Generalist Vision Foundation Models for Medical Imaging: A Case Study of
Segment Anything Model on Zero-Shot Medical Segmentation

Generalist Vision Foundation Models for Medical Imaging: A Case Study of Segment Anything Model on Zero-Shot Medical Segmentation

25 April 2023

Sai Mu Dalike Abaxi

Wu Yuan

Papers citing "Generalist Vision Foundation Models for Medical Imaging: A Case Study of Segment Anything Model on Zero-Shot Medical Segmentation"

12 / 12 papers shown

Title
Can Foundation Models Really Segment Tumors? A Benchmarking Odyssey in Lung CT Imaging Elena Mulero Ayllón Massimiliano Mantegna Linlin Shen Paolo Soda V. Guarrasi M. Tortora 35 0 0 02 May 2025
Towards Universal Text-driven CT Image Segmentation Yuheng Li Yuxiang Lai Maria Thor Deborah Marshall Zachary Buchwald D. Yu Xiaofeng Yang MedIm VLM 59 2 0 08 Mar 2025
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 Mazurowski MedIm VLM 80 14 0 15 Apr 2024
Morphology-Enhanced CAM-Guided SAM for weakly supervised Breast Lesion Segmentation Xin Yue Xiaoling Liu Qing Zhao Jianqiang Li Changwei Song Suqin Liu Zhikai Yang Guanghui Fu MedIm 29 2 0 18 Nov 2023
Leveraging Multimodal Fusion for Enhanced Diagnosis of Multiple Retinal Diseases in Ultra-wide OCTA Hao Wei Peilun Shi Guitao Bai Minqing Zhang Shuangle Li Wu Yuan 21 0 0 17 Nov 2023
Are Natural Domain Foundation Models Useful for Medical Image Classification? Joana Palés Huix Adithya Raju Ganeshan Johan Fredin Haslum Magnus P Soderberg Christos Matsoukas Kevin Smith OOD MedIm VLM 24 30 0 30 Oct 2023
Multi-domain improves out-of-distribution and data-limited scenarios for medical image analysis Ece Ozkan Xavier Boix OOD 28 0 0 10 Oct 2023
TongueSAM: An Universal Tongue Segmentation Model Based on SAM with Zero-Shot Shan Cao Qunsheng Ruan Qingfeng Wu VLM 28 11 0 12 Aug 2023
RefSAM: Efficiently Adapting Segmenting Anything Model for Referring Video Object Segmentation Yonglin Li Jing Zhang Xiao Teng Long Lan VOS VLM 23 17 0 03 Jul 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 34 90 0 14 May 2023
CaraNet: Context Axial Reverse Attention Network for Segmentation of Small Medical Objects Ange Lou Shuyue Guan Hanseok Ko Murray H. Loew 150 193 0 16 Aug 2021
TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation Yundong Zhang Huiye Liu Qiang Hu ViT MedIm 206 891 0 16 Feb 2021