Data Augmentation for Skin Lesion Analysis

5 September 2018

Papers citing "Data Augmentation for Skin Lesion Analysis"

41 / 41 papers shown

Title
S2S2: Semantic Stacking for Robust Semantic Segmentation in Medical Imaging Yimu Pan Sitao Zhang Alison D. Gernand Jeffery A. Goldstein J. Z. Wang 84 1 0 17 Dec 2024
When Medical Imaging Met Self-Attention: A Love Story That Didn't Quite Work Out Tristan Piater Niklas Penzel Gideon Stein Joachim Denzler 39 2 0 18 Apr 2024
Local Gamma Augmentation for Ischemic Stroke Lesion Segmentation on MRI Jon Middleton Marko Bauer Kaining Sheng Jacob Johansen Mathias Perslev Silvia Ingala Mads Nielsen A. Pai 49 1 0 12 Jan 2024
Collinear datasets augmentation using Procrustes validation sets Sergey Kucheryavskiy Sergei Zhilin 22 0 0 08 Dec 2023
PlantPlotGAN: A Physics-Informed Generative Adversarial Network for Plant Disease Prediction Felipe A. Lopes V. Sagan Flavio Esposito 29 1 0 27 Oct 2023
Test-time Augmentation for Factual Probing Go Kamoda Benjamin Heinzerling Keisuke Sakaguchi Kentaro Inui 9 1 0 26 Oct 2023
Test-Time Selection for Robust Skin Lesion Analysis Alceu Bissoto Catarina Barata Eduardo Valle Sandra Avila 14 1 0 10 Aug 2023
Using Multiple Dermoscopic Photographs of One Lesion Improves Melanoma Classification via Deep Learning: A Prognostic Diagnostic Accuracy Study A. Hekler Roman C. Maron Sarah Haggenmuller Max Schmitt Christoph Wies ... Matthias Goebeler Bastian Schilling Jakob N. Kather E. Krieghoff-Henning T. Brinker 28 3 0 05 Jun 2023
Augmenting Medical Imaging: A Comprehensive Catalogue of 65 Techniques for Enhanced Data Analysis M. Cossio 16 13 0 02 Mar 2023
Predicting Visit Cost of Obstructive Sleep Apnea using Electronic Healthcare Records with Transformer Zhaoyang Chen Lina Siltala-Li Mikko Lassila Pekka Malo Eeva Vilkkumaa T. Saaresranta A. Virkki 29 4 0 28 Jan 2023
U-Net-based Models for Skin Lesion Segmentation: More Attention and Augmentation P. M. Kazaj MohammadHossein Koosheshi Alireza Shahedi A. V. Sadr SSeg 24 7 0 28 Oct 2022
Mine yOur owN Anatomy: Revisiting Medical Image Segmentation with Extremely Limited Labels Chenyu You Weicheng Dai Fenglin Liu Yifei Min Haoran Su Xiaoran Zhang Xiaoxiao Li David Clifton Lawrence H. Staib James S. Duncan 53 50 0 27 Sep 2022
Bootstrapping Semi-supervised Medical Image Segmentation with Anatomical-aware Contrastive Distillation Chenyu You Weichen Dai Yifei Min Lawrence H. Staib James S. Duncan 37 63 0 06 Jun 2022
A Survey on Deep Learning for Skin Lesion Segmentation Z. Mirikharaji Kumar Abhishek Alceu Bissoto Catarina Barata Sandra Avila Eduardo Valle M. Celebi Ghassan Hamarneh 55 82 0 01 Jun 2022
Local contrastive loss with pseudo-label based self-training for semi-supervised medical image segmentation K. Chaitanya Ertunc Erdil Neerav Karani E. Konukoglu SSL 22 121 0 17 Dec 2021
Joint Dermatological Lesion Classification and Confidence Modeling with Uncertainty Estimation Gun-Hee Lee Hanbum Ko Seong-Whan Lee 31 0 0 19 Jul 2021
Exploring convolutional neural networks with transfer learning for diagnosing Lyme disease from skin lesion images Sk Imran Hossain Jocelyn de Goër de Herve Md Shahriar Hassan D. Martineau Evelina Petrosyan ... A. Raffetin P. Tattevin G. Vourc'h O. Lesens E. M. Nguifo 11 32 0 28 Jun 2021
