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BiomedCoOp: Learning to Prompt for Biomedical Vision-Language Models
v1v2 (latest)

BiomedCoOp: Learning to Prompt for Biomedical Vision-Language Models

Computer Vision and Pattern Recognition (CVPR), 2024
21 November 2024
Taha Koleilat
Hojat Asgariandehkordi
H. Rivaz
Yiming Xiao
    VLM
ArXiv (abs)PDFHTML

Papers citing "BiomedCoOp: Learning to Prompt for Biomedical Vision-Language Models"

40 / 40 papers shown
Title
Medical Knowledge Intervention Prompt Tuning for Medical Image Classification
Medical Knowledge Intervention Prompt Tuning for Medical Image ClassificationIEEE Transactions on Medical Imaging (IEEE TMI), 2025
Ye Du
Nanxi Yu
Shujun Wang
LM&MAVLM
188
1
0
16 Nov 2025
Self-Calibrated Consistency can Fight Back for Adversarial Robustness in Vision-Language Models
Self-Calibrated Consistency can Fight Back for Adversarial Robustness in Vision-Language Models
Jiaxiang Liu
Jiawei Du
Xiao Liu
Prayag Tiwari
Mingkun Xu
AAMLVLM
108
1
0
26 Oct 2025
BiomedXPro: Prompt Optimization for Explainable Diagnosis with Biomedical Vision Language Models
BiomedXPro: Prompt Optimization for Explainable Diagnosis with Biomedical Vision Language Models
Kaushitha Silva
Mansitha Eashwara
Sanduni Ubayasiri
Ruwan Tennakoon
Damayanthi Herath
LM&MA
166
0
0
17 Oct 2025
Cluster-Aware Prompt Ensemble Learning for Few-Shot Vision-Language Model Adaptation
Cluster-Aware Prompt Ensemble Learning for Few-Shot Vision-Language Model AdaptationPattern Recognition (Pattern Recogn.), 2025
Zhi Chen
Xin Yu
Xiaohui Tao
Yan Li
Zi Huang
VLM
140
2
0
10 Oct 2025
Singular Value Few-shot Adaptation of Vision-Language Models
Singular Value Few-shot Adaptation of Vision-Language Models
Taha Koleilat
H. Rivaz
Yiming Xiao
VLM
218
0
0
03 Sep 2025
TextSAM-EUS: Text Prompt Learning for SAM to Accurately Segment Pancreatic Tumor in Endoscopic Ultrasound
TextSAM-EUS: Text Prompt Learning for SAM to Accurately Segment Pancreatic Tumor in Endoscopic Ultrasound
Pascal Spiegler
Taha Koleilat
Arash Harirpoush
Corey S. Miller
H. Rivaz
Marta Kersten-Oertel
Yiming Xiao
MedIm
264
1
0
24 Jul 2025
Grounding DINO-US-SAM: Text-Prompted Multi-Organ Segmentation in Ultrasound with LoRA-Tuned Vision-Language Models
Grounding DINO-US-SAM: Text-Prompted Multi-Organ Segmentation in Ultrasound with LoRA-Tuned Vision-Language ModelsIEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control (IEEE TUFFC), 2025
Hamza Rasaee
Taha Koleilat
H. Rivaz
161
1
0
30 Jun 2025
Interpreting Biomedical VLMs on High-Imbalance Out-of-Distributions: An Insight into BiomedCLIP on Radiology
Interpreting Biomedical VLMs on High-Imbalance Out-of-Distributions: An Insight into BiomedCLIP on Radiology
Nafiz Sadman
Farhana Zulkernine
Benjamin Kwan
145
0
0
17 Jun 2025
BiomedCLIP: a multimodal biomedical foundation model pretrained from fifteen million scientific image-text pairs
