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A Comprehensive Survey on Segment Anything Model for Vision and Beyond

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

50 / 70 papers shown
Title
UncertainSAM: Fast and Efficient Uncertainty Quantification of the Segment Anything Model
UncertainSAM: Fast and Efficient Uncertainty Quantification of the Segment Anything Model
T. Kaiser
Thomas Norrenbrock
Bodo Rosenhahn
39
0
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 Tracking
Chunhui Zhang
Li Liu
Jialin Gao
Xin Sun
Hao Wen
Xi Zhou
Shiming Ge
Y. Wang
33
0
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
56
0
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
50
0
0
17 Mar 2025
WeakMedSAM: Weakly-Supervised Medical Image Segmentation via SAM with Sub-Class Exploration and Prompt Affinity Mining
Haoran Wang
Lian Huai
Wenbin Li
Lei Qi
Xingqun Jiang
Yinghuan Shi
MedIm
50
1
0
06 Mar 2025
SAM-DA: Decoder Adapter for Efficient Medical Domain Adaptation
SAM-DA: Decoder Adapter for Efficient Medical Domain Adaptation
Javier Gamazo Tejero
Moritz Schmid
Pablo Márquez-Neila
M. Zinkernagel
Sebastian Wolf
Raphael Sznitman
MedIm
29
0
0
12 Jan 2025
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
20
0
0
14 Oct 2024
On Efficient Variants of Segment Anything Model: A Survey
On Efficient Variants of Segment Anything Model: A Survey
Xiaorui Sun
J. Liu
H. Shen
Xiaofeng Zhu
Ping Hu
VLM
40
4
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
14
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
38
4
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
29
5
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
19
1
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
VLM
MedIm
23
11
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 Segmentation
Stéphane Vujasinović
Kamil Dreczkowski
Sebastian Bullinger
Norbert Scherer-Negenborn
Michael Arens
VOS
17
0
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
31
6
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
18
0
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
25
4
0
07 Jul 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
31
10
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&MA
MedIm
AI4CE
27
5
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
Xin Zhang
Ming-Ming Cheng
Jian Yang
Xiang Li
16
1
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 Models
Xingchen Zeng
Ziyao Gao
Yilin Ye
Wei Zeng
12
12
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
9
6
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
15
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
6
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
14
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
Wensheng Liang
Xiaoguang Ma
Ruiyan Zhuang
UQCV
AI4TS
AI4CE
25
4
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
AI4CE
LM&Ro
10
25
0
24 Nov 2023
Masking Hyperspectral Imaging Data with Pretrained Models
Masking Hyperspectral Imaging Data with Pretrained Models
Elias Arbash
Andréa de Lima Ribeiro
Sam Thiele
Nina Gnann
Behnood Rasti
Margret Fuchs
Pedram Ghamisi
R. Gloaguen
6
4
0
06 Nov 2023
SAM-OCTA: Prompting Segment-Anything for OCTA Image Segmentation
SAM-OCTA: Prompting Segment-Anything for OCTA Image Segmentation
Xinrun Chen
Chengliang Wang
Haojian Ning
Shiying Li
Mei Shen
10
5
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 Analysis
Siqi Du
Shengjun Tang
Weixi Wang
Xiaoming Li
Renzhong Guo
19
7
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 Learning
Jindong Wang
Ran Tao
Zach Wood-Doughty
Changwei Wang
Xingxu Xie
Masashi Sugiyama
VLM
15
4
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 Tasks
Chengliang Wang
Xinrun Chen
Haojian Ning
Shiying Li
16
7
0
21 Sep 2023
AutoProSAM: Automated Prompting SAM for 3D Multi-Organ Segmentation
AutoProSAM: Automated Prompting SAM for 3D Multi-Organ Segmentation
Chengyin Li
Prashant Khanduri
Yao Qiang
Rafi Ibn Sultan
I. Chetty
D. Zhu
MedIm
60
13
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
Erik Cambria
Björn W. Schuller
LM&MA
AuLLM
21
36
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 Yang
F. Khan
VLM
13
116
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
16
6
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
...
W. Liu
Quanzheng Li
Lichao Sun
Shu Zhang Tianming Liu
Xiang Li
VLM
23
28
0
03 Jul 2023
Review of Large Vision Models and Visual Prompt Engineering
Review of Large Vision Models and Visual Prompt Engineering
Jiaqi Wang
Zheng Liu
Lin Zhao
Zihao Wu
Chong Ma
...
