor Learning for Segmenting Anything in Underperformed Scenes
Ke Zhou
Zhongwei Qiu
Dongmei Fu
VLM
159
5
0
12 Aug 2024
Interactive 3D Medical Image Segmentation with SAM 2
Interactive 3D Medical Image Segmentation with SAM 2
Chuyun Shen
Wenhao Li
Yuhang Shi
Xiangfeng Wang
VLMMedIm
350
21
0
05 Aug 2024
Strike the Balance: On-the-Fly Uncertainty based User Interactions for
  Long-Term Video Object Segmentation
Strike the Balance: On-the-Fly Uncertainty based User Interactions for Long-Term Video Object SegmentationAsian Conference on Computer Vision (ACCV), 2024
Stéphane Vujasinović
Kamil Dreczkowski
Sebastian Bullinger
Norbert Scherer-Negenborn
Michael Arens
VOS
254
1
0
31 Jul 2024
Segment Anything for Videos: A Systematic Survey
Segment Anything for Videos: A Systematic Survey
Chunhui Zhang
Yawen Cui
Weilin Lin
Guanjie Huang
Yan Rong
Li Liu
Shiguang Shan
VLM
222
11
0
31 Jul 2024
Urban Waterlogging Detection: A Challenging Benchmark and Large-Small
  Model Co-Adapter
Urban Waterlogging Detection: A Challenging Benchmark and Large-Small Model Co-Adapter
Suqi Song
Chenxu Zhang
Peng Zhang
Pengkun Li
Fenglong Song
Lei Zhang
VLM
193
4
0
11 Jul 2024
See Further for Parameter Efficient Fine-tuning by Standing on the
  Shoulders of Decomposition
See Further for Parameter Efficient Fine-tuning by Standing on the Shoulders of Decomposition
Chongjie Si
Xiaokang Yang
Wei Shen
237
12
0
07 Jul 2024
WebUOT-1M: Advancing Deep Underwater Object Tracking with A
  Million-Scale Benchmark
WebUOT-1M: Advancing Deep Underwater Object Tracking with A Million-Scale Benchmark
Chunhui Zhang
Li Liu
Guanjie Huang
Hao Wen
Xi Zhou
Yanfeng Wang
322
21
0
30 May 2024
GoodSAM: Bridging Domain and Capacity Gaps via Segment Anything Model
  for Distortion-aware Panoramic Semantic Segmentation
GoodSAM: Bridging Domain and Capacity Gaps via Segment Anything Model for Distortion-aware Panoramic Semantic Segmentation
Weiming Zhang
Yexin Liu
Xueye Zheng
Lin Wang
217
22
0
25 Mar 2024
Opportunities and challenges in the application of large artificial
  intelligence models in radiology
Opportunities and challenges in the application of large artificial intelligence models in radiology
Liangrui Pan
Zhenyu Zhao
Ying Lu
Kewei Tang
Liyong Fu
Qingchun Liang
Shaoliang Peng
LM&MAMedImAI4CE
225
11
0
24 Mar 2024
A Literature Review of Literature Reviews in Pattern Analysis and
  Machine Intelligence
A Literature Review of Literature Reviews in Pattern Analysis and Machine Intelligence
Penghai Zhao
Shu Zhang
Ming-Ming Cheng
Jian Yang
Xiang Li
360
3
0
20 Feb 2024
IntentTuner: An Interactive Framework for Integrating Human Intents in
  Fine-tuning Text-to-Image Generative Models
IntentTuner: An Interactive Framework for Integrating Human Intents in Fine-tuning Text-to-Image Generative ModelsInternational Conference on Human Factors in Computing Systems (CHI), 2024
Xingchen Zeng
Ziyao Gao
Yilin Ye
Wei Zeng
183
22
0
28 Jan 2024
ClipSAM: CLIP and SAM Collaboration for Zero-Shot Anomaly Segmentation
ClipSAM: CLIP and SAM Collaboration for Zero-Shot Anomaly Segmentation
Shengze Li
Jianjian Cao
Peng Ye
Yuhan Ding
Chongjun Tu
Tao Chen
VLM
330
71
0
23 Jan 2024
MatSAM: Efficient Extraction of Microstructures of Materials via Visual
  Large Model
MatSAM: Efficient Extraction of Microstructures of Materials via Visual Large Model
Changtai Li
Xu Han
Chao Yao
Xiaojuan Ban
188
2
0
11 Jan 2024
ClassWise-SAM-Adapter: Parameter Efficient Fine-tuning Adapts Segment
  Anything to SAR Domain for Semantic Segmentation
ClassWise-SAM-Adapter: Parameter Efficient Fine-tuning Adapts Segment Anything to SAR Domain for Semantic Segmentation
Xinyang Pu
He Jia
Linghao Zheng
Feng Wang
Feng Xu
184
0
0
04 Jan 2024
Promoting Segment Anything Model towards Highly Accurate Dichotomous Image Segmentation
Promoting Segment Anything Model towards Highly Accurate Dichotomous Image Segmentation
Xianjie Liu
Keren Fu
Qijun Zhao
Qijun Zhao
VLM
512
1
0
30 Dec 2023
Large Scale Foundation Models for Intelligent Manufacturing
  Applications: A Survey
Large Scale Foundation Models for Intelligent Manufacturing Applications: A Survey
Haotian Zhang
S. D. Semujju
Zhicheng Wang
Xianwei Lv
Kang Xu
...
