Self-Supervised Curricular Deep Learning for Chest X-Ray Image Classification

25 January 2023

Iván de Andrés Tamé

Kirill Sirotkin

Pablo Carballeira

Marcos Escudero-Viñolo

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Papers citing "Self-Supervised Curricular Deep Learning for Chest X-Ray Image Classification"

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Title
RadioTransformer: A Cascaded Global-Focal Transformer for Visual Attention-guided Disease Classification Moinak Bhattacharya Shubham Jain Prateek Prasanna ViT MedIm 60 33 0 23 Feb 2022
Improved skin lesion recognition by a Self-Supervised Curricular Deep Learning approach Kirill Sirotkin Marcos Escudero-Viñolo Pablo Carballeira Juan C. Sanmiguel SSL 58 7 0 22 Dec 2021
Is it Time to Replace CNNs with Transformers for Medical Images? Christos Matsoukas Johan Fredin Haslum Magnus P Soderberg Kevin Smith ViT OOD MedIm 72 148 0 20 Aug 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 735 6,139 0 29 Apr 2021
An Empirical Study of Training Self-Supervised Vision Transformers Xinlei Chen Saining Xie Kaiming He ViT 161 1,873 0 05 Apr 2021
Deep Learning for Chest X-ray Analysis: A Survey Ecem Sogancioglu E. Çallı Bram van Ginneken K. G. V. Leeuwen K. Murphy LM&MA 115 327 0 15 Mar 2021
Self-supervised deep convolutional neural network for chest X-ray classification Matej Gazda J. Gazda J. Plávka P. Drotár SSL 148 55 0 04 Mar 2021
Exploring Simple Siamese Representation Learning Xinlei Chen Kaiming He SSL 258 4,076 0 20 Nov 2020
A Survey on Contrastive Self-supervised Learning Ashish Jaiswal Ashwin Ramesh Babu Mohammad Zaki Zadeh Debapriya Banerjee F. Makedon SSL 136 1,403 0 31 Oct 2020
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments Mathilde Caron Ishan Misra Julien Mairal Priya Goyal Piotr Bojanowski Armand Joulin OCL SSL 281 4,101 0 17 Jun 2020
Bootstrap your own latent: A new approach to self-supervised Learning Jean-Bastien Grill Florian Strub Florent Altché Corentin Tallec Pierre Harvey Richemond ... M. G. Azar Bilal Piot Koray Kavukcuoglu Rémi Munos Michal Valko SSL 408 6,849 0 13 Jun 2020
BIMCV COVID-19+: a large annotated dataset of RX and CT images from COVID-19 patients M. Iglesia-Vayá J. Saborit J. Montell A. Pertusa A. Bustos ... Domingo Orozco-Beltrán Francisco García-García M. Caparrós G. González J. M. Salinas 61 229 0 01 Jun 2020
Lung Segmentation from Chest X-rays using Variational Data Imputation Raghavendra Selvan Erik Dam Nicki S. Detlefsen Sofus Rischel Kaining Sheng Mads Nielsen A. Pai 93 56 0 20 May 2020
Self-supervised Equivariant Attention Mechanism for Weakly Supervised Semantic Segmentation Yude Wang Jie Zhang Meina Kan Shiguang Shan Xilin Chen 92 629 0 09 Apr 2020
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 514 3,449 0 09 Mar 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 395 18,897 0 13 Feb 2020
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 216 12,136 0 13 Nov 2019
Unsupervised Representation Learning by Predicting Image Rotations Spyros Gidaris Praveer Singh N. Komodakis OOD SSL DRL 267 3,303 0 21 Mar 2018
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) Noel Codella D. Gutman M. E. Celebi Brian Helba Michael Marchetti ... Aadi Kalloo Konstantinos Liopyris N. Mishra Harald Kittler Allan Halpern 99 2,082 0 13 Oct 2017
Multi-task Self-Supervised Visual Learning Carl Doersch Andrew Zisserman SSL 91 634 0 25 Aug 2017
Densely Connected Convolutional Networks Gao Huang Zhuang Liu Laurens van der Maaten Kilian Q. Weinberger PINN 3DV 849 36,910 0 25 Aug 2016
Unsupervised Learning of Visual Representations by Solving Jigsaw Puzzles M. Noroozi Paolo Favaro SSL 180 2,986 0 30 Mar 2016
Learning Deep Features for Discriminative Localization Bolei Zhou A. Khosla Àgata Lapedriza A. Oliva Antonio Torralba SSL SSeg FAtt 253 9,342 0 14 Dec 2015
Unsupervised Visual Representation Learning by Context Prediction Carl Doersch Abhinav Gupta Alexei A. Efros DRL SSL 171 2,792 0 19 May 2015