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)

13 October 2017

Konstantinos Liopyris

Papers citing "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)"

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Title
What Makes Transfer Learning Work For Medical Images: Feature Reuse & Other Factors Christos Matsoukas Johan Fredin Haslum Moein Sorkhei Magnus P Soderberg Kevin Smith VLM OOD MedIm 27 85 0 02 Mar 2022
SuperCon: Supervised Contrastive Learning for Imbalanced Skin Lesion Classification Keyu Chen Di Zhuang Jerome Chang SSL 23 5 0 11 Feb 2022
Towards a Guideline for Evaluation Metrics in Medical Image Segmentation Dominik Muller Iñaki Soto Rey Frank Kramer 40 278 0 10 Feb 2022
Learning Robust Convolutional Neural Networks with Relevant Feature Focusing via Explanations Kazuki Adachi Shin'ya Yamaguchi OOD 38 0 0 09 Feb 2022
Navigating Neural Space: Revisiting Concept Activation Vectors to Overcome Directional Divergence Frederik Pahde Maximilian Dreyer Leander Weber Moritz Weckbecker Christopher J. Anders Thomas Wiegand Wojciech Samek Sebastian Lapuschkin 63 7 0 07 Feb 2022
Detecting Melanoma Fairly: Skin Tone Detection and Debiasing for Skin Lesion Classification Peter J. Bevan Amir Atapour-Abarghouei 17 29 0 06 Feb 2022
An Analysis on Ensemble Learning optimized Medical Image Classification with Deep Convolutional Neural Networks Dominik Muller Iñaki Soto Rey Frank Kramer 32 56 0 27 Jan 2022
Contrastive and Selective Hidden Embeddings for Medical Image Segmentation Zhuowei Li Zihao Liu Zhiqiang Hu Qing Xia Ruiqin Xiong Shaoting Zhang Dimitris N. Metaxas Tingting Jiang SSL 35 8 0 21 Jan 2022
Improved skin lesion recognition by a Self-Supervised Curricular Deep Learning approach Kirill Sirotkin Marcos Escudero-Viñolo Pablo Carballeira Juan C. Sanmiguel SSL 32 6 0 22 Dec 2021
Unsupervised Approaches for Out-Of-Distribution Dermoscopic Lesion Detection Max Torop S. Ghimire Wenqian Liu Dana H. Brooks Mario Sznaier M. Rajadhyaksha Jennifer Dy Kivanc Kose 34 0 0 08 Nov 2021
Reliable and Trustworthy Machine Learning for Health Using Dataset Shift Detection Chunjong Park Anas Awadalla Tadayoshi Kohno Shwetak N. Patel OOD 30 29 0 26 Oct 2021
Exploring Content Based Image Retrieval for Highly Imbalanced Melanoma Data using Style Transfer, Semantic Image Segmentation and Ensemble Learning Priyam Mehta 18 0 0 12 Oct 2021
Early Melanoma Diagnosis with Sequential Dermoscopic Images Zhen Yu Jennifer Nguyen Toàn D. Nguyên J. Kelly C. Mclean Paul Bonnington Lei Zhang Victoria Mar Z. Ge 27 41 0 12 Oct 2021
Colour augmentation for improved semi-supervised semantic segmentation Geoff French Michal Mackiewicz 19 3 0 09 Oct 2021
Skin Deep Unlearning: Artefact and Instrument Debiasing in the Context of Melanoma Classification P. Bevan Amir Atapour-Abarghouei MU 51 18 0 20 Sep 2021
PoissonSeg: Semi-Supervised Few-Shot Medical Image Segmentation via Poisson Learning Xiaoang Shen Guokai Zhang Huilin Lai Jihao Luo Jianwei Lu Ye Luo 27 14 0 26 Aug 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 13 146 0 20 Aug 2021
Robust Semantic Segmentation with Superpixel-Mix Gianni Franchi Nacim Belkhir Mai Lan Ha Yufei Hu Andrei Bursuc V. Blanz Angela Yao UQCV 36 22 0 02 Aug 2021
ENHANCE (ENriching Health data by ANnotations of Crowd and Experts): A case study for skin lesion classification Ralf Raumanns Gerard Schouten Max Joosten J. Pluim V. Cheplygina 17 5 0 27 Jul 2021
Sharp U-Net: Depthwise Convolutional Network for Biomedical Image Segmentation H. Zunair A. Ben Hamza SSeg MDE 15 224 0 26 Jul 2021
Superpixel-guided Iterative Learning from Noisy Labels for Medical Image Segmentation Shuailin Li Zhitong Gao Xuming He NoLa 27 26 0 21 Jul 2021