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&MAMedIm
733
422
0
10 Jan 2025
MedCLIP-SAMv2: Towards Universal Text-Driven Medical Image Segmentation
MedCLIP-SAMv2: Towards Universal Text-Driven Medical Image Segmentation
Taha Koleilat
Hojat Asgariandehkordi
H. Rivaz
Yiming Xiao
MedImVLM
659
29
0
28 Sep 2024
Aligning Medical Images with General Knowledge from Large Language
  Models
Aligning Medical Images with General Knowledge from Large Language ModelsInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2024
X. B. Fang
Yi Lin
Dong Zhang
Kwang-Ting Cheng
Hao Chen
LM&MAVLM
257
8
0
31 Aug 2024
CLEFT: Language-Image Contrastive Learning with Efficient Large Language
  Model and Prompt Fine-Tuning
CLEFT: Language-Image Contrastive Learning with Efficient Large Language Model and Prompt Fine-Tuning
Yuexi Du
Brian Chang
Nicha Dvornek
MedImVLM
167
6
0
30 Jul 2024
Prompt engineering paradigms for medical applications: scoping review
  and recommendations for better practices
Prompt engineering paradigms for medical applications: scoping review and recommendations for better practicesJournal of Medical Internet Research (JMIR), 2024
Jamil Zaghir
Marco Naguib
Mina Bjelogrlic
Aurélie Névéol
Xavier Tannier
Christian Lovis
AI4CELM&MA
233
64
0
02 May 2024
LP++: A Surprisingly Strong Linear Probe for Few-Shot CLIP
LP++: A Surprisingly Strong Linear Probe for Few-Shot CLIPComputer Vision and Pattern Recognition (CVPR), 2024
Yunshi Huang
Fereshteh Shakeri
Jose Dolz
Malik Boudiaf
Houda Bahig
Ismail Ben Ayed
205
41
0
02 Apr 2024
MedCLIP-SAM: Bridging Text and Image Towards Universal Medical Image
  Segmentation
MedCLIP-SAM: Bridging Text and Image Towards Universal Medical Image Segmentation
Taha Koleilat
Hojat Asgariandehkordi
H. Rivaz
Yiming Xiao
VLMMedIm
395
43
0
29 Mar 2024
XCoOp: Explainable Prompt Learning for Computer-Aided Diagnosis via
  Concept-guided Context Optimization
XCoOp: Explainable Prompt Learning for Computer-Aided Diagnosis via Concept-guided Context OptimizationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2024
Yequan Bie
Luyang Luo
Zhixuan Chen
Hao Chen
174
18
0
14 Mar 2024
Learning to Prompt with Text Only Supervision for Vision-Language Models
Learning to Prompt with Text Only Supervision for Vision-Language Models
Muhammad Uzair Khattak
Muhammad Ferjad Naeem
Muzammal Naseer
Luc Van Gool
F. Tombari
VLMVPVLM
262
38
0
04 Jan 2024
A Closer Look at the Few-Shot Adaptation of Large Vision-Language Models
A Closer Look at the Few-Shot Adaptation of Large Vision-Language Models
Julio Silva-Rodríguez
Sina Hajimiri
Ismail Ben Ayed
Jose Dolz
VLM
288
56
0
20 Dec 2023
CLIP in Medical Imaging: A Comprehensive Survey
CLIP in Medical Imaging: A Comprehensive SurveyMedical Image Analysis (MIA), 2023
Zihao Zhao
Yuxiao Liu
Han Wu
Yonghao Li
Sheng Wang
L. Teng
Disheng Liu
Zhiming Cui
Qian Wang
Hongtu Zhu
CLIPMedImLM&MAVLM
553
38
0
12 Dec 2023
