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Skin disease diagnosis with deep learning: a review

11 November 2020

Li Zhang

Papers citing "Skin disease diagnosis with deep learning: a review"

50 / 87 papers shown

Title
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 301 30,152 0 01 Mar 2022
Artificial Intelligence-Based Image Classification for Diagnosis of Skin Cancer: Challenges and Opportunities Manu Goyal T. Knackstedt Shaofeng Yan Saeed Hassanpour 68 111 0 26 Nov 2019
DermGAN: Synthetic Generation of Clinical Skin Images with Pathology Amirata Ghorbani Vivek Natarajan David Coz Yuan Liu GAN MedIm 117 99 0 20 Nov 2019
Data Augmentation for Skin Lesion using Self-Attention based Progressive Generative Adversarial Network Ibrahim Saad Ali Mamdouh Farouk Mohamed Y. B. Mahdy GAN MedIm 49 121 0 25 Oct 2019
An Active Learning Approach for Reducing Annotation Cost in Skin Lesion Analysis Xueying Shi Qi Dou Cheng Xue J. Qin Hao Chen Pheng-Ann Heng 67 40 0 05 Sep 2019
Mask2Lesion: Mask-Constrained Adversarial Skin Lesion Image Synthesis Kumar Abhishek Ghassan Hamarneh GAN MedIm 88 40 0 13 Jun 2019
MixMatch: A Holistic Approach to Semi-Supervised Learning David Berthelot Nicholas Carlini Ian Goodfellow Nicolas Papernot Avital Oliver Colin Raffel 170 3,035 0 06 May 2019
Billion-scale semi-supervised learning for image classification I. Z. Yalniz Hervé Jégou Kan Chen Manohar Paluri D. Mahajan SSL 110 463 0 02 May 2019
Solo or Ensemble? Choosing a CNN Architecture for Melanoma Classification Fábio Perez Sandra Avila Eduardo Valle 60 56 0 29 Apr 2019
Learning to Transfer Examples for Partial Domain Adaptation Zhangjie Cao Kaichao You Mingsheng Long Jianmin Wang Qiang Yang 72 277 0 28 Mar 2019
Semi-Supervised Brain Lesion Segmentation with an Adapted Mean Teacher Model Wenhui Cui Yanling Liu Yuxing Li Meng-Hao Guo Yiming Li Xiuli Li Tianle Wang Xiangzhu Zeng Chuyang Ye 120 176 0 04 Mar 2019
Skin Lesion Synthesis with Generative Adversarial Networks Alceu Bissoto Fábio Perez Eduardo Valle Sandra Avila GAN MedIm 46 100 0 08 Feb 2019
DELTA: DEep Learning Transfer using Feature Map with Attention for Convolutional Networks Xingjian Li Haoyi Xiong Hanchao Wang Yuxuan Rao Liping Liu Zeyu Chen Jun Huan 70 172 0 26 Jan 2019
A Deep Multi-task Learning Approach to Skin Lesion Classification Haofu Liao Jiebo Luo 37 22 0 09 Dec 2018
Skin Disease Classification versus Skin Lesion Characterization: Achieving Robust Diagnosis using Multi-label Deep Neural Networks Haofu Liao Y. Li Jiebo Luo 42 52 0 09 Dec 2018
An overview of deep learning in medical imaging focusing on MRI A. Lundervold A. Lundervold OOD 112 1,641 0 25 Nov 2018
Diagnostic Accuracy of Content Based Dermatoscopic Image Retrieval with Deep Classification Features P. Tschandl G. Argenziano M. Razmara J. Yap 49 70 0 22 Oct 2018
Generating Highly Realistic Images of Skin Lesions with GANs Christoph Baur Shadi Albarqouni Nassir Navab GAN MedIm 78 79 0 05 Sep 2018
Semi-supervised Skin Lesion Segmentation via Transformation Consistent Self-ensembling Model Xiaomeng Li Lequan Yu Hao Chen Chi-Wing Fu Pheng-Ann Heng MedIm 68 135 0 12 Aug 2018
A Survey on Deep Transfer Learning Chuanqi Tan F. Sun Tao Kong Wenchang Zhang Chao Yang Chunfang Liu 83 2,593 0 06 Aug 2018
Improving Automatic Skin Lesion Segmentation using Adversarial Learning based Data Augmentation Lei Bi Dagan Feng Jinman Kim MedIm GAN 48 18 0 23 Jul 2018
Self-Attention Generative Adversarial Networks Han Zhang Ian Goodfellow Dimitris N. Metaxas Augustus Odena GAN 153 3,733 0 21 May 2018
MelanoGANs: High Resolution Skin Lesion Synthesis with GANs Christoph Baur Shadi Albarqouni Nassir Navab GAN MedIm 72 87 0 12 Apr 2018
Attention U-Net: Learning Where to Look for the Pancreas Ozan Oktay Jo Schlemper Loic Le Folgoc M. J. Lee M. Heinrich ... Jingyu Sun Nils Y. Hammerla Bernhard Kainz Ben Glocker Daniel Rueckert SSeg 163 5,081 0 11 Apr 2018
