Delving into Masked Autoencoders for Multi-Label Thorax Disease Classification

23 October 2022

Zongwei Zhou

Papers citing "Delving into Masked Autoencoders for Multi-Label Thorax Disease Classification"

46 / 46 papers shown

Title
OWT: A Foundational Organ-Wise Tokenization Framework for Medical Imaging Sifan Song Siyeop Yoon Pengfei Jin Sekeun Kim Matthew Tivnan ... Zhiliang Lyu Dufan Wu Ning Guo Xiang Li Quanzheng Li OOD ViT 57 0 0 08 May 2025
CheXWorld: Exploring Image World Modeling for Radiograph Representation Learning Yang Yue Yulin Wang Chenxin Tao Pan Liu Shiji Song Gao Huang MedIm 24 0 0 18 Apr 2025
WeakMedSAM: Weakly-Supervised Medical Image Segmentation via SAM with Sub-Class Exploration and Prompt Affinity Mining Haoran Wang Lian Huai Wenbin Li Lei Qi Xingqun Jiang Yinghuan Shi MedIm 59 2 0 06 Mar 2025
How Well Do Supervised 3D Models Transfer to Medical Imaging Tasks? Wenxuan Li Alan L. Yuille Zongwei Zhou MedIm 41 8 0 20 Jan 2025
Cross- and Intra-image Prototypical Learning for Multi-label Disease Diagnosis and Interpretation Chong Wang Fengbei Liu Yuanhong Chen Helen Frazer Gustavo Carneiro 27 2 0 07 Nov 2024
Diff-CXR: Report-to-CXR generation through a disease-knowledge enhanced diffusion model Peng Huang Bowen Guo Shuyu Liang Junhu Fu Yuanyuan Wang Yi Guo DiffM MedIm 16 1 0 26 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
How Effective is Pre-training of Large Masked Autoencoders for Downstream Earth Observation Tasks? Jose Sosa Mohamed Aloulou Danila Rukhovich Rim Sleimi Boonyarit Changaival Anis Kacem Djamila Aouada 25 0 0 27 Sep 2024
Self-Supervised Learning for Building Robust Pediatric Chest X-ray Classification Models Sheng Cheng Zbigniew A. Starosolski Devika Subramanian SSL 24 0 0 30 Aug 2024
Automatic Differential Diagnosis using Transformer-Based Multi-Label Sequence Classification Abu Adnan Sadi Mohammad Ashrafuzzaman Khan Lubaba Binte Saber 24 0 0 28 Aug 2024
Masked Image Modeling: A Survey Vlad Hondru Florinel-Alin Croitoru Shervin Minaee Radu Tudor Ionescu N. Sebe 59 6 0 13 Aug 2024
Mask-Free Neuron Concept Annotation for Interpreting Neural Networks in Medical Domain Hyeon Bae Kim Yong Hyun Ahn Seong Tae Kim 37 1 0 16 Jul 2024
FairMedFM: Fairness Benchmarking for Medical Imaging Foundation Models Ruinan Jin Zikang Xu Yuan Zhong Qiongsong Yao Qi Dou S. Kevin Zhou Xiaoxiao Li VLM 19 9 0 01 Jul 2024
EVA-X: A Foundation Model for General Chest X-ray Analysis with Self-supervised Learning Jingfeng Yao Xinggang Wang Yuehao Song Huangxuan Zhao Jun Ma Yajie Chen Wenyu Liu Bo Wang ViT 23 5 0 08 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
Representing Part-Whole Hierarchies in Foundation Models by Learning Localizability, Composability, and Decomposability from Anatomy via Self-Supervision M. Taher Michael B. Gotway Jianming Liang MedIm 21 4 0 24 Apr 2024
MiM: Mask in Mask Self-Supervised Pre-Training for 3D Medical Image Analysis Jiaxin Zhuang Linshan Wu Qiong Wang V. Vardhanabhuti Lin Luo Hao Chen Hao Chen 46 4 0 24 Apr 2024
A Large-scale Medical Visual Task Adaptation Benchmark Shentong Mo Xufang Luo Yansen Wang Dongsheng Li MedIm 24 1 0 19 Apr 2024
Exploiting Structural Consistency of Chest Anatomy for Unsupervised Anomaly Detection in Radiography Images Tiange Xiang Yixiao Zhang Yongyi Lu Alan L. Yuille Chaoyi Zhang Weidong Cai Zongwei Zhou 23 3 0 13 Mar 2024
Debiased Noise Editing on Foundation Models for Fair Medical Image Classification Ruinan Jin Wenlong Deng Minghui Chen Xiaoxiao Li MedIm 27 1 0 10 Mar 2024
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 18 0 0 07 Mar 2024
Learning Low-Rank Feature for Thorax Disease Classification Rajeev Goel Utkarsh Nath Yancheng Wang Alvin C. Silva Teresa Wu Yingzhen Yang 8 0 0 14 Feb 2024