Domain-Controlled Prompt Learning
Domain-Controlled Prompt LearningAAAI Conference on Artificial Intelligence (AAAI), 2023
Qinglong Cao
Zhengqin Xu
Yuantian Chen
Chao Ma
Xiaokang Yang
VLM
214
29
0
30 Sep 2023
PREFER: Prompt Ensemble Learning via Feedback-Reflect-Refine
PREFER: Prompt Ensemble Learning via Feedback-Reflect-RefineAAAI Conference on Artificial Intelligence (AAAI), 2023
Chenrui Zhang
Lina Liu
Jinpeng Wang
Chuyuan Wang
Xiaodi Sun
Hongyu Wang
Mingchen Cai
LLMAG
223
39
0
23 Aug 2023
Self-regulating Prompts: Foundational Model Adaptation without
  Forgetting
Self-regulating Prompts: Foundational Model Adaptation without ForgettingIEEE International Conference on Computer Vision (ICCV), 2023
Muhammad Uzair Khattak
Syed Talal Wasim
Muzammal Naseer
Salman Khan
Ming-Hsuan Yang
Fahad Shahbaz Khan
VLM
348
302
0
13 Jul 2023
A ChatGPT Aided Explainable Framework for Zero-Shot Medical Image
  Diagnosis
A ChatGPT Aided Explainable Framework for Zero-Shot Medical Image Diagnosis
Jiaxiang Liu
Tianxiang Hu
Yan Zhang
Xiaotang Gai
Yang Feng
Zuozhu Liu
LM&MAMedIm
191
43
0
05 Jul 2023
Visual-Language Prompt Tuning with Knowledge-guided Context Optimization
Visual-Language Prompt Tuning with Knowledge-guided Context OptimizationComputer Vision and Pattern Recognition (CVPR), 2023
Hantao Yao
Rui Zhang
Changsheng Xu
VLMVPVLM
466
353
0
23 Mar 2023
GPT-4 Technical Report
GPT-4 Technical Report
OpenAI OpenAI
OpenAI Josh Achiam
Steven Adler
Sandhini Agarwal
Lama Ahmad
...
Shengjia Zhao
Tianhao Zheng
Juntang Zhuang
William Zhuk
Barret Zoph
LLMAGMLLM
4.3K
20,543
0
15 Mar 2023
MaPLe: Multi-modal Prompt Learning
MaPLe: Multi-modal Prompt LearningComputer Vision and Pattern Recognition (CVPR), 2022
Muhammad Uzair Khattak
H. Rasheed
Muhammad Maaz
Salman Khan
Fahad Shahbaz Khan
VPVLMVLM
689
858
0
06 Oct 2022
Prompt-aligned Gradient for Prompt Tuning
Prompt-aligned Gradient for Prompt TuningIEEE International Conference on Computer Vision (ICCV), 2022
B. Zhu
Yulei Niu
Yucheng Han
Yuehua Wu
Hanwang Zhang
VLM
702
412
0
30 May 2022
Making the Most of Text Semantics to Improve Biomedical Vision--Language
  Processing
Making the Most of Text Semantics to Improve Biomedical Vision--Language ProcessingEuropean Conference on Computer Vision (ECCV), 2022
Benedikt Boecking
Naoto Usuyama
Shruthi Bannur
Daniel Coelho De Castro
Anton Schwaighofer
...
Tristan Naumann
A. Nori
Javier Alvarez-Valle
Hoifung Poon
Ozan Oktay
478
347
0
21 Apr 2022
Conditional Prompt Learning for Vision-Language Models
Conditional Prompt Learning for Vision-Language ModelsComputer Vision and Pattern Recognition (CVPR), 2022
Kaiyang Zhou
Jingkang Yang
Chen Change Loy
Ziwei Liu
VLMCLIPVPVLM
501
1,840
0
10 Mar 2022
Does CLIP Benefit Visual Question Answering in the Medical Domain as
  Much as it Does in the General Domain?
Does CLIP Benefit Visual Question Answering in the Medical Domain as Much as it Does in the General Domain?
