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MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

18 October 2022
Zifeng Wang
Zhenbang Wu
Dinesh Agarwal
Jimeng Sun
    CLIP
    VLM
    MedIm
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Papers citing "MedCLIP: Contrastive Learning from Unpaired Medical Images and Text"

50 / 236 papers shown
Title
Mitigating Data Consistency Induced Discrepancy in Cascaded Diffusion
  Models for Sparse-view CT Reconstruction
Mitigating Data Consistency Induced Discrepancy in Cascaded Diffusion Models for Sparse-view CT Reconstruction
Hanyu Chen
Zhixiu Hao
Lin Guo
Liying Xiao
20
1
0
14 Mar 2024
Robust COVID-19 Detection in CT Images with CLIP
Robust COVID-19 Detection in CT Images with CLIP
Li Lin
Yamini Sri Krubha
Zhenhuan Yang
Cheng Ren
Thuc Duy Le
Irene Amerini
Xin Eric Wang
Shu Hu
18
10
0
13 Mar 2024
FluoroSAM: A Language-aligned Foundation Model for X-ray Image
  Segmentation
FluoroSAM: A Language-aligned Foundation Model for X-ray Image Segmentation
Benjamin Killeen
Liam J. Wang
Han-shen Zhang
Mehran Armand
Russell H. Taylor
Dave Dreizin
Greg Osgood
Mathias Unberath
MedIm
18
2
0
12 Mar 2024
Decomposing Disease Descriptions for Enhanced Pathology Detection: A
  Multi-Aspect Vision-Language Pre-training Framework
Decomposing Disease Descriptions for Enhanced Pathology Detection: A Multi-Aspect Vision-Language Pre-training Framework
Vu Minh Hieu Phan
Yutong Xie
Yuankai Qi
Lingqiao Liu
Liyang Liu
Bowen Zhang
Zhibin Liao
Qi Wu
Minh Nguyen Nhat To
Johan W. Verjans
43
11
0
12 Mar 2024
Leveraging Foundation Models for Content-Based Medical Image Retrieval
  in Radiology
Leveraging Foundation Models for Content-Based Medical Image Retrieval in Radiology
Stefan Denner
David Zimmerer
Dimitrios Bounias
Markus Bujotzek
Shuhan Xiao
Lisa Kausch
Philipp Schader
Tobias Penzkofer
Paul F. Jäger
Klaus Maier-Hein
VLM
MedIm
12
8
0
11 Mar 2024
A Concept-based Interpretable Model for the Diagnosis of Choroid
  Neoplasias using Multimodal Data
A Concept-based Interpretable Model for the Diagnosis of Choroid Neoplasias using Multimodal Data
Yifan Wu
Yang Liu
Yue Yang
Michael S. Yao
Wenli Yang
...
Yueming Liu
James C. Gee
Xuan Yang
Wenbin Wei
Shi Gu
14
1
0
08 Mar 2024
MedFLIP: Medical Vision-and-Language Self-supervised Fast Pre-Training
  with Masked Autoencoder
MedFLIP: Medical Vision-and-Language Self-supervised Fast Pre-Training with Masked Autoencoder
Lei Li
Tianfang Zhang
Xinglin Zhang
Jiaqi Liu
Bingqi Ma
Yan-chun Luo
Tao Chen
MedIm
16
0
0
07 Mar 2024
Vision-Language Models for Medical Report Generation and Visual Question
  Answering: A Review
Vision-Language Models for Medical Report Generation and Visual Question Answering: A Review
Iryna Hartsock
Ghulam Rasool
38
60
0
04 Mar 2024
CARZero: Cross-Attention Alignment for Radiology Zero-Shot
  Classification
CARZero: Cross-Attention Alignment for Radiology Zero-Shot Classification
Haoran Lai
Qingsong Yao
Zihang Jiang
Rongsheng Wang
Zhiyang He
Xiaodong Tao
S. Kevin Zhou
MedIm
23
3
0
27 Feb 2024
Mind the Modality Gap: Towards a Remote Sensing Vision-Language Model
  via Cross-modal Alignment
Mind the Modality Gap: Towards a Remote Sensing Vision-Language Model via Cross-modal Alignment
Angelos Zavras
Dimitrios Michail
Begum Demir
Ioannis Papoutsis
VLM
15
11
0
15 Feb 2024
Exploring Low-Resource Medical Image Classification with Weakly
  Supervised Prompt Learning
Exploring Low-Resource Medical Image Classification with Weakly Supervised Prompt Learning
Fudan Zheng
Jindong Cao
Weijiang Yu
Zhiguang Chen
Nong Xiao
Yutong Lu
VLM
MedIm
21
16
0
06 Feb 2024
