Advancing Radiograph Representation Learning with Masked Record Modeling

30 January 2023

Papers citing "Advancing Radiograph Representation Learning with Masked Record Modeling"

46 / 46 papers shown

Title
A Reality Check of Vision-Language Pre-training in Radiology: Have We Progressed Using Text? Julio Silva-Rodríguez Jose Dolz Ismail ben Ayed VLM MedIm 31 0 0 07 Apr 2025
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 45 1 0 02 Mar 2025
Medical Multimodal Foundation Models in Clinical Diagnosis and Treatment: Applications, Challenges, and Future Directions Kai Sun Siyan Xue F. Sun Haoran Sun Yu-Juan Luo ... Xinzhou Wang Lei Yang Shuo Jin Jun Yan Jiahong Dong AI4CE 69 2 0 03 Dec 2024
Libra: Leveraging Temporal Images for Biomedical Radiology Analysis Xi Zhang Zaiqiao Meng Jake Lever Edmond S. L. Ho MedIm 96 0 0 28 Nov 2024
BenchX: A Unified Benchmark Framework for Medical Vision-Language Pretraining on Chest X-Rays Yang Zhou Tan Li Hui Faith Yanyu Xu Sicong Leng Xinxing Xu Yong Liu Rick Siow Mong Goh SSL VLM LM&MA MedIm 30 0 0 29 Oct 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 53 2 0 17 Oct 2024
A foundation model for generalizable disease diagnosis in chest X-ray images Lijian Xu Ziyu Ni Hao Sun Hongsheng Li Shaoting Zhang LM&MA MedIm 16 1 0 11 Oct 2024
Multi-View and Multi-Scale Alignment for Contrastive Language-Image Pre-training in Mammography Yuexi Du John Onofrey Nicha Dvornek VLM 43 1 0 26 Sep 2024
EFCM: Efficient Fine-tuning on Compressed Models for deployment of large models in medical image analysis Shaojie Li Zhaoshuo Diao 19 0 0 18 Sep 2024
Masked Image Modeling: A Survey Vlad Hondru Florinel-Alin Croitoru Shervin Minaee Radu Tudor Ionescu N. Sebe 59 6 0 13 Aug 2024
UrFound: Towards Universal Retinal Foundation Models via Knowledge-Guided Masked Modeling Kai Yu Yang Zhou Yang Bai Z. Soh Xinxing Xu Rick Siow Mong Goh Ching-Yu Cheng Yong Liu VLM 23 1 0 10 Aug 2024
CLEFT: Language-Image Contrastive Learning with Efficient Large Language Model and Prompt Fine-Tuning Yuexi Du Brian Chang Nicha Dvornek MedIm VLM 24 2 0 30 Jul 2024
Unlocking the Power of Spatial and Temporal Information in Medical Multimodal Pre-training Jinxia Yang Bing-Huang Su Wayne Xin Zhao Ji-Rong Wen 27 2 0 30 May 2024
Pre-training on High Definition X-ray Images: An Experimental Study Xiao Wang Yuehang Li Wentao Wu Jiandong Jin Yao Rong Bowei Jiang Chuanfu Li Jin Tang MedIm ViT LM&MA 31 3 0 27 Apr 2024
PairAug: What Can Augmented Image-Text Pairs Do for Radiology? Yutong Xie Qi Chen Sinuo Wang Minh Nguyen Nhat To Iris Lee Ee Win Khoo Kerolos Hendy Daniel Koh Yong-quan Xia Qi Wu MedIm LM&MA 25 5 0 07 Apr 2024
Foundation Model for Advancing Healthcare: Challenges, Opportunities, and Future Directions Yuting He Fuxiang Huang Xinrui Jiang Yuxiang Nie Minghao Wang Jiguang Wang Hao Chen LM&MA AI4CE 71 26 0 04 Apr 2024
Design as Desired: Utilizing Visual Question Answering for Multimodal Pre-training Tongkun Su Jun Li Xi Zhang Haibo Jin Hao Chen Qiong Wang Faqin Lv Baoliang Zhao Yin Hu 24 0 0 30 Mar 2024
CMViM: Contrastive Masked Vim Autoencoder for 3D Multi-modal Representation Learning for AD classification Guangqian Yang Kangrui Du Zhihan Yang Ye Du Yongping Zheng Shujun Wang 29 16 0 25 Mar 2024
Anatomical Structure-Guided Medical Vision-Language Pre-training Qingqiu Li Xiaohan Yan Jilan Xu Runtian Yuan Yuejie Zhang Rui Feng Quanli Shen Xiaobo Zhang Shujun Wang 27 5 0 14 Mar 2024
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 31 12 0 27 Feb 2024
Less Could Be Better: Parameter-efficient Fine-tuning Advances Medical Vision Foundation Models Chenyu Lian Hong-Yu Zhou Yizhou Yu Liansheng Wang MedIm 29 6 0 22 Jan 2024
Enhancing the vision-language foundation model with key semantic knowledge-emphasized report refinement Cheng Li Weijian Huang Hao Yang Jiarun Liu Shanshan Wang MedIm 17 3 0 21 Jan 2024