Jing Wu
Zhuo Long
Zhicheng Wang
Xiaoguang Ma
Wensheng Liang
UQCVAI4TSAI4CE
301
24
0
11 Dec 2023
Robot Learning in the Era of Foundation Models: A Survey
Robot Learning in the Era of Foundation Models: A Survey
Xuan Xiao
Jiahang Liu
Zhipeng Wang
Yanmin Zhou
Yong Qi
Qian Cheng
Bin He
Shuo Jiang
AI4CELM&Ro
400
47
0
24 Nov 2023
Masking Hyperspectral Imaging Data with Pretrained Models
Masking Hyperspectral Imaging Data with Pretrained ModelsWorkshop on Hyperspectral Image and Signal Processing (WHISPERS), 2023
Elias Arbash
Andréa de Lima Ribeiro
Sam Thiele
Nina Gnann
Behnood Rasti
Margret Fuchs
Pedram Ghamisi
R. Gloaguen
102
5
0
06 Nov 2023
SAM-OCTA: Prompting Segment-Anything for OCTA Image Segmentation
SAM-OCTA: Prompting Segment-Anything for OCTA Image SegmentationBiomedical Signal Processing and Control (BSPC), 2023
Xinrun Chen
Chengliang Wang
Haojian Ning
Shiying Li
Mei Shen
181
11
0
11 Oct 2023
Tree-GPT: Modular Large Language Model Expert System for Forest Remote
  Sensing Image Understanding and Interactive Analysis
Tree-GPT: Modular Large Language Model Expert System for Forest Remote Sensing Image Understanding and Interactive AnalysisThe International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences (ISPRS), 2023
Siqi Du
Shengjun Tang
Weixi Wang
Xiaoming Li
Renzhong Guo
288
11
0
07 Oct 2023
Segment Anything Model is a Good Teacher for Local Feature Learning
Segment Anything Model is a Good Teacher for Local Feature LearningIEEE Transactions on Image Processing (IEEE TIP), 2023
Yongfeng Zhang
Ran Tao
Zach Wood-Doughty
Changwei Wang
Xingxu Xie
Masashi Sugiyama
VLM
361
16
0
29 Sep 2023
SAM-OCTA: A Fine-Tuning Strategy for Applying Foundation Model to OCTA
  Image Segmentation Tasks
SAM-OCTA: A Fine-Tuning Strategy for Applying Foundation Model to OCTA Image Segmentation TasksIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023
Chengliang Wang
Xinrun Chen
Haojian Ning
Shiying Li
139
23
0
21 Sep 2023
AutoProSAM: Automated Prompting SAM for 3D Multi-Organ Segmentation
AutoProSAM: Automated Prompting SAM for 3D Multi-Organ SegmentationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023
Chengyin Li
Prashant Khanduri
Yao Qiang
Rafi Ibn Sultan
I. Chetty
D. Zhu
MedIm
332
22
0
28 Aug 2023
Sparks of Large Audio Models: A Survey and Outlook
Sparks of Large Audio Models: A Survey and Outlook
S. Latif
Moazzam Shoukat
Fahad Shamshad
Muhammad Usama
Yi Ren
...
Wenwu Wang
Xulong Zhang
Roberto Togneri
Xiaoshi Zhong
Björn W. Schuller
LM&MAAuLLM
577
51
0
24 Aug 2023
Foundational Models Defining a New Era in Vision: A Survey and Outlook
Foundational Models Defining a New Era in Vision: A Survey and Outlook
Muhammad Awais
Muzammal Naseer
Salman Khan
Rao Muhammad Anwer
Hisham Cholakkal
M. Shah
Ming-Hsuan Yang
Fahad Shahbaz Khan
VLM
408
151
0
25 Jul 2023
Industrial Segment Anything -- a Case Study in Aircraft Manufacturing,
  Intralogistics, Maintenance, Repair, and Overhaul
Industrial Segment Anything -- a Case Study in Aircraft Manufacturing, Intralogistics, Maintenance, Repair, and Overhaul
Keno Moenck
Arne Wendt
Philipp Prünte
Julian Koch
Arne Sahrhage
...
Falko Kähler
Dirk Holst
Martin Gomse
Thorsten Schuppstuhl
Daniel Schoepflin
VLM
192
7
0
24 Jul 2023
SAMAug: Point Prompt Augmentation for Segment Anything Model
SAMAug: Point Prompt Augmentation for Segment Anything Model
Haixing Dai
Chong Ma
Zhiling Yan
Zheng Liu
Enze Shi
...
Wen Liu
Shijie Zhao
Lichao Sun
Shu Zhang Tianming Liu
Xiang Li
VLM
343
52
0
03 Jul 2023
Review of Large Vision Models and Visual Prompt Engineering
Review of Large Vision Models and Visual Prompt Engineering
Yuan Liu
Zheng Liu
Lin Zhao
Zihao Wu
Chong Ma
...
Bao Ge
Yixuan Yuan
Hongtu Zhu
Tianming Liu
Shu Zhang
VLMLRM
281
207
0
03 Jul 2023
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