Sedigheh Eslami
Gerard de Melo
Christoph Meinel
CLIPMedIm
165
141
0
27 Dec 2021
Tip-Adapter: Training-free CLIP-Adapter for Better Vision-Language
  Modeling
Tip-Adapter: Training-free CLIP-Adapter for Better Vision-Language Modeling
Renrui Zhang
Rongyao Fang
Wei Zhang
Shiyang Feng
Kunchang Li
Jifeng Dai
Yu Qiao
Jiaming Song
VLM
630
518
0
06 Nov 2021
CLIP-Adapter: Better Vision-Language Models with Feature Adapters
CLIP-Adapter: Better Vision-Language Models with Feature AdaptersInternational Journal of Computer Vision (IJCV), 2021
Shiyang Feng
Shijie Geng
Renrui Zhang
Teli Ma
Rongyao Fang
Zelong Li
Jiaming Song
Yu Qiao
VLMCLIP
1.1K
1,418
0
09 Oct 2021
Learning to Prompt for Vision-Language Models
Learning to Prompt for Vision-Language Models
Kaiyang Zhou
Jingkang Yang
Chen Change Loy
Ziwei Liu
VPVLMCLIPVLM
1.2K
3,284
0
02 Sep 2021
COVID-19 Infection Localization and Severity Grading from Chest X-ray
  Images
COVID-19 Infection Localization and Severity Grading from Chest X-ray ImagesComputers in Biology and Medicine (Comput Biol Med), 2021
Anas Tahir
M. Chowdhury
Amith Khandakar
Tawsifur Rahman
Yazan Qiblawey
...
Somaya Al-Madeed
K. Hameed
Tahir Hamid
S. Mahmud
Maymouna Ezeddin
198
170
0
14 Mar 2021
Learning Transferable Visual Models From Natural Language Supervision
Learning Transferable Visual Models From Natural Language SupervisionInternational Conference on Machine Learning (ICML), 2021
Alec Radford
Jong Wook Kim
Chris Hallacy
Aditya A. Ramesh
Gabriel Goh
...
Amanda Askell
Pamela Mishkin
Jack Clark
Gretchen Krueger
Ilya Sutskever
CLIPVLM
2.0K
40,627
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26 Feb 2021
Scaling Up Visual and Vision-Language Representation Learning With Noisy
  Text Supervision
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text SupervisionInternational Conference on Machine Learning (ICML), 2021
Chao Jia
Yinfei Yang
Ye Xia
Yi-Ting Chen
Zarana Parekh
Hieu H. Pham
Quoc V. Le
Yun-hsuan Sung
Zhen Li
Tom Duerig
VLMCLIP
1.3K
4,836
0
11 Feb 2021
BCN20000: Dermoscopic Lesions in the Wild
BCN20000: Dermoscopic Lesions in the WildScientific Data (Sci Data), 2019
Marc Combalia
Noel Codella
V. Rotemberg
Brian Helba
Verónica Vilaplana
...
Cristina Carrera
Alicia Barreiro
Allan Halpern
S. Puig
J. Malvehy
246
563
0
06 Aug 2019
Skin Lesion Analysis Toward Melanoma Detection 2018: A Challenge Hosted
  by the International Skin Imaging Collaboration (ISIC)
Skin Lesion Analysis Toward Melanoma Detection 2018: A Challenge Hosted by the International Skin Imaging Collaboration (ISIC)
Noel Codella
V. Rotemberg
P. Tschandl
M. E. Celebi
Stephen W. Dusza
...
Aadi Kalloo
Konstantinos Liopyris
Michael Marchetti
Harald Kittler
Allan Halpern
440
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Parameter-Efficient Transfer Learning for NLP
Parameter-Efficient Transfer Learning for NLPInternational Conference on Machine Learning (ICML), 2019
N. Houlsby
A. Giurgiu
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Bruna Morrone
Quentin de Laroussilhe
Andrea Gesmundo
Mona Attariyan
Sylvain Gelly
613
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Skin Lesion Analysis Toward Melanoma Detection: A Challenge at the 2017
  International Symposium on Biomedical Imaging (ISBI), Hosted by the
  International Skin Imaging Collaboration (ISIC)
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D. Gutman
M. E. Celebi
Brian Helba
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Aadi Kalloo
Konstantinos Liopyris
N. Mishra
Harald Kittler
Allan Halpern
480
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