Exploring the Transferability of a Foundation Model for Fundus Images:
  Application to Hypertensive Retinopathy
Exploring the Transferability of a Foundation Model for Fundus Images: Application to Hypertensive Retinopathy
Julio Silva-Rodríguez
Jihed Chelbi
Waziha Kabir
H. Chakor
Jose Dolz
Ismail Ben Ayed
Riadh Kobbi
MedIm
37
0
0
27 Jan 2024
Free Form Medical Visual Question Answering in Radiology
Free Form Medical Visual Question Answering in Radiology
Abhishek Narayanan
Rushabh Musthyala
Rahul Sankar
A. Nistala
P. Singh
Jacopo Cirrone
6
2
0
23 Jan 2024
Enhancing medical vision-language contrastive learning via inter-matching relation modelling
Enhancing medical vision-language contrastive learning via inter-matching relation modelling
Mingjian Li
Mingyuan Meng
M. Fulham
David Dagan Feng
Lei Bi
Jinman Kim
VLM
25
1
0
19 Jan 2024
Developing ChatGPT for Biology and Medicine: A Complete Review of
  Biomedical Question Answering
Developing ChatGPT for Biology and Medicine: A Complete Review of Biomedical Question Answering
Qing Li
Lei Li
Yu Li
LM&MA
AI4MH
25
6
0
15 Jan 2024
Application Of Vision-Language Models For Assessing Osteoarthritis
  Disease Severity
Application Of Vision-Language Models For Assessing Osteoarthritis Disease Severity
B. Felfeliyan
Yuyue Zhou
Shrimanti Ghosh
Jessica Küpper
Shaobo Liu
A. Hareendranathan
Jacob L. Jaremko
22
0
0
12 Jan 2024
Data-Centric Foundation Models in Computational Healthcare: A Survey
Data-Centric Foundation Models in Computational Healthcare: A Survey
Yunkun Zhang
Jin Gao
Zheling Tan
Lingfeng Zhou
Kexin Ding
Mu Zhou
Shaoting Zhang
Dequan Wang
AI4CE
21
20
0
04 Jan 2024
MLIP: Medical Language-Image Pre-training with Masked Local
  Representation Learning
MLIP: Medical Language-Image Pre-training with Masked Local Representation Learning
Jiarun Liu
Hong-Yu Zhou
Cheng Li
Weijian Huang
Hao Yang
Yong Liang
Shanshan Wang
VLM
36
4
0
03 Jan 2024
AliFuse: Aligning and Fusing Multi-modal Medical Data for Computer-Aided Diagnosis
AliFuse: Aligning and Fusing Multi-modal Medical Data for Computer-Aided Diagnosis
Qiuhui Chen
Yi Hong
MedIm
13
1
0
02 Jan 2024
Backdoor Attack on Unpaired Medical Image-Text Foundation Models: A
  Pilot Study on MedCLIP
Backdoor Attack on Unpaired Medical Image-Text Foundation Models: A Pilot Study on MedCLIP
Ruinan Jin
Chun-Yin Huang
Chenyu You
Xiaoxiao Li
AAML
MedIm
17
2
0
01 Jan 2024
Revisiting Few-Shot Object Detection with Vision-Language Models
Revisiting Few-Shot Object Detection with Vision-Language Models
Anish Madan
Neehar Peri
Shu Kong
Deva Ramanan
VLM
14
6
0
22 Dec 2023
UniChest: Conquer-and-Divide Pre-training for Multi-Source Chest X-Ray
  Classification
UniChest: Conquer-and-Divide Pre-training for Multi-Source Chest X-Ray Classification
Tianjie Dai
Ruipeng Zhang
Feng Hong
Jiangchao Yao
Ya-Qin Zhang
Yanfeng Wang
12
8
0
18 Dec 2023
CLIP in Medical Imaging: A Comprehensive Survey
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
TransMed: Large Language Models Enhance Vision Transformer for
  Biomedical Image Classification
TransMed: Large Language Models Enhance Vision Transformer for Biomedical Image Classification
Kaipeng Zheng
Weiran Huang
Lichao Sun
LM&MA
MedIm
VLM
17
0
0
12 Dec 2023
Medical Vision Language Pretraining: A survey
Medical Vision Language Pretraining: A survey
Prashant Shrestha
Sanskar Amgain
Bidur Khanal
Cristian A. Linte
Binod Bhattarai
VLM
27
14
0
11 Dec 2023
PneumoLLM: Harnessing the Power of Large Language Model for
  Pneumoconiosis Diagnosis
PneumoLLM: Harnessing the Power of Large Language Model for Pneumoconiosis Diagnosis
Meiyue Song
Zhihua Yu
Weiwen Zhang
Jiarui Wang
Yuting Lu
...
