Medical SAM Adapter: Adapting Segment Anything Model for Medical Image Segmentation

25 April 2023

Yanwu Xu

Papers citing "Medical SAM Adapter: Adapting Segment Anything Model for Medical Image Segmentation"

50 / 78 papers shown

Title
Recent Advances in Medical Imaging Segmentation: A Survey Fares Bougourzi Abdenour Hadid OOD 44 0 0 14 May 2025
Promoting SAM for Camouflaged Object Detection via Selective Key Point-based Guidance Guoying Liang Su Yang 29 0 0 14 May 2025
Parameter-Efficient Fine-Tuning of Vision Foundation Model for Forest Floor Segmentation from UAV Imagery Mohammad Wasil Ahmad Drak Brennan Penfold Ludovico Scarton Maximilian Johenneken Alexander Asteroth Sebastian Houben 21 0 0 13 May 2025
Leveraging Segment Anything Model for Source-Free Domain Adaptation via Dual Feature Guided Auto-Prompting Zheang Huai Hui Tang Yi Li Zhengzhang Chen Xiaomeng Li VLM 33 0 0 13 May 2025
Semantic-Guided Diffusion Model for Single-Step Image Super-Resolution Zihang Liu Zhenyu Zhang Hao Tang 34 0 0 11 May 2025
Causal Prompt Calibration Guided Segment Anything Model for Open-Vocabulary Multi-Entity Segmentation Wenwen Qiang Jianqi Zhang Jingyao Wang Changwen Zheng VLM 37 0 0 10 May 2025
BrainSegDMlF: A Dynamic Fusion-enhanced SAM for Brain Lesion Segmentation Haozhao Wang Yifeng Wu Huimin Huang Hongtao Wu Jia-Xuan Jiang ... Hao Zheng Xian Wu Yefeng Zheng Jinping Xu Jing Cheng MedIm 34 0 0 09 May 2025
Mix-QSAM: Mixed-Precision Quantization of the Segment Anything Model Navin Ranjan Andreas E. Savakis MQ VLM 68 0 0 08 May 2025
Accelerating Volumetric Medical Image Annotation via Short-Long Memory SAM 2 Yuwen Chen Zafer Yildiz Qihang Li Yaqian Chen Haoyu Dong Hanxue Gu N. Konz Maciej Mazurowski MedIm VLM 44 0 0 03 May 2025
RadSAM: Segmenting 3D radiological images with a 2D promptable model Julien Khlaut Elodie Ferreres Daniel Tordjman Hélène Philippe Tom Boeken Pierre Manceron Corentin Dancette MedIm VLM 52 0 0 29 Apr 2025
SAM-Guided Robust Representation Learning for One-Shot 3D Medical Image Segmentation Jia Wang Yunan Mei Jiarui Liu Xin Fan 44 0 0 29 Apr 2025
Federated Client-tailored Adapter for Medical Image Segmentation Guyue Hu Siyuan Song Yukun Kang Z. Yin Gangming Zhao Chenglong Li Jin Tang FedML MedIm 206 0 0 25 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 28 0 0 17 Apr 2025
DC-SAM: In-Context Segment Anything in Images and Videos via Dual Consistency Mengshi Qi Pengfei Zhu Xianrui Li Xiaoyang Bi Lu Qi Huadong Ma Ming Yang VOS VLM 51 0 0 16 Apr 2025
BiPrompt-SAM: Enhancing Image Segmentation via Explicit Selection between Point and Text Prompts Suzhe Xu Jialin Peng Chengyuan Zhang VLM 54 0 0 25 Mar 2025
PG-SAM: Prior-Guided SAM with Medical for Multi-organ Segmentation Yiheng Zhong Zihong Luo Chengzhi Liu Feilong Tang Zelin Peng Ming Hu Y. Hu Jionglong Su Zongyuan Geand Imran Razzak MedIm 62 0 0 23 Mar 2025
