Identifying the key components in ResNet-50 for diabetic retinopathy grading from fundus images: a systematic investigation

27 October 2021

Papers citing "Identifying the key components in ResNet-50 for diabetic retinopathy grading from fundus images: a systematic investigation"

29 / 29 papers shown

Title
ResNet strikes back: An improved training procedure in timm Ross Wightman Hugo Touvron Hervé Jégou AI4TS 230 489 0 01 Oct 2021
Balanced-MixUp for Highly Imbalanced Medical Image Classification Adrian Galdran G. Carneiro M. A. G. Ballester 31 100 0 20 Sep 2021
Lesion-based Contrastive Learning for Diabetic Retinopathy Grading from Fundus Images Yijin Huang Li Lin Pujin Cheng Junyan Lyu Xiaoying Tang SSL MedIm 35 40 0 17 Jul 2021
BSDA-Net: A Boundary Shape and Distance Aware Joint Learning Framework for Segmenting and Classifying OCTA Images Li Lin Zhonghua Wang Jiewei Wu Yijin Huang Junyan Lyu Pujin Cheng Jiong Wu Xiaoying Tang 37 36 0 10 Jul 2021
How to train your ViT? Data, Augmentation, and Regularization in Vision Transformers Andreas Steiner Alexander Kolesnikov Xiaohua Zhai Ross Wightman Jakob Uszkoreit Lucas Beyer ViT 93 623 0 18 Jun 2021
Applications of Deep Learning in Fundus Images: A Review Tao Li Wang Bo Chunyu Hu Hong Kang Hanruo Liu Kai Wang Huazhu Fu 26 257 0 25 Jan 2021
YOLOv4: Optimal Speed and Accuracy of Object Detection Alexey Bochkovskiy Chien-Yao Wang H. Liao VLM ObjD 107 12,153 0 23 Apr 2020
DR-GAN: Conditional Generative Adversarial Network for Fine-Grained Lesion Synthesis on Diabetic Retinopathy Images Yi Zhou Boyang Wang Xiaodong He Shanshan Cui Ling Shao GAN MedIm 32 92 0 10 Dec 2019
$DR$\vert$GRADUATE: uncertainty-aware deep learning-based diabetic retinopathy grading in eye fundus images$ DR $\vert$ GRADUATE: uncertainty-aware deep learning-based diabetic retinopathy grading in eye fundus images Teresa Araújo Guilherme Aresta Luís Mendonça S. Penas Carolina Maia Â. Carneiro A. Mendonça A. Campilho MedIm 123 109 0 25 Oct 2019
Decoupling Representation and Classifier for Long-Tailed Recognition Bingyi Kang Saining Xie Marcus Rohrbach Zhicheng Yan Albert Gordo Jiashi Feng Yannis Kalantidis OODD 153 1,203 0 21 Oct 2019
RandAugment: Practical automated data augmentation with a reduced search space E. D. Cubuk Barret Zoph Jonathon Shlens Quoc V. Le MQ 174 3,458 0 30 Sep 2019
CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features Sangdoo Yun Dongyoon Han Seong Joon Oh Sanghyuk Chun Junsuk Choe Y. Yoo OOD 560 4,735 0 13 May 2019
Boundary loss for highly unbalanced segmentation H. Kervadec Jihene Bouchtiba Christian Desrosiers Eric Granger Jose Dolz Ismail Ben Ayed 23 476 0 17 Dec 2018
Bag of Tricks for Image Classification with Convolutional Neural Networks Tong He Zhi-Li Zhang Hang Zhang Zhongyue Zhang Junyuan Xie Mu Li 253 1,407 0 04 Dec 2018
mixup: Beyond Empirical Risk Minimization Hongyi Zhang Moustapha Cissé Yann N. Dauphin David Lopez-Paz NoLa 221 9,687 0 25 Oct 2017
Zoom-in-Net: Deep Mining Lesions for Diabetic Retinopathy Detection Zhe Wang Yanxin Yin Jianping Shi Wei Fang Hongsheng Li Xiaogang Wang 32 242 0 14 Jun 2017
Lesion detection and Grading of Diabetic Retinopathy via Two-stages Deep Convolutional Neural Networks Yehui Yang Tao Li Wensi Li Haishan Wu Wei Fan Wensheng Zhang MedIm 44 174 0 02 May 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 1.0K 20,692 0 17 Apr 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 539 10,699 0 19 Feb 2017
Aggregated Residual Transformations for Deep Neural Networks Saining Xie Ross B. Girshick Piotr Dollár Zhuowen Tu Kaiming He 411 10,281 0 16 Nov 2016
Deep image mining for diabetic retinopathy screening G. Quellec K. Charrière Yassine Boudi B. Cochener M. Lamard MedIm 79 414 0 22 Oct 2016
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization Ramprasaath R. Selvaraju Michael Cogswell Abhishek Das Ramakrishna Vedantam Devi Parikh Dhruv Batra FAtt 185 19,796 0 07 Oct 2016
Densely Connected Convolutional Networks Gao Huang Zhuang Liu Laurens van der Maaten Kilian Q. Weinberger PINN 3DV 600 36,599 0 25 Aug 2016
SGDR: Stochastic Gradient Descent with Warm Restarts I. Loshchilov Frank Hutter ODL 208 8,030 0 13 Aug 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.2K 192,638 0 10 Dec 2015
Rethinking the Inception Architecture for Computer Vision Christian Szegedy Vincent Vanhoucke Sergey Ioffe Jonathon Shlens Z. Wojna 3DV BDL 403 27,231 0 02 Dec 2015
Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification Kaiming He Xinming Zhang Shaoqing Ren Jian Sun VLM 144 18,534 0 06 Feb 2015
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 761 99,991 0 04 Sep 2014
Popular Ensemble Methods: An Empirical Study R. Maclin D. Opitz 102 2,965 0 01 Jun 2011