Nikolaos I. Kanellakis
Jiangfeng Liu
Jing Wang
Binglu Wang
Juntao Yang
LM&MA
16
0
0
06 Dec 2023
MedXChat: A Unified Multimodal Large Language Model Framework towards
  CXRs Understanding and Generation
MedXChat: A Unified Multimodal Large Language Model Framework towards CXRs Understanding and Generation
Ling Yang
Zhanyu Wang
Zhenghao Chen
Xinyu Liang
Luping Zhou
LM&MA
MedIm
47
5
0
04 Dec 2023
Spatially Covariant Image Registration with Text Prompts
Spatially Covariant Image Registration with Text Prompts
Xiang Chen
Min Liu
Rongguang Wang
Renjiu Hu
Dongdong Liu
Gaolei Li
Hang Zhang
MedIm
32
6
0
27 Nov 2023
LT-ViT: A Vision Transformer for multi-label Chest X-ray classification
LT-ViT: A Vision Transformer for multi-label Chest X-ray classification
Umar Marikkar
Sara Atito
Muhammad Awais
Adam Mahdi
MedIm
ViT
30
8
0
13 Nov 2023
Large Language Models Illuminate a Progressive Pathway to Artificial
  Healthcare Assistant: A Review
Large Language Models Illuminate a Progressive Pathway to Artificial Healthcare Assistant: A Review
Mingze Yuan
Peng Bao
Jiajia Yuan
Yunhao Shen
Zi Chen
...
Jie Zhao
Yang Chen
Li Zhang
Lin Shen
Bin Dong
ELM
LM&MA
41
13
0
03 Nov 2023
Sam-Guided Enhanced Fine-Grained Encoding with Mixed Semantic Learning
  for Medical Image Captioning
Sam-Guided Enhanced Fine-Grained Encoding with Mixed Semantic Learning for Medical Image Captioning
Zhenyu Zhang
Benlu Wang
Weijie Liang
Yizhi Li
Xuechen Guo
Guanhong Wang
Shiyan Li
Gaoang Wang
MedIm
LM&MA
8
7
0
02 Nov 2023
Are Natural Domain Foundation Models Useful for Medical Image
  Classification?
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
11
27
0
30 Oct 2023
Foundational Models in Medical Imaging: A Comprehensive Survey and
  Future Vision
Foundational Models in Medical Imaging: A Comprehensive Survey and Future Vision
Bobby Azad
Reza Azad
Sania Eskandari
Afshin Bozorgpour
A. Kazerouni
I. Rekik
Dorit Merhof
VLM
MedIm
90
57
0
28 Oct 2023
Large Language Models can Share Images, Too!
Large Language Models can Share Images, Too!
Young-Jun Lee
Dokyong Lee
Joo Won Sung
Jonghwan Hyeon
Ho-Jin Choi
MLLM
24
2
0
23 Oct 2023
C^2M-DoT: Cross-modal consistent multi-view medical report generation
  with domain transfer network
C^2M-DoT: Cross-modal consistent multi-view medical report generation with domain transfer network
Ruizhi Wang
Xiang-Fei Wang
Jie Zhou
Thomas Lukasiewicz
Zhenghua Xu
21
1
0
09 Oct 2023
BioBridge: Bridging Biomedical Foundation Models via Knowledge Graphs
BioBridge: Bridging Biomedical Foundation Models via Knowledge Graphs
Zifeng Wang
Zichen Wang
Balasubramaniam Srinivasan
V. Ioannidis
Huzefa Rangwala
Rishita Anubhai
AI4CE
27
15
0
05 Oct 2023
Robust and Interpretable Medical Image Classifiers via Concept
  Bottleneck Models
Robust and Interpretable Medical Image Classifiers via Concept Bottleneck Models
An Yan
Yu-Xiang Wang
Yiwu Zhong
Zexue He
Petros Karypis
...
