Title
From Semantic To Instance: A Semi-Self-Supervised Learning Approach Keyhan Najafian F. Maleki Lingling Jin Ian Stavness ISeg 41 0 0 19 Jun 2025
Foundation Models in Medical Imaging -- A Review and Outlook Vivien van Veldhuizen Vanessa Botha C. Lu Melis Erdal Cesur Kevin Groot Lipman ... Cees Snoek Lodewyk Wessels Ritse Mann Eric Marcus Jonas Teuwen MedIm VLM AI4CE 104 0 0 10 Jun 2025
TAGS: 3D Tumor-Adaptive Guidance for SAM Sirui Li Linkai Peng Zheyuan Zhang Gorkem Durak Ulas Bagci MedIm VLM 216 0 0 21 May 2025
Prompt-Tuning SAM: From Generalist to Specialist with only 2048 Parameters and 16 Training Images Tristan Piater Björn Barz Alexander Freytag VLM MedIm 141 0 0 23 Apr 2025
Putting the Segment Anything Model to the Test with 3D Knee MRI - A Comparison with State-of-the-Art Performance Oliver Mills Philip G. Conaghan Nishant Ravikumar Samuel D. Relton MedIm 131 0 0 17 Apr 2025
VesselSAM: Leveraging SAM for Aortic Vessel Segmentation with AtrousLoRA Adnan Iltaf Rayan Merghani Ahmed Bin Li Bin Li Shoujun Zhou 161 0 0 25 Feb 2025
Surgical Scene Understanding in the Era of Foundation AI Models: A Comprehensive Review Ufaq Khan Umair Nawaz A. Qayyum Shazad Ashraf Muhammad Bilal Junaid Qadir 150 0 0 24 Feb 2025
Few-Shot Adaptation of Training-Free Foundation Model for 3D Medical Image Segmentation Xingxin He Yifan Hu Zhaoye Zhou Mohamed Jarraya Fang Liu VLM MedIm 113 2 0 17 Jan 2025
A Comprehensive Survey of Foundation Models in Medicine Wasif Khan Seowung Leem Kyle B. See Joshua K. Wong Shaoting Zhang R. Fang AI4CE LM&MA VLM 302 27 0 17 Jan 2025
CellPilot Philipp Endres Valentin Koch Julia A. Schnabel Carsten Marr VLM MedIm 123 0 0 23 Nov 2024
ITACLIP: Boosting Training-Free Semantic Segmentation with Image, Text, and Architectural Enhancements M. Arda Aydın Efe Mert Çırpar Elvin Abdinli Gözde B. Ünal Y. Sahin VLM 293 1 0 18 Nov 2024
On Efficient Variants of Segment Anything Model: A Survey Xiaorui Sun Jing Liu Jikang Cheng Xiaofeng Zhu Ping Hu VLM 162 7 0 07 Oct 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 112 7 0 12 Aug 2024
Interactive 3D Medical Image Segmentation with SAM 2 Chuyun Shen Wenhao Li Yuhang Shi Xiangfeng Wang VLM MedIm 119 15 0 05 Aug 2024
Efficient In-Context Medical Segmentation with Meta-driven Visual Prompt Selection Chenwei Wu David Restrepo Zitao Shuai Zhongming Liu Liyue Shen VLM 82 1 0 15 Jul 2024
PFPs: Prompt-guided Flexible Pathological Segmentation for Diverse Potential Outcomes Using Large Vision and Language Models Can Cui Ruining Deng Junlin Guo Quan Liu Tianyuan Yao Haichun Yang Yuankai Huo VLM MedIm 75 1 0 13 Jul 2024
Foundational Models for Pathology and Endoscopy Images: Application for Gastric Inflammation H. Kerdegari Kyle Higgins Dennis Veselkov I. Laponogov I. Poļaka ... Junior Andrea Pescino M. Leja M. Dinis-Ribeiro T. F. Kanonnikoff Kirill Veselkov 122 5 0 26 Jun 2024
Does SAM dream of EIG? Characterizing Interactive Segmenter Performance using Expected Information Gain Kuan-I Chung Daniel Moyer VLM 62 0 0 24 Apr 2024
How to build the best medical image segmentation algorithm using foundation models: a comprehensive empirical study with Segment Anything Model Han Gu Haoyu Dong Jichen Yang Maciej A. Mazurowski MedIm VLM 160 21 0 15 Apr 2024
AlignZeg: Mitigating Objective Misalignment for Zero-shot Semantic Segmentation Jiannan Ge Lingxi Xie Hongtao Xie Pandeng Li Xiaopeng Zhang Yongdong Zhang Qi Tian VLM 106 3 0 08 Apr 2024
Segment Any Medical Model Extended Yihao Liu Jiaming Zhang Andres Diaz-Pinto Haowei Li A. Martin-Gomez Amir Kheradmand Mehran Armand VLM MedIm 73 8 0 26 Mar 2024