Unsupervised and semi-supervised learning with Categorical Generative Adversarial Networks assisted by Wasserstein distance for dermoscopy image Classification Xin Yi Ekta Walia P. Babyn GAN MedIm 60 51 0 10 Apr 2018
Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm David Silver Thomas Hubert Julian Schrittwieser Ioannis Antonoglou Matthew Lai ... D. Kumaran T. Graepel Timothy Lillicrap Karen Simonyan Demis Hassabis 159 1,785 0 05 Dec 2017
Multi-class Semantic Segmentation of Skin Lesions via Fully Convolutional Networks Manu Goyal Moi Hoon Yap Saeed Hassanpour SSeg 59 62 0 28 Nov 2017
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 2,084 0 13 Oct 2017
Improving Dermoscopic Image Segmentation with Enhanced Convolutional-Deconvolutional Networks Yading Yuan Y. Lo 203 224 0 28 Sep 2017
Skin Lesion Segmentation: U-Nets versus Clustering Bill S. Lin Kevin Michael Shivam Kalra H. R. Tizhoosh SSeg 36 92 0 27 Sep 2017
Neural Optimizer Search with Reinforcement Learning Irwan Bello Barret Zoph Vijay Vasudevan Quoc V. Le ODL 75 386 0 21 Sep 2017
Squeeze-and-Excitation Networks Jie Hu Li Shen Samuel Albanie Gang Sun Enhua Wu 427 26,605 0 05 Sep 2017
Learning Transferable Architectures for Scalable Image Recognition Barret Zoph Vijay Vasudevan Jonathon Shlens Quoc V. Le 208 5,612 0 21 Jul 2017
An Overview of Multi-Task Learning in Deep Neural Networks Sebastian Ruder CVBM 161 2,833 0 15 Jun 2017
LinkNet: Exploiting Encoder Representations for Efficient Semantic Segmentation Abhishek Chaurasia Eugenio Culurciello SSeg 87 1,389 0 14 Jun 2017
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications Andrew G. Howard Menglong Zhu Bo Chen Dmitry Kalenichenko Weijun Wang Tobias Weyand M. Andreetto Hartwig Adam 3DH 1.2K 20,900 0 17 Apr 2017
Knowledge Transfer for Melanoma Screening with Deep Learning Afonso Menegola Michel Fornaciali Ramon Pires F. Bittencourt Sandra Avila Eduardo Valle MedIm 62 176 0 22 Mar 2017
Mask R-CNN Kaiming He Georgia Gkioxari Piotr Dollár Ross B. Girshick ObjD 389 27,275 0 20 Mar 2017
Automatic Skin Lesion Segmentation using Semi-supervised Learning Technique S. M. Jaisakthi Chandrabose Aravindan P. Mirunalini 41 24 0 13 Mar 2017
Data-Driven Color Augmentation Techniques for Deep Skin Image Analysis Adrian Galdran Aitor Alvarez-Gila Maria Inês Meyer C. L. Saratxaga Teresa Araújo Estíbaliz Garrote Guilherme Aresta P. Costa A. Mendonça A. Campilho 96 63 0 10 Mar 2017
A Novel Multi-task Deep Learning Model for Skin Lesion Segmentation and Classification Xulei Yang Zeng Zeng S. Yeo Colin Tan H. Tey Yi Su SSeg 73 99 0 03 Mar 2017
Skin Lesion Analysis Towards Melanoma Detection Using Deep Learning Network Yuexiang Li Linlin Shen MedIm 74 535 0 02 Mar 2017
Skin cancer reorganization and classification with deep neural network Hao Chang 24 30 0 01 Mar 2017
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 716 10,826 0 19 Feb 2017
Adversarial Discriminative Domain Adaptation Eric Tzeng Judy Hoffman Kate Saenko Trevor Darrell GAN OOD 281 4,675 0 17 Feb 2017
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation C. Qi Hao Su Kaichun Mo Leonidas Guibas 3DH 3DPC 3DV PINN 500 14,384 0 02 Dec 2016
Semantic Segmentation using Adversarial Networks Pauline Luc Camille Couprie Soumith Chintala Jakob Verbeek GAN SSeg 94 724 0 25 Nov 2016
Aggregated Residual Transformations for Deep Neural Networks Saining Xie Ross B. Girshick Piotr Dollár Zhuowen Tu Kaiming He 524 10,358 0 16 Nov 2016
Deep Learning Ensembles for Melanoma Recognition in Dermoscopy Images Noel Codella Q. Nguyen Sharath Pankanti David Gutman Brian Helba Allan Halpern John R. Smith 100 530 0 14 Oct 2016
Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation Yonghui Wu M. Schuster Zhiwen Chen Quoc V. Le Mohammad Norouzi ... Alex Rudnick Oriol Vinyals G. Corrado Macduff Hughes J. Dean AIMat 918 6,799 0 26 Sep 2016