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MedKLIP: Medical Knowledge Enhanced Language-Image Pre-Training in Radiology

5 January 2023

Papers citing "MedKLIP: Medical Knowledge Enhanced Language-Image Pre-Training in Radiology"

50 / 51 papers shown

Title
MedUnifier: Unifying Vision-and-Language Pre-training on Medical Data with Vision Generation Task using Discrete Visual Representations Ziyang Zhang Yang Yu Yucheng Chen Xulei Yang S. Yeo MedIm 154 2 0 02 Mar 2025
Progressive Local Alignment for Medical Multimodal Pre-training Huimin Yan Xian Yang Liang Bai Jiye Liang 112 0 0 25 Feb 2025
MedFILIP: Medical Fine-grained Language-Image Pre-training Xinjie Liang Xiangyu Li Fanding Li Jie Jiang Qing Dong Wei Wang Kaidi Wang Suyu Dong Gongning Luo Shuo Li LM&MA VLM MedIm 144 4 0 18 Jan 2025
MMedPO: Aligning Medical Vision-Language Models with Clinical-Aware Multimodal Preference Optimization Kangyu Zhu Peng Xia Yun Li Hongtu Zhu Sheng Wang Huaxiu Yao 166 3 0 09 Dec 2024
Cross- and Intra-image Prototypical Learning for Multi-label Disease Diagnosis and Interpretation Chong Wang Fengbei Liu Yuanhong Chen Helen Frazer Gustavo Carneiro 78 2 0 07 Nov 2024
Can Medical Vision-Language Pre-training Succeed with Purely Synthetic Data? Che Liu Zhongwei Wan Haozhe Wang Yinda Chen T. Qaiser Chen Jin Fariba Yousefi Nikolay Burlutskiy Rossella Arcucci VLM SyDa LM&MA MedIm 152 2 0 17 Oct 2024
Multi-View and Multi-Scale Alignment for Contrastive Language-Image Pre-training in Mammography Yuexi Du John Onofrey Nicha Dvornek VLM 97 2 0 26 Sep 2024
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 142 1 0 19 Jan 2024
One Model to Rule them All: Towards Universal Segmentation for Medical Images with Text Prompts Ziheng Zhao Yao Zhang Chaoyi Wu Xiaoman Zhang Ya Zhang Yanfeng Wang Weidi Xie VLM MedIm 110 40 0 28 Dec 2023
Improving the Factual Correctness of Radiology Report Generation with Semantic Rewards Jean-Benoit Delbrouck Pierre J. Chambon Christian Blüthgen E. Tsai Omar Almusa C. Langlotz MedIm 102 80 0 21 Oct 2022
MedCLIP: Contrastive Learning from Unpaired Medical Images and Text Zifeng Wang Zhenbang Wu Dinesh Agarwal Jimeng Sun CLIP VLM MedIm 123 431 0 18 Oct 2022
Align, Reason and Learn: Enhancing Medical Vision-and-Language Pre-training with Knowledge Zhihong Chen Guanbin Li Xiang Wan 175 73 0 15 Sep 2022
A Medical Semantic-Assisted Transformer for Radiographic Report Generation Zhanyu Wang Mingkang Tang Lei Wang Xiu Li Luping Zhou ViT MedIm 63 58 0 22 Aug 2022
Anatomy-Guided Weakly-Supervised Abnormality Localization in Chest X-rays K. Yu Shantanu Ghosh Zhexiong Liu C. Deible Kayhan Batmanghelich 46 22 0 25 Jun 2022
Cross-modal Clinical Graph Transformer for Ophthalmic Report Generation Mingjie Li Wenjia Cai Karin Verspoor Shirui Pan Xiaodan Liang Xiaojun Chang MedIm 77 36 0 04 Jun 2022
Making the Most of Text Semantics to Improve Biomedical Vision--Language Processing Benedikt Boecking Naoto Usuyama Shruthi Bannur Daniel Coelho De Castro Anton Schwaighofer ... Tristan Naumann A. Nori Javier Alvarez-Valle Hoifung Poon Ozan Oktay 71 245 0 21 Apr 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong Guosheng Lin MLLM BDL VLM CLIP 555 4,413 0 28 Jan 2022