Towards a Comprehensive, Efficient and Promptable Anatomic Structure Segmentation Model using 3D Whole-body CT Scans Heng Guo Jianfeng Zhang Jiaxing Huang Tony C. W. Mok Dazhou Guo Ke Yan Le Lu Dakai Jin Minfeng Xu MedIm 33 6 0 22 Mar 2024
A Simple-but-effective Baseline for Training-free Class-Agnostic Counting Yuhao Lin Hai-Ming Xu Lingqiao Liu Javen Qinfeng Shi 120 1 0 03 Mar 2024
SAGD: Boundary-Enhanced Segment Anything in 3D Gaussian via Gaussian Decomposition Xu Hu Yuxi Wang Lue Fan Junsong Fan Junran Peng Zhen Lei Qing Li Zhaoxiang Zhang Zhaoxiang Zhang 3DGS 199 9 0 31 Jan 2024
TriSAM: Tri-Plane SAM for zero-shot cortical blood vessel segmentation in VEM images Jia Wan Wanhua Li Jason Ken Adhinarta Atmadeep Banerjee Evelina Sjostedt Jingpeng Wu J. Lichtman Hanspeter Pfister D. Wei 105 8 0 25 Jan 2024
Segment Any Cell: A SAM-based Auto-prompting Fine-tuning Framework for Nuclei Segmentation Saiyang Na Yuzhi Guo Feng Jiang Hehuan Ma Junzhou Huang VLM MedIm 91 16 0 24 Jan 2024
AI-SAM: Automatic and Interactive Segment Anything Model Yimu Pan Sitao Zhang Alison D. Gernand Jeffery A. Goldstein J. Z. Wang VLM 68 4 0 05 Dec 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 134 63 0 16 Sep 2023
SAMedOCT: Adapting Segment Anything Model (SAM) for Retinal OCT Botond Fazekas José Morano Dmitrii Lachinov Guilherme Aresta Hrvoje Bogunović MedIm 65 8 0 18 Aug 2023
SurgicalSAM: Efficient Class Promptable Surgical Instrument Segmentation Wenxi Yue Jing Zhang Kun Hu Yong-quan Xia Jiebo Luo Zhiyong Wang VLM MedIm 98 74 0 17 Aug 2023
Self-Prompting Large Vision Models for Few-Shot Medical Image Segmentation Qi Wu Yuyao Zhang Marawan Elbatel VLM MedIm 79 36 0 15 Aug 2023
AdaptiveSAM: Towards Efficient Tuning of SAM for Surgical Scene Segmentation Jay N. Paranjape Nithin Gopalakrishnan Nair S. Sikder S. Vedula Vishal M. Patel MedIm 84 44 0 07 Aug 2023
A Survey of Deep Learning in Sports Applications: Perception, Comprehension, and Decision Zhonghan Zhao Wenhao Chai Shengyu Hao Wenhao Hu Guanhong Wang Shidong Cao Min-Gyoo Song Lei Li Gaoang Wang 138 18 0 07 Jul 2023
Parameter-Efficient Fine-Tuning for Medical Image Analysis: The Missed Opportunity Raman Dutt Linus Ericsson Pedro Sanchez Sotirios A. Tsaftaris Timothy M. Hospedales MedIm 141 55 0 14 May 2023
A Comprehensive Survey on Segment Anything Model for Vision and Beyond Chunhui Zhang Li Liu Yawen Cui Guanjie Huang Weilin Lin Yiqian Yang Yuehong Hu VLM 102 101 0 14 May 2023
Medical SAM Adapter: Adapting Segment Anything Model for Medical Image Segmentation Junde Wu Rao Fu Yuanpei Liu Huihui Fang Zhao-Yang Wang Yanwu Xu Yueming Jin VLM MedIm 213 509 0 25 Apr 2023
Segment Anything in 3D with Radiance Fields Jiazhong Cen Jiemin Fang Zanwei Zhou Chen Yang Lingxi Xie Xiaopeng Zhang Wei Shen Qi Tian 140 44 0 24 Apr 2023
Input Augmentation with SAM: Boosting Medical Image Segmentation with Segmentation Foundation Model Yizhe Zhang Tao Zhou Shuo Wang Peixian Liang Da Chen MedIm VLM 134 86 0 22 Apr 2023
Segment Anything Model for Medical Image Analysis: an Experimental Study Maciej A. Mazurowski Haoyu Dong Han Gu Jichen Yang Nicholas Konz Yixin Zhang MedIm VLM 136 516 0 20 Apr 2023
Any-to-Any Style Transfer: Making Picasso and Da Vinci Collaborate Songhua Liu Jingwen Ye Xinchao Wang DiffM 101 18 0 19 Apr 2023
When SAM Meets Medical Images: An Investigation of Segment Anything Model (SAM) on Multi-phase Liver Tumor Segmentation Chuanfei Hu Tianyi Xia Shenghong Ju Xinde Li MedIm VLM 89 78 0 17 Apr 2023
Can SAM Segment Polyps? Tao Zhou Yizhe Zhang Yi Zhou Ye Wu Chen Gong MedIm 82 68 0 15 Apr 2023