Chengyu Dong
Amilcare Gentili
Chun-Nan Hsu
Jingbo Shang
Julian McAuley
19
30
0
04 Oct 2023
Fewshot learning on global multimodal embeddings for earth observation
  tasks
Fewshot learning on global multimodal embeddings for earth observation tasks
Matt Allen
Francisco Dorr
Joseph A. Gallego-Mejia
Laura Martínez-Ferrer
Anna Jungbluth
F. Kalaitzis
Raúl Ramos-Pollán
18
8
0
29 Sep 2023
A Survey on Image-text Multimodal Models
A Survey on Image-text Multimodal Models
Ruifeng Guo
Jingxuan Wei
Linzhuang Sun
Khai Le-Duc
Guiyong Chang
Dawei Liu
Sibo Zhang
Zhengbing Yao
Mingjun Xu
Liping Bu
VLM
21
5
0
23 Sep 2023
Enhancing Representation in Radiography-Reports Foundation Model: A
  Granular Alignment Algorithm Using Masked Contrastive Learning
Enhancing Representation in Radiography-Reports Foundation Model: A Granular Alignment Algorithm Using Masked Contrastive Learning
Weijian Huang
Cheng Li
Hao Yang
Jiarun Liu
Shanshan Wang
MedIm
11
13
0
12 Sep 2023
An Empirical Analysis for Zero-Shot Multi-Label Classification on
  COVID-19 CT Scans and Uncurated Reports
An Empirical Analysis for Zero-Shot Multi-Label Classification on COVID-19 CT Scans and Uncurated Reports
Ethan Dack
Lorenzo Brigato
Matthew McMurray
Matthias Fontanellaz
Thomas Frauenfelder
...
Thomas Geiser
M. Funke-Chambour
Andreas Christe
L. Ebner
S. Mougiakakou
10
2
0
04 Sep 2023
Exploring the Transfer Learning Capabilities of CLIP in Domain
  Generalization for Diabetic Retinopathy
Exploring the Transfer Learning Capabilities of CLIP in Domain Generalization for Diabetic Retinopathy
Sanoojan Baliah
F. Maani
Santosh Sanjeev
M. H. Khan
29
8
0
27 Aug 2023
Fine-tuning can cripple your foundation model; preserving features may
  be the solution
Fine-tuning can cripple your foundation model; preserving features may be the solution
Jishnu Mukhoti
Y. Gal
Philip H. S. Torr
P. Dokania
CLL
24
29
0
25 Aug 2023
A Foundation Language-Image Model of the Retina (FLAIR): Encoding Expert Knowledge in Text Supervision
A Foundation Language-Image Model of the Retina (FLAIR): Encoding Expert Knowledge in Text Supervision
Julio Silva-Rodríguez
H. Chakor
Riadh Kobbi
Jose Dolz
Ismail Ben Ayed
VLM
MedIm
46
32
0
15 Aug 2023
Exploring Transfer Learning in Medical Image Segmentation using
  Vision-Language Models
Exploring Transfer Learning in Medical Image Segmentation using Vision-Language Models
K. Poudel
Manish Dhakal
Prasiddha Bhandari
Rabin Adhikari
Safal Thapaliya
Bishesh Khanal
VLM
22
17
0
15 Aug 2023
AdaptiveSAM: Towards Efficient Tuning of SAM for Surgical Scene
  Segmentation
AdaptiveSAM: Towards Efficient Tuning of SAM for Surgical Scene Segmentation
Jay N. Paranjape
Nithin Gopalakrishnan Nair
S. Sikder
S. Vedula
Vishal M. Patel
MedIm
16
35
0
07 Aug 2023
PerceptionCLIP: Visual Classification by Inferring and Conditioning on
  Contexts
PerceptionCLIP: Visual Classification by Inferring and Conditioning on Contexts
Bang An
Sicheng Zhu
Michael-Andrei Panaitescu-Liess
Chaithanya Kumar Mummadi
Furong Huang
VLM
17
7
0
02 Aug 2023
Towards a Visual-Language Foundation Model for Computational Pathology
Towards a Visual-Language Foundation Model for Computational Pathology
Ming Y. Lu
Bowen Chen
Drew F. K. Williamson
Richard J. Chen
Ivy Liang
...
Andrew Zhang
L. Le
Georg Gerber
Anil V. Parwani
Faisal Mahmood
VLM
MedIm
17
46
0
24 Jul 2023
Identifying Interpretable Subspaces in Image Representations
Identifying Interpretable Subspaces in Image Representations
N. Kalibhat
S. Bhardwaj
Bayan Bruss
Hamed Firooz
Maziar Sanjabi
S. Feizi
FAtt
15
26
0
20 Jul 2023
A scoping review on multimodal deep learning in biomedical images and
  texts
A scoping review on multimodal deep learning in biomedical images and texts
Zhaoyi Sun
Mingquan Lin
Qingqing Zhu
Qianqian Xie
Fei-Yue Wang
Zhiyong Lu
Yifan Peng
18
18
0
14 Jul 2023
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