Exploring Transfer Learning in Medical Image Segmentation using
Vision-Language Models

Exploring Transfer Learning in Medical Image Segmentation using Vision-Language Models

15 August 2023

Prasiddha Bhandari

Safal Thapaliya

Papers citing "Exploring Transfer Learning in Medical Image Segmentation using Vision-Language Models"

18 / 18 papers shown

Title
Adversarial Robustness Analysis of Vision-Language Models in Medical Image Segmentation Anjila Budathoki Manish Dhakal AAML 26 0 0 05 May 2025
STPNet: Scale-aware Text Prompt Network for Medical Image Segmentation Dandan Shan Zihan Li Yunxiang Li Qingde Li Jie Tian Qingqi Hong MedIm 33 0 0 02 Apr 2025
Few-shot Structure-Informed Machinery Part Segmentation with Foundation Models and Graph Neural Networks Michael Schwingshackl Fabio Francisco Oberweger Markus Murschitz 44 1 0 20 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 95 16 0 17 Jan 2025
BiomedCLIP: a multimodal biomedical foundation model pretrained from fifteen million scientific image-text pairs Sheng Zhang Yanbo Xu Naoto Usuyama Hanwen Xu J. Bagga ... Carlo Bifulco M. Lungren Tristan Naumann Sheng Wang Hoifung Poon LM&MA MedIm 151 191 0 10 Jan 2025
Language-guided Medical Image Segmentation with Target-informed Multi-level Contrastive Alignments Mingjian Li Mingyuan Meng Shuchang Ye David Dagan Feng Lei Bi Jinman Kim 82 0 0 18 Dec 2024
TuneVLSeg: Prompt Tuning Benchmark for Vision-Language Segmentation Models Rabin Adhikari Safal Thapaliya Manish Dhakal Bishesh Khanal MLLM VLM 19 0 0 07 Oct 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
VLSM-Adapter: Finetuning Vision-Language Segmentation Efficiently with Lightweight Blocks Manish Dhakal Rabin Adhikari Safal Thapaliya Bishesh Khanal VLM 19 3 0 10 May 2024
AKGNet: Attribute Knowledge-Guided Unsupervised Lung-Infected Area Segmentation Qing En Yuhong Guo 19 0 0 17 Apr 2024
CLIP in Medical Imaging: A Comprehensive Survey Zihao Zhao Yuxiao Liu Han Wu Yonghao Li Sheng Wang L. Teng Disheng Liu Zhiming Cui Qian Wang Dinggang Shen CLIP MedIm LM&MA VLM 21 43 0 12 Dec 2023
Medical Vision Language Pretraining: A survey Prashant Shrestha Sanskar Amgain Bidur Khanal Cristian A. Linte Binod Bhattarai VLM 27 14 0 11 Dec 2023
Synthetic Boost: Leveraging Synthetic Data for Enhanced Vision-Language Segmentation in Echocardiography Rabin Adhikari Manish Dhakal Safal Thapaliya K. Poudel Prasiddha Bhandari Bishesh Khanal 15 7 0 22 Sep 2023
Medical Image Understanding with Pretrained Vision Language Models: A Comprehensive Study Ziyuan Qin Huahui Yi Qicheng Lao Kang Li VLM 24 62 0 30 Sep 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong S. Hoi MLLM BDL VLM CLIP 385 4,010 0 28 Jan 2022
CLOOB: Modern Hopfield Networks with InfoLOOB Outperform CLIP Andreas Fürst Elisabeth Rumetshofer Johannes Lehner Viet-Hung Tran Fei Tang ... David P. Kreil Michael K Kopp G. Klambauer Angela Bitto-Nemling Sepp Hochreiter VLM CLIP 196 101 0 21 Oct 2021
NeoUNet: Towards accurate colon polyp segmentation and neoplasm detection P. N. Lan N. S. An D. V. Hang D. Long T. Trung N. T. Thuy D. V. Sang 118 46 0 11 Jul 2021
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Chao Jia Yinfei Yang Ye Xia Yi-Ting Chen Zarana Parekh Hieu H. Pham Quoc V. Le Yun-hsuan Sung Zhen Li Tom Duerig VLM CLIP 293 3,683 0 11 Feb 2021