Self-Prompting Large Vision Models for Few-Shot Medical Image Segmentation

15 August 2023

Qi Wu

Papers citing "Self-Prompting Large Vision Models for Few-Shot Medical Image Segmentation"

23 / 23 papers shown

Title
Prompt-Tuning SAM: From Generalist to Specialist with only 2048 Parameters and 16 Training Images Tristan Piater Björn Barz Alexander Freytag VLM MedIm 55 0 0 23 Apr 2025
SurgiSAM2: Fine-tuning a foundational model for surgical video anatomy segmentation and detection Devanish N. Kamtam Joseph B. Shrager Satya Deepya Malla Xiaohan Wang Nicole Lin Juan J. Cardona Serena Yeung-Levy Clarence Hu VLM 50 0 0 05 Mar 2025
PGP-SAM: Prototype-Guided Prompt Learning for Efficient Few-Shot Medical Image Segmentation Zhonghao Yan Zijin Yin Tianyu Lin Xiangzhu Zeng Kongming Liang Zhanyu Ma VLM MedIm 49 0 0 12 Jan 2025
Is Segment Anything Model 2 All You Need for Surgery Video Segmentation? A Systematic Evaluation Cheng Yuan Jian Jiang Kunyi Yang Lv Wu Rui Wang ... Yifan Zhou Wanli Song H. Wang Qi Dou Yutong Ban 23 1 0 03 Jan 2025
MapSAM: Adapting Segment Anything Model for Automated Feature Detection in Historical Maps Xue Xia Daiwei Zhang Wenxuan Song Wei Huang L. Hurni AI4TS VLM 16 0 0 11 Nov 2024
A versatile machine learning workflow for high-throughput analysis of supported metal catalyst particles A. Genç Justin Marlowe Anika Jalil L. Kovarik Phillip Christopher 27 1 0 02 Oct 2024
Towards Full-parameter and Parameter-efficient Self-learning For Endoscopic Camera Depth Estimation Shuting Zhao Chenkang Du Kristin Qi Xinrong Chen Xinhan Di MDE 32 0 0 01 Oct 2024
Automating MedSAM by Learning Prompts with Weak Few-Shot Supervision Mélanie Gaillochet Christian Desrosiers H. Lombaert VLM MedIm 27 1 0 30 Sep 2024
MedCLIP-SAMv2: Towards Universal Text-Driven Medical Image Segmentation Taha Koleilat Hojat Asgariandehkordi H. Rivaz Yiming Xiao MedIm VLM 36 6 0 28 Sep 2024
Sam2Rad: A Segmentation Model for Medical Images with Learnable Prompts Assefa Seyoum Wahd B. Felfeliyan Yuyue Zhou Shrimanti Ghosh Adam McArthur Jiechen Zhang Jacob L. Jaremko A. Hareendranathan VLM MedIm 35 1 0 10 Sep 2024
Biomedical SAM 2: Segment Anything in Biomedical Images and Videos Zhiling Yan Weixiang Sun Rong-Er Zhou Zhengqing Yuan Kai Zhang ... Tianming Liu Quanzheng Li Xiang Li Lifang He L. Sun VLM MedIm 22 9 0 06 Aug 2024
CycleSAM: One-Shot Surgical Scene Segmentation using Cycle-Consistent Feature Matching to Prompt SAM Aditya Murali Pietro Mascagni Didier Mutter N. Padoy VLM MedIm 40 3 0 09 Jul 2024
EndoDAC: Efficient Adapting Foundation Model for Self-Supervised Depth Estimation from Any Endoscopic Camera Beilei Cui Mobarakol Islam Long Bai An-Chi Wang Hongliang Ren MedIm 28 14 0 14 May 2024
Auto-Generating Weak Labels for Real & Synthetic Data to Improve Label-Scarce Medical Image Segmentation Tanvi Deshpande Eva Prakash E. Ross C. Langlotz Andrew Ng Jeya Maria Jose Valanarasu MedIm SyDa VLM 23 1 0 25 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 Mazurowski MedIm VLM 72 10 0 15 Apr 2024
CAT-SAM: Conditional Tuning for Few-Shot Adaptation of Segment Anything Model Aoran Xiao Weihao Xuan Heli Qi Yun Xing Ruijie Ren Xiaoqin Zhang Ling Shao Shijian Lu VLM MLLM 33 10 0 06 Feb 2024
SAM-based instance segmentation models for the automation of structural damage detection Zehao Ye Lucy Lovell A. Faramarzi Jelena Ninić 16 12 0 27 Jan 2024
Surgical-DINO: Adapter Learning of Foundation Models for Depth Estimation in Endoscopic Surgery Beilei Cui Mobarakol Islam Long Bai Hongliang Ren MedIm 21 36 0 11 Jan 2024
SqueezeSAM: User friendly mobile interactive segmentation Bala Varadarajan Bilge Soran Forrest N. Iandola Xiaoyu Xiang Yunyang Xiong Lemeng Wu Chenchen Zhu Raghuraman Krishnamoorthi Vikas Chandra VLM 11 2 0 11 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 49 55 0 16 Sep 2023
Customized Segment Anything Model for Medical Image Segmentation Kaiwen Zhang Dong Liu MedIm VLM 95 276 0 26 Apr 2023
MetaMedSeg: Volumetric Meta-learning for Few-Shot Organ Segmentation A. Makarevich Azade Farshad Vasileios Belagiannis Nassir Navab 37 10 0 18 Sep 2021
Zero-Shot Text-to-Image Generation Aditya A. Ramesh Mikhail Pavlov Gabriel Goh Scott Gray Chelsea Voss Alec Radford Mark Chen Ilya Sutskever VLM 253 4,735 0 24 Feb 2021