Solo or Ensemble? Choosing a CNN Architecture for Melanoma Classification

29 April 2019

Papers citing "Solo or Ensemble? Choosing a CNN Architecture for Melanoma Classification"

28 / 28 papers shown

Title
Skin Lesion Analysis Toward Melanoma Detection 2018: A Challenge Hosted by the International Skin Imaging Collaboration (ISIC) Noel Codella V. Rotemberg P. Tschandl M. E. Celebi Stephen W. Dusza ... Aadi Kalloo Konstantinos Liopyris Michael Marchetti Harald Kittler Allan Halpern 107 1,189 0 09 Feb 2019
Rethinking ImageNet Pre-training Kaiming He Ross B. Girshick Piotr Dollár VLM SSeg 130 1,086 0 21 Nov 2018
Data Augmentation for Skin Lesion Analysis Fábio Perez C. N. Vasconcelos Sandra Avila Eduardo Valle MedIm 63 170 0 05 Sep 2018
Deep-Learning Ensembles for Skin-Lesion Segmentation, Analysis, Classification: RECOD Titans at ISIC Challenge 2018 Alceu Bissoto Fábio Perez Vinícius Ribeiro Michel Fornaciali Sandra Avila Eduardo Valle 38 43 0 25 Aug 2018
Ensemble of Convolutional Neural Networks for Dermoscopic Images Classification Tomás Majtner Buda Bajić Sule YAYILGAN YILDIRIM J. Hardeberg Joakim Lindblad Natasa Sladoje MedIm 44 28 0 15 Aug 2018
Skin Lesion Diagnosis using Ensembles, Unscaled Multi-Crop Evaluation and Loss Weighting N. Gessert T. Sentker F. Madesta Rüdiger Schmitz H. Kniep Ivo M. Baltruschat R. Werner Alexander Schlaefer 50 77 0 05 Aug 2018
Skin Lesion Analysis Towards Melanoma Detection via End-to-end Deep Learning of Convolutional Neural Networks Katherine M. Li Evelyn C. Li MedIm 36 24 0 22 Jul 2018
Do Better ImageNet Models Transfer Better? Simon Kornblith Jonathon Shlens Quoc V. Le OOD MLT 170 1,328 0 23 May 2018
MobileNetV2: Inverted Residuals and Linear Bottlenecks Mark Sandler Andrew G. Howard Menglong Zhu A. Zhmoginov Liang-Chieh Chen 186 19,316 0 13 Jan 2018
Progressive Neural Architecture Search Chenxi Liu Barret Zoph Maxim Neumann Jonathon Shlens Wei Hua Li Li Li Fei-Fei Alan Yuille Jonathan Huang Kevin Patrick Murphy 112 1,994 0 02 Dec 2017
Data, Depth, and Design: Learning Reliable Models for Skin Lesion Analysis Eduardo Valle Michel Fornaciali Afonso Menegola Julia Tavares F. Bittencourt Lin Tzy Li Sandra Avila 42 25 0 01 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 94 2,081 0 13 Oct 2017
Squeeze-and-Excitation Networks Jie Hu Li Shen Samuel Albanie Gang Sun Enhua Wu 427 26,539 0 05 Sep 2017
Dual Path Networks Yunpeng Chen Jianan Li Huaxin Xiao Xiaojie Jin Shuicheng Yan Jiashi Feng 91 830 0 06 Jul 2017
Knowledge Transfer for Melanoma Screening with Deep Learning Afonso Menegola Michel Fornaciali Ramon Pires F. Bittencourt Sandra Avila Eduardo Valle MedIm 47 176 0 22 Mar 2017
RECOD Titans at ISIC Challenge 2017 Afonso Menegola Julia Tavares Michel Fornaciali Lin Tzy Li Sandra Avila Eduardo Valle 66 116 0 14 Mar 2017
Automatic Skin Lesion Analysis using Large-scale Dermoscopy Images and Deep Residual Networks Lei Bi Jinman Kim Euijoon Ahn Dagan Feng MedIm 60 199 0 12 Mar 2017
Image Classification of Melanoma, Nevus and Seborrheic Keratosis by Deep Neural Network Ensemble Kazuhisa Matsunaga Akira Hamada A. Minagawa H. Koga 60 164 0 09 Mar 2017
Incorporating the Knowledge of Dermatologists to Convolutional Neural Networks for the Diagnosis of Skin Lesions I. González-Díaz 112 80 0 06 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 681 10,796 0 19 Feb 2017
Xception: Deep Learning with Depthwise Separable Convolutions François Chollet MDE BDL PINN 1.4K 14,596 0 07 Oct 2016
What makes ImageNet good for transfer learning? Minyoung Huh Pulkit Agrawal Alexei A. Efros OOD SSeg VLM SSL 105 677 0 30 Aug 2016
Densely Connected Convolutional Networks Gao Huang Zhuang Liu Laurens van der Maaten Kilian Q. Weinberger PINN 3DV 775 36,861 0 25 Aug 2016
Skin Lesion Analysis toward Melanoma Detection: A Challenge at the International Symposium on Biomedical Imaging (ISBI) 2016, hosted by the International Skin Imaging Collaboration (ISIC) David Gutman Noel Codella Emre M. Celebi Brian Helba Michael Marchetti N. Mishra Allan Halpern 79 11 0 04 May 2016
Towards Automated Melanoma Screening: Proper Computer Vision & Reliable Results Michel Fornaciali Micael Carvalho F. Bittencourt Sandra Avila Eduardo Valle 56 845 0 14 Apr 2016
Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning Christian Szegedy Sergey Ioffe Vincent Vanhoucke Alexander A. Alemi 381 14,260 0 23 Feb 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,322 0 10 Dec 2015
How transferable are features in deep neural networks? J. Yosinski Jeff Clune Yoshua Bengio Hod Lipson OOD 234 8,344 0 06 Nov 2014