Object-Based Augmentation Improves Quality of Remote Sensing Semantic Segmentation S. Illarionova S. Nesteruk Dmitrii G. Shadrin V. Ignatiev M. Pukalchik Ivan Oseledets 11 5 0 12 May 2021
Soft-Attention Improves Skin Cancer Classification Performance S. Datta Mohammad Abuzar Shaikh H. Srihari Mingchen Gao 22 104 0 05 May 2021
Ensembling with Deep Generative Views Lucy Chai Jun-Yan Zhu Eli Shechtman Phillip Isola Richard Y. Zhang GAN 30 70 0 29 Apr 2021
A Smartphone based Application for Skin Cancer Classification Using Deep Learning with Clinical Images and Lesion Information Breno Krohling Pedro B. C. Castro André G. C. Pacheco R. Krohling MedIm 34 18 0 28 Apr 2021
GAN-Based Data Augmentation and Anonymization for Skin-Lesion Analysis: A Critical Review Alceu Bissoto Eduardo Valle Sandra Avila MedIm 58 62 0 20 Apr 2021
Towards Learning an Unbiased Classifier from Biased Data via Conditional Adversarial Debiasing Christian Reimers P. Bodesheim Jakob Runge Joachim Denzler FaML CML 11 6 0 10 Mar 2021
Attention-based Fully Gated CNN-BGRU for Russian Handwritten Text Abdelrahman Abdallah Mohamed Hamada D. Nurseitov 29 42 0 12 Aug 2020
Semi-supervised Task-driven Data Augmentation for Medical Image Segmentation K. Chaitanya Neerav Karani Christian F. Baumgartner Ertunc Erdil Anton S. Becker O. Donati E. Konukoglu MedIm 27 92 0 09 Jul 2020
Contrastive learning of global and local features for medical image segmentation with limited annotations K. Chaitanya Ertunc Erdil Neerav Karani E. Konukoglu SSL 30 550 0 18 Jun 2020
Risk of Training Diagnostic Algorithms on Data with Demographic Bias Samaneh Abbasi-Sureshjani Ralf Raumanns B. Michels Gerard Schouten Dovile Juodelyte FaML 35 35 0 20 May 2020
Less is More: Sample Selection and Label Conditioning Improve Skin Lesion Segmentation Vinícius Ribeiro Sandra Avila Eduardo Valle 10 12 0 28 Apr 2020
Melanoma Detection using Adversarial Training and Deep Transfer Learning H. Zunair Benourida Hamza GAN MedIm 22 85 0 14 Apr 2020
Recent advances in deep learning applied to skin cancer detection André G. C. Pacheco R. Krohling MedIm 14 37 0 06 Dec 2019
Artificial Intelligence-Based Image Classification for Diagnosis of Skin Cancer: Challenges and Opportunities Manu Goyal T. Knackstedt Shaofeng Yan Saeed Hassanpour 28 110 0 26 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 20 119 0 25 Oct 2019
Class-dependent Compression of Deep Neural Networks R. Entezari O. Saukh 15 7 0 23 Sep 2019
The impact of patient clinical information on automated skin cancer detection André G. C. Pacheco R. Krohling 22 154 0 16 Sep 2019
Handling Inter-Annotator Agreement for Automated Skin Lesion Segmentation Vinícius Ribeiro Sandra Avila Eduardo Valle 14 23 0 06 Jun 2019
Solo or Ensemble? Choosing a CNN Architecture for Melanoma Classification Fábio Perez Sandra Avila Eduardo Valle 17 56 0 29 Apr 2019
(De)Constructing Bias on Skin Lesion Datasets Alceu Bissoto Michel Fornaciali Eduardo Valle Sandra Avila 20 71 0 18 Apr 2019
Semi-Supervised and Task-Driven Data Augmentation K. Chaitanya Neerav Karani Christian F. Baumgartner O. Donati Anton S. Becker E. Konukoglu MedIm 20 142 0 11 Feb 2019
Skin Lesion Synthesis with Generative Adversarial Networks Alceu Bissoto Fábio Perez Eduardo Valle Sandra Avila GAN MedIm 18 98 0 08 Feb 2019
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 16 43 0 25 Aug 2018
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 17 25 0 01 Nov 2017