Deep Learning for Multi-Label Learning: A Comprehensive Survey A. Tarekegn M. Ullah F. A. Cheikh AI4TS 35 8 0 29 Jan 2024
Battle of the Backbones: A Large-Scale Comparison of Pretrained Models across Computer Vision Tasks Micah Goldblum Hossein Souri Renkun Ni Manli Shu Viraj Prabhu ... Adrien Bardes Judy Hoffman Ramalingam Chellappa Andrew Gordon Wilson Tom Goldstein VLM 68 62 0 30 Oct 2023
Towards Foundation Models Learned from Anatomy in Medical Imaging via Self-Supervision M. Taher Michael B. Gotway Jianming Liang MedIm 11 10 0 27 Sep 2023
Robust Asymmetric Loss for Multi-Label Long-Tailed Learning Wongi Park Inhyuk Park Sungeun Kim Jongbin Ryu OOD 12 6 0 10 Aug 2023
AMAE: Adaptation of Pre-Trained Masked Autoencoder for Dual-Distribution Anomaly Detection in Chest X-Rays Behzad Bozorgtabar Dwarikanath Mahapatra Jean-Philippe Thiran MedIm 15 10 0 24 Jul 2023
Deblurring Masked Autoencoder is Better Recipe for Ultrasound Image Recognition Qingbo Kang Jun Gao Kang Li Qicheng Lao 12 6 0 14 Jun 2023
Higher Chest X-ray Resolution Improves Classification Performance Alessandro Wollek Sardi Hyska B. Sabel Michael Ingrisch Tobias Lasser 13 0 0 09 Jun 2023
WindowNet: Learnable Windows for Chest X-ray Classification Alessandro Wollek Sardi Hyska B. Sabel Michael Ingrisch Tobias Lasser 11 2 0 09 Jun 2023
Medical supervised masked autoencoders: Crafting a better masking strategy and efficient fine-tuning schedule for medical image classification Jia-ju Mao Shu-Hua Guo Yuan Chang Xuesong Yin Binling Nie 26 2 0 10 May 2023
EDMAE: An Efficient Decoupled Masked Autoencoder for Standard View Identification in Pediatric Echocardiography Yiman Liu Xiaoxiang Han Tongtong Liang Bin Dong Jiajun Yuan Menghan Hu Qiaohong Liu Jiangang Chen Qingli Li Yuqi Zhang 11 5 0 27 Feb 2023
Masked autoencoders are effective solution to transformer data-hungry Jia-ju Mao Honggu Zhou Xuesong Yin Binling Nie MedIm 17 5 0 12 Dec 2022
ThoraX-PriorNet: A Novel Attention-Based Architecture Using Anatomical Prior Probability Maps for Thoracic Disease Classification Md. Iqbal Hossain Mohammad Zunaed Md. Kawsar Ahmed S. M. J. Hossain Anwarul Hasan Taufiq Hasan ViT 18 4 0 06 Oct 2022
Multi-Modal Masked Autoencoders for Medical Vision-and-Language Pre-Training Zhihong Chen Yu Du Jinpeng Hu Yang Liu Guanbin Li Xiang Wan Tsung-Hui Chang 79 107 0 15 Sep 2022
Transformers in Medical Imaging: A Survey Fahad Shamshad Salman Khan Syed Waqas Zamir Muhammad Haris Khan Munawar Hayat F. Khan H. Fu ViT LM&MA MedIm 106 653 0 24 Jan 2022
SQUID: Deep Feature In-Painting for Unsupervised Anomaly Detection Tiange Xiang Yixiao Zhang Yongyi Lu Alan Yuille Chaoyi Zhang Weidong (Tom) Cai Zongwei Zhou UQCV 10 38 0 26 Nov 2021
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
Are Transformers More Robust Than CNNs? Yutong Bai Jieru Mei Alan Yuille Cihang Xie ViT AAML 175 256 0 10 Nov 2021
Label-Assemble: Leveraging Multiple Datasets with Partial Labels Mintong Kang Bowen Li Zengle Zhu Yongyi Lu Elliot K. Fishman Alan Yuille Zongwei Zhou 15 18 0 25 Sep 2021
The Emergence of the Shape Bias Results from Communicative Efficiency Eva Portelance Michael C. Frank Dan Jurafsky Alessandro Sordoni Romain Laroche 77 19 0 13 Sep 2021
Intriguing Properties of Vision Transformers Muzammal Naseer Kanchana Ranasinghe Salman Khan Munawar Hayat F. Khan Ming-Hsuan Yang ViT 248 618 0 21 May 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 283 5,723 0 29 Apr 2021
TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation Yundong Zhang Huiye Liu Qiang Hu ViT MedIm 198 869 0 16 Feb 2021
Transformers in Vision: A Survey Salman Khan Muzammal Naseer Munawar Hayat Syed Waqas Zamir F. Khan M. Shah ViT 225 2,404 0 04 Jan 2021
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 238 3,359 0 09 Mar 2020