Customized SAM 2 for Referring Remote Sensing Image Segmentation Fu Rong Meng Lan Qian Zhang Lefei Zhang 47 0 0 10 Mar 2025
MemorySAM: Memorize Modalities and Semantics with Segment Anything Model 2 for Multi-modal Semantic Segmentation Chenfei Liao Xu Zheng Yuanhuiyi Lyu Haiwei Xue Yihong Cao Jiawen Wang Kailun Yang Xuming Hu VLM 66 6 0 09 Mar 2025
Improving SAM for Camouflaged Object Detection via Dual Stream Adapters Jiaming Liu Linghe Kong Guihai Chen 73 0 0 08 Mar 2025
GBT-SAM: Adapting a Foundational Deep Learning Model for Generalizable Brain Tumor Segmentation via Efficient Integration of Multi-Parametric MRI Data Cecilia Diana-Albelda Roberto Alcover-Couso Álvaro García-Martín Jesús Bescós Marcos Escudero-Viñolo 42 1 0 06 Mar 2025
Semantic Prior Distillation with Vision Foundation Model for Enhanced Rapid Bone Scintigraphy Image Restoration Pengchen Liang Leijun Shi Huiping Yao Bin Pu Jianguo Chen ... Z. Chen Zhaozhao Xu Lite Xu Qing Chang Yiwei Li 77 0 0 04 Mar 2025
UrbanSAM: Learning Invariance-Inspired Adapters for Segment Anything Models in Urban Construction Chenyu Li Danfeng Hong Bing Zhang Yuxuan Li Gustau Camps-Valls X. Zhu J. Chanussot 66 1 0 24 Feb 2025
Vision Foundation Models in Medical Image Analysis: Advances and Challenges Pengchen Liang Bin Pu Haishan Huang Yiwei Li Haoran Wang Weibo Ma Qing Chang VLM MedIm 106 0 0 24 Feb 2025
FunduSAM: A Specialized Deep Learning Model for Enhanced Optic Disc and Cup Segmentation in Fundus Images Jinchen Yu Yongwei Nie Fei Qi Wenxiong Liao Hongmin Cai MedIm 59 0 0 10 Feb 2025
Self-Prompt SAM: Medical Image Segmentation via Automatic Prompt SAM Adaptation Bin Xie Hao Tang Dawen Cai Yan Yan Gady Agam MedIm VLM 64 1 0 02 Feb 2025
SpineFM: Leveraging Foundation Models for Automatic Spine X-ray Segmentation Samuel J. Simons Bartłomiej W. Papież MedIm 100 0 0 28 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 105 18 0 17 Jan 2025
Kolmogorov-Arnold Network for Remote Sensing Image Semantic Segmentation Xianping Ma Ziyao Wang Yin Hu Xiaokang Zhang Man-On Pun 46 0 0 13 Jan 2025
EchoONE: Segmenting Multiple echocardiography Planes in One Model Jiongtong Hu Wei Zhuo Jun Cheng Yingying Liu Wufeng Xue Dong Ni 87 1 0 04 Dec 2024
vesselFM: A Foundation Model for Universal 3D Blood Vessel Segmentation Bastian Wittmann Yannick Wattenberg Tamaz Amiranashvili Suprosanna Shit Bjoern H. Menze 86 3 0 26 Nov 2024
Transferable Adversarial Attacks on SAM and Its Downstream Models Song Xia Wenhan Yang Yi Yu Xun Lin Henghui Ding Lingyu Duan Xudong Jiang AAML SILM 63 6 0 26 Oct 2024
DA-Ada: Learning Domain-Aware Adapter for Domain Adaptive Object Detection Yiming Li Rui Zhang Hantao Yao X. Zhang Yifan Hao Xinkai Song Xiaqing Li Yongwei Zhao Ling Li Yunji Chen ObjD VLM 34 3 0 11 Oct 2024