Knowledge Matters: Radiology Report Generation with General and Specific Knowledge Shuxin Yang Xian Wu Shen Ge S.Kevin Zhou Li Xiao MedIm 63 117 0 30 Dec 2021
Joint Learning of Localized Representations from Medical Images and Reports Philipp Muller Georgios Kaissis Cong Zou Daniel Munich 200 85 0 06 Dec 2021
Contrastive Language-Image Pre-training for the Italian Language Federico Bianchi Giuseppe Attanasio Raphael Pisoni Silvia Terragni Gabriele Sarti S. Lakshmi VLM CLIP 79 30 0 19 Aug 2021
ROSITA: Enhancing Vision-and-Language Semantic Alignments via Cross- and Intra-modal Knowledge Integration Yuhao Cui Zhou Yu Chunqi Wang Zhongzhou Zhao Ji Zhang Meng Wang Jun-chen Yu VLM 57 55 0 16 Aug 2021
Chest ImaGenome Dataset for Clinical Reasoning Joy T. Wu Nkechinyere N. Agu Ismini Lourentzou Arjun Sharma J. Paguio ... William Mitchell Satyananda Kashyap Andrea Giovannini Leo Anthony Celi Mehdi Moradi 40 67 0 31 Jul 2021
Align before Fuse: Vision and Language Representation Learning with Momentum Distillation Junnan Li Ramprasaath R. Selvaraju Akhilesh Deepak Gotmare Shafiq Joty Caiming Xiong Guosheng Lin FaML 221 1,975 0 16 Jul 2021
RadGraph: Extracting Clinical Entities and Relations from Radiology Reports Saahil Jain Ashwin Agrawal A. Saporta Steven QH Truong D. Duong ... Yuhao Zhang M. Lungren A. Ng C. Langlotz Pranav Rajpurkar MedIm 96 213 0 28 Jun 2021
Exploring and Distilling Posterior and Prior Knowledge for Radiology Report Generation Fenglin Liu Xian Wu Shen Ge Wei Fan Yuexian Zou MedIm 85 259 0 13 Jun 2021
COVID-Net CXR-2: An Enhanced Deep Convolutional Neural Network Design for Detection of COVID-19 Cases from Chest X-ray Images Maya Pavlova Naomi Terhljan A. Chung Andy Zhao Siddharth Surana Hossein Aboutalebi Hayden Gunraj A. Sabri Amer Alaref Alexander Wong 46 47 0 14 May 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 993 29,871 0 26 Feb 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 461 3,901 0 11 Feb 2021
Generating Radiology Reports via Memory-driven Transformer Zhihong Chen Yan Song Tsung-Hui Chang Xiang Wan MedIm 72 481 0 30 Oct 2020
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 679 41,483 0 22 Oct 2020
Improving Factual Completeness and Consistency of Image-to-Text Radiology Report Generation Yasuhide Miura Yuhao Zhang Emily Bao Tsai C. Langlotz Dan Jurafsky MedIm 224 158 0 20 Oct 2020
Contrastive Learning of Medical Visual Representations from Paired Images and Text Yuhao Zhang Hang Jiang Yasuhide Miura Christopher D. Manning C. Langlotz MedIm 147 767 0 02 Oct 2020
Joint Modeling of Chest Radiographs and Radiology Reports for Pulmonary Edema Assessment Geeticka Chauhan Ruizhi Liao W. Wells Jacob Andreas Xin Wang Seth Berkowitz Steven Horng Peter Szolovits Polina Golland MedIm 74 53 0 22 Aug 2020
ERNIE-ViL: Knowledge Enhanced Vision-Language Representations Through Scene Graph Fei Yu Jiji Tang Weichong Yin Yu Sun Hao Tian Hua Wu Haifeng Wang 104 381 0 30 Jun 2020