Bao Ge
Yixuan Yuan
Dinggang Shen
Tianming Liu
Shu Zhang
VLM
LRM
42
141
0
03 Jul 2023
Detect Any Deepfakes: Segment Anything Meets Face Forgery Detection and
  Localization
Detect Any Deepfakes: Segment Anything Meets Face Forgery Detection and Localization
Ying-Hsiu Lai
Zhiming Luo
Zitong Yu
CVBM
12
20
0
29 Jun 2023
Temporally-Extended Prompts Optimization for SAM in Interactive Medical
  Image Segmentation
Temporally-Extended Prompts Optimization for SAM in Interactive Medical Image Segmentation
Chuyun Shen
Wenhao Li
Ya-Qin Zhang
Xiangfeng Wang
VLM
LLMAG
MedIm
8
6
0
15 Jun 2023
SAD: Segment Any RGBD
SAD: Segment Any RGBD
Jun Cen
Yizhe Wu
Kewei Wang
Xingyi Li
Jingkang Yang
Yixuan Pei
Lingdong Kong
Ziwei Liu
Qifeng Chen
14
13
0
23 May 2023
Leaf Only SAM: A Segment Anything Pipeline for Zero-Shot Automated Leaf
  Segmentation
Leaf Only SAM: A Segment Anything Pipeline for Zero-Shot Automated Leaf Segmentation
Dominic Williams
Fraser Macfarlane
Avril Britten
VLM
AI4TS
67
24
0
16 May 2023
A Survey on Segment Anything Model (SAM): Vision Foundation Model Meets
  Prompt Engineering
A Survey on Segment Anything Model (SAM): Vision Foundation Model Meets Prompt Engineering
Chaoning Zhang
Fachrina Dewi Puspitasari
Sheng Zheng
Chenghao Li
Yu Qiao
...
Caiyan Qin
François Rameau
Lik-Hang Lee
Sung-Ho Bae
Choong Seon Hong
VLM
76
61
0
12 May 2023
Caption Anything: Interactive Image Description with Diverse Multimodal
  Controls
Caption Anything: Interactive Image Description with Diverse Multimodal Controls
Teng Wang
Jinrui Zhang
Junjie Fei
Hao Zheng
Yunlong Tang
Zhe Li
Mingqi Gao
Shanshan Zhao
MLLM
96
81
0
04 May 2023
SAMRS: Scaling-up Remote Sensing Segmentation Dataset with Segment
  Anything Model
SAMRS: Scaling-up Remote Sensing Segmentation Dataset with Segment Anything Model
Di Wang
Jing Zhang
Bo Du
Minqiang Xu
Lin Liu
Dacheng Tao
L. Zhang
109
71
0
03 May 2023
AV-SAM: Segment Anything Model Meets Audio-Visual Localization and
  Segmentation
AV-SAM: Segment Anything Model Meets Audio-Visual Localization and Segmentation
Shentong Mo
Yapeng Tian
VLM
76
47
0
03 May 2023
An Alternative to WSSS? An Empirical Study of the Segment Anything Model
  (SAM) on Weakly-Supervised Semantic Segmentation Problems
An Alternative to WSSS? An Empirical Study of the Segment Anything Model (SAM) on Weakly-Supervised Semantic Segmentation Problems
Weixuan Sun
Zheyuan Liu
Yanhao Zhang
Yiran Zhong
Nick Barnes
VLM
66
20
0
02 May 2023
Scalable Mask Annotation for Video Text Spotting
Scalable Mask Annotation for Video Text Spotting
Haibin He
Jing Zhang
Mengyang Xu
Juhua Liu
Bo Du
Dacheng Tao
87
13
0
02 May 2023
Polyp-SAM: Transfer SAM for Polyp Segmentation
Polyp-SAM: Transfer SAM for Polyp Segmentation
Yuheng Li
Mingzhe Hu
Xiaofeng Yang
MedIm
153
74
0
29 Apr 2023
Segment Anything Model (SAM) Meets Glass: Mirror and Transparent Objects
  Cannot Be Easily Detected
Segment Anything Model (SAM) Meets Glass: Mirror and Transparent Objects Cannot Be Easily Detected
Dongsheng Han
Chaoning Zhang
Yu Qiao
Maryam Qamar
Yuna Jung
Seungkyu Lee
Sung-Ho Bae
Choong Seon Hong
VLM
74
36
0
29 Apr 2023
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