Generalizing Segmentation Foundation Model Under Sim-to-real Domain-shift for Guidewire Segmentation in X-ray Fluoroscopy Yuxuan Wen Evgenia Roussinova Olivier Brina Paolo Machi Mohamed Bouri OOD MedIm 23 1 0 09 Oct 2024
CAD: Memory Efficient Convolutional Adapter for Segment Anything Joohyeok Kim Joonhyeon Song Seohwan Yun Seongho Yoon Sangmin Lee 31 1 0 24 Sep 2024
PointSAM: Pointly-Supervised Segment Anything Model for Remote Sensing Images Nanqing Liu Xun Xu Yongyi Su Haojie Zhang Heng-Chao Li VLM 43 14 0 20 Sep 2024
Swin-LiteMedSAM: A Lightweight Box-Based Segment Anything Model for Large-Scale Medical Image Datasets Ruochen Gao Donghang Lyu Marius Staring VLM MedIm 39 3 0 11 Sep 2024
DARES: Depth Anything in Robotic Endoscopic Surgery with Self-supervised Vector-LoRA of the Foundation Model Mona Sheikh Zeinoddin Chiara Lena Jiongqi Qu Luca Carlini Mattia Magro ... E. Mazomenos Daniel C. Alexander Danail Stoyanov Matthew J. Clarkson Mobarakol Islam 34 1 0 30 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 54 5 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 53 14 0 15 Aug 2024
Snuffy: Efficient Whole Slide Image Classifier Hossein Jafarinia Alireza Alipanah Danial Hamdi Saeed Razavi Nahal Mirzaie M. Rohban 3DH 50 1 0 15 Aug 2024
CC-SAM: SAM with Cross-feature Attention and Context for Ultrasound Image Segmentation Shreyank N. Gowda David A. Clifton MedIm 31 1 0 31 Jul 2024
A Federated Learning-Friendly Approach for Parameter-Efficient Fine-Tuning of SAM in 3D Segmentation Mothilal Asokan Difei Gao Joya Chen Mike Zheng Shou FedML MedIm 39 1 0 31 Jul 2024
Efficient In-Context Medical Segmentation with Meta-driven Visual Prompt Selection Chenwei Wu David Restrepo Zitao Shuai Zhongming Liu Liyue Shen VLM 41 1 0 15 Jul 2024
SAM Fewshot Finetuning for Anatomical Segmentation in Medical Images Weiyi Xie Nathalie Willems Shubham Patil Yang Li Mayank Kumar 54 13 0 05 Jul 2024
Embedded Visual Prompt Tuning Wenqiang Zu Shenghao Xie Qing Zhao Guoqi Li Lei Ma VLM MedIm 54 9 0 01 Jul 2024
Open-Vocabulary X-ray Prohibited Item Detection via Fine-tuning CLIP Shuyang Lin Tong Jia Hao Wang Bowen Ma Mingyuan Li Dongyue Chen VLM ObjD 41 0 0 16 Jun 2024
SAM3D: Zero-Shot Semi-Automatic Segmentation in 3D Medical Images with the Segment Anything Model Trevor J. Chan Aarush Sahni Jie Li Alisha Luthra Amy Fang Alison Pouch C. Rajapakse MedIm VLM 35 1 0 10 May 2024
UnSAMFlow: Unsupervised Optical Flow Guided by Segment Anything Model Shuai Yuan Lei Luo Zhuo Hui Can Pu Xiaoyu Xiang Rakesh Ranjan D. Demandolx 32 4 0 04 May 2024
MAS-SAM: Segment Any Marine Animal with Aggregated Features Tianyu Yan Zifu Wan Xinhao Deng Pingping Zhang Yang Liu Huchuan Lu 29 6 0 24 Apr 2024
Ultrasound SAM Adapter: Adapting SAM for Breast Lesion Segmentation in Ultrasound Images Zhengzheng Tu Le Gu Xixi Wang Bo Jiang MedIm 46 3 0 23 Apr 2024