Exploring scalable medical image encoders beyond text supervision Fernando Pérez-García Harshita Sharma Sam Bond-Taylor Kenza Bouzid Valentina Salvatelli ... Maria T. A. Wetscherek Noel Codella Stephanie L. Hyland Javier Alvarez-Valle Ozan Oktay LM&MA MedIm 48 9 0 19 Jan 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 30 1 0 19 Jan 2024
Multi-modal vision-language model for generalizable annotation-free pathology localization and clinical diagnosis Hao Yang Hong-Yu Zhou Zhihuan Li Yuanxu Gao Zhihuan Li ... Song Wu Tao Tan Hairong Zheng Kang Zhang Shanshan Wang 24 0 0 04 Jan 2024
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 41 4 0 03 Jan 2024
Enhancing Representation in Medical Vision-Language Foundation Models via Multi-Scale Information Extraction Techniques Weijian Huang Cheng Li Hong-Yu Zhou Jiarun Liu Hao Yang Yong Liang Guangming Shi Hairong Zheng Shanshan Wang 19 2 0 03 Jan 2024
Multimodal self-supervised learning for lesion localization Hao Yang Hong-Yu Zhou Cheng Li Weijian Huang Jiarun Liu Yong Liang Shanshan Wang SSL 22 3 0 03 Jan 2024
ECAMP: Entity-centered Context-aware Medical Vision Language Pre-training Rongsheng Wang Qingsong Yao Haoran Lai Zhiyang He Xiaodong Tao Zihang Jiang S.Kevin Zhou VLM MedIm 31 6 0 20 Dec 2023
UniDCP: Unifying Multiple Medical Vision-language Tasks via Dynamic Cross-modal Learnable Prompts Chenlu Zhan Yufei Zhang Yu Lin Gaoang Wang Hongwei Wang VLM MedIm 13 5 0 18 Dec 2023
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
G2D: From Global to Dense Radiography Representation Learning via Vision-Language Pre-training Che Liu Ouyang Cheng Sibo Cheng Anand Shah Wenjia Bai Rossella Arcucci VLM MedIm 8 8 0 03 Dec 2023
Segment Together: A Versatile Paradigm for Semi-Supervised Medical Image Segmentation Qingjie Zeng Yutong Xie Zilin Lu Mengkang Lu Yicheng Wu Yong-quan Xia 25 3 0 20 Nov 2023
CXR-CLIP: Toward Large Scale Chest X-ray Language-Image Pre-training Kihyun You Jawook Gu Jiyeon Ham Beomhee Park Jiho Kim Eun K. Hong Woonhyuk Baek Byungseok Roh CLIP VLM 8 55 0 20 Oct 2023
IMITATE: Clinical Prior Guided Hierarchical Vision-Language Pre-training Che Liu Sibo Cheng Miaojing Shi Anand Shah Wenjia Bai Rossella Arcucci 17 26 0 11 Oct 2023
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 16 19 0 12 Sep 2023
Generative Text-Guided 3D Vision-Language Pretraining for Unified Medical Image Segmentation Yinda Chen Che Liu Wei Huang Sibo Cheng Rossella Arcucci Zhiwei Xiong VLM MedIm 6 48 0 07 Jun 2023
Med-UniC: Unifying Cross-Lingual Medical Vision-Language Pre-Training by Diminishing Bias Zhongwei Wan Che Liu Mi Zhang Jie Fu Benyou Wang Sibo Cheng Lei Ma César Quilodrán-Casas Rossella Arcucci 37 67 0 31 May 2023
Multi-task Paired Masking with Alignment Modeling for Medical Vision-Language Pre-training Kecheng Zhang Jing Zhang Jun Yu Han Jiang Jianping Fan Qing-An Huang Weidong Han MedIm 23 28 0 13 May 2023
Cross-Modal Causal Intervention for Medical Report Generation Weixing Chen Yang Liu Ce Wang Jiarui Zhu Shen Zhao Guanbin Li Cheng-Lin Liu Liang Lin 21 5 0 16 Mar 2023
PCRLv2: A Unified Visual Information Preservation Framework for Self-supervised Pre-training in Medical Image Analysis Hong-Yu Zhou Chi-Ken Lu Chaoqi Chen Sibei Yang Yizhou Yu 27 52 0 02 Jan 2023
Dual-distribution discrepancy with self-supervised refinement for anomaly detection in medical images Yu Cai Hao Chen Xin Yang Yu Zhou Kwang-Ting Cheng 18 45 0 09 Oct 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 258 7,337 0 11 Nov 2021
Preservational Learning Improves Self-supervised Medical Image Models by Reconstructing Diverse Contexts Hong-Yu Zhou Chi-Ken Lu Sibei Yang Xiaoguang Han Yizhou Yu SSL CLL 58 84 0 09 Sep 2021
Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation Yonghui Wu M. Schuster Z. Chen Quoc V. Le Mohammad Norouzi ... Alex Rudnick Oriol Vinyals G. Corrado Macduff Hughes J. Dean AIMat 716 6,724 0 26 Sep 2016