CheXpert++: Approximating the CheXpert labeler for Speed,Differentiability, and Probabilistic Output Matthew B. A. McDermott T. Hsu W. Weng Marzyeh Ghassemi U. Toronto 79 32 0 26 Jun 2020
CheXbert: Combining Automatic Labelers and Expert Annotations for Accurate Radiology Report Labeling Using BERT Akshay Smit Saahil Jain Pranav Rajpurkar Anuj Pareek A. Ng M. Lungren MedIm 52 332 0 20 Apr 2020
Oscar: Object-Semantics Aligned Pre-training for Vision-Language Tasks Xiujun Li Xi Yin Chunyuan Li Pengchuan Zhang Xiaowei Hu ... Houdong Hu Li Dong Furu Wei Yejin Choi Jianfeng Gao VLM 140 1,947 0 13 Apr 2020
CANet: Cross-disease Attention Network for Joint Diabetic Retinopathy and Diabetic Macular Edema Grading Xuelong Li Xiaowei Hu Lequan Yu Lei Zhu Chi-Wing Fu Pheng-Ann Heng MedIm 62 299 0 04 Nov 2019
K-BERT: Enabling Language Representation with Knowledge Graph Weijie Liu Peng Zhou Zhe Zhao Zhiruo Wang Qi Ju Haotang Deng Ping Wang 311 793 0 17 Sep 2019
VisualBERT: A Simple and Performant Baseline for Vision and Language Liunian Harold Li Mark Yatskar Da Yin Cho-Jui Hsieh Kai-Wei Chang VLM 153 1,965 0 09 Aug 2019
Embedding Human Knowledge into Deep Neural Network via Attention Map Masahiro Mitsuhara Hiroshi Fukui Yusuke Sakashita Takanori Ogata Tsubasa Hirakawa Takayoshi Yamashita H. Fujiyoshi 70 73 0 09 May 2019
Publicly Available Clinical BERT Embeddings Emily Alsentzer John R. Murphy Willie Boag W. Weng Di Jin Tristan Naumann Matthew B. A. McDermott AI4MH 192 1,988 0 06 Apr 2019
ResUNet-a: a deep learning framework for semantic segmentation of remotely sensed data F. Diakogiannis F. Waldner P. Caccetta Chen Wu SSeg 137 1,331 0 01 Apr 2019
Cross-Modal Data Programming Enables Rapid Medical Machine Learning Jared A. Dunnmon Alexander Ratner Nishith Khandwala Khaled Kamal Saab Matthew Markert ... R. Goldman Christopher Lee-Messer M. Lungren D. Rubin Christopher Ré MedIm 71 73 0 26 Mar 2019
Attention Based Glaucoma Detection: A Large-scale Database and CNN Model Liu Li Mai Xu Xiaofei Wang Lai Jiang Hanruo Liu 65 205 0 26 Mar 2019
CheXpert: A Large Chest Radiograph Dataset with Uncertainty Labels and Expert Comparison Jeremy Irvin Pranav Rajpurkar M. Ko Yifan Yu Silviana Ciurea-Ilcus ... D. Larson C. Langlotz Bhavik Patel M. Lungren A. Ng 118 2,604 0 21 Jan 2019
Training Medical Image Analysis Systems like Radiologists Gabriel Maicas A. Bradley Jacinto C. Nascimento Ian Reid G. Carneiro 65 55 0 28 May 2018
NegBio: a high-performance tool for negation and uncertainty detection in radiology reports Yifan Peng Xiaosong Wang Le Lu M. Bagheri Ronald M. Summers Zhiyong Lu MedIm UQCV 52 199 0 16 Dec 2017
ChestX-ray8: Hospital-scale Chest X-ray Database and Benchmarks on Weakly-Supervised Classification and Localization of Common Thorax Diseases Xiaosong Wang Yifan Peng Le Lu Zhiyong Lu M. Bagheri Ronald M. Summers LM&MA 188 2,546 0 05 May 2017
Risk Stratification of Lung Nodules Using 3D CNN-Based Multi-task Learning Sarfaraz Hussein K. Cao Qi Song Ulas Bagci 49 158 0 28 Apr 2017