Categorical Relation-Preserving Contrastive Knowledge Distillation for Medical Image Classification Xiaohan Xing Yuenan Hou Han Li Yixuan Yuan Hongsheng Li Max Q.-H. Meng VLM 39 36 0 07 Jul 2021
A Systematic Collection of Medical Image Datasets for Deep Learning Johann Li Guangming Zhu Cong Hua Mingtao Feng Basheer Bennamoun ... Xu Xu Lin Mei Liang Zhang Syed Afaq Ali Shah Bennamoun OOD 46 49 0 24 Jun 2021
An Evaluation of Self-Supervised Pre-Training for Skin-Lesion Analysis Levy G. Chaves Alceu Bissoto Eduardo Valle Sandra Avila 27 15 0 17 Jun 2021
The Medical Segmentation Decathlon Michela Antonelli Annika Reinke Spyridon Bakas Keyvan Farahani AnnetteKopp-Schneider ... Zhanwei Xu Yefeng Zheng Amber L. Simpson Lena Maier-Hein M. Jorge Cardoso OOD 69 951 0 10 Jun 2021
Out-of-Distribution Detection in Dermatology using Input Perturbation and Subset Scanning Hannah Kim G. Tadesse C. Cintas Skyler Speakman Kush R. Varshney OOD 12 18 0 24 May 2021
Soft-Attention Improves Skin Cancer Classification Performance S. Datta Mohammad Abuzar Shaikh H. Srihari Mingchen Gao 22 103 0 05 May 2021
Evaluating Deep Neural Networks Trained on Clinical Images in Dermatology with the Fitzpatrick 17k Dataset Matthew Groh Caleb Harris L. Soenksen Felix Lau Rachel Han Aerin Kim A. Koochek Omar Badri 112 182 0 20 Apr 2021
Is segmentation uncertainty useful? Steffen Czolbe K. Arnavaz Oswin Krause Aasa Feragen UQCV 28 43 0 30 Mar 2021
Estimating and Improving Fairness with Adversarial Learning Xiaoxiao Li Ziteng Cui Yifan Wu Li Gu Tatsuya Harada MedIm 25 38 0 07 Mar 2021
Loss Estimators Improve Model Generalization V. Narayanaswamy Jayaraman J. Thiagarajan Deepta Rajan A. Spanias OOD UQCV 24 0 0 05 Mar 2021
Towards Evaluating the Robustness of Deep Diagnostic Models by Adversarial Attack Mengting Xu Tao Zhang Zhongnian Li Mingxia Liu Daoqiang Zhang AAML OOD MedIm 33 41 0 05 Mar 2021
Domain Adaptation for Medical Image Analysis: A Survey Hao Guan Mingxia Liu OOD 48 529 0 18 Feb 2021
DSAL: Deeply Supervised Active Learning from Strong and Weak Labelers for Biomedical Image Segmentation Ziyuan Zhao Zeng Zeng Kaixin Xu Cen Chen Cuntai Guan 21 65 0 22 Jan 2021
A Survey on Ensemble Learning under the Era of Deep Learning Yongquan Yang Haijun Lv Ning Chen OOD 67 182 0 21 Jan 2021
Low-cost and high-performance data augmentation for deep-learning-based skin lesion classification Shuwei Shen Mengjuan Xu Fan Zhang Pengfei Shao Honghong Liu ... Chi Zhang Peng Liu Zhihong Zhang Peng Yao Ronald X. Xu 25 10 0 07 Jan 2021
Lesion Net -- Skin Lesion Segmentation Using Coordinate Convolution and Deep Residual Units S. Nathan Priya Kansal SSeg MedIm 25 7 0 28 Dec 2020
Large-scale Robust Deep AUC Maximization: A New Surrogate Loss and Empirical Studies on Medical Image Classification Zhuoning Yuan Yan Yan Milan Sonka Tianbao Yang AI4TS MedIm OOD 21 118 0 06 Dec 2020
Unleashing the Tiger: Inference Attacks on Split Learning Dario Pasquini G. Ateniese M. Bernaschi FedML 34 147 0 04 Dec 2020
SegBlocks: Block-Based Dynamic Resolution Networks for Real-Time Segmentation Thomas Verelst Tinne Tuytelaars SSeg 10 16 0 24 Nov 2020
Medical Image Segmentation Using Deep Learning: A Survey Risheng Wang Tao Lei Xiaogang Du Yong Wan Hongying Meng A. Nandi SSeg OOD 33 544 0 28 Sep 2020
Unsupervised Surgical Instrument Segmentation via Anchor Generation and Semantic Diffusion Daochang Liu Yuhui Wei Tingting Jiang Yizhou Wang R. Miao F. Shan Ziyu Li MedIm 32 26 0 27 Aug 2020
Deep Active Learning in Remote Sensing for data efficient Change Detection Vít Ruzicka Stefano Dáronco Jan Dirk Wegner Konrad Schindler 37 29 0 25 Aug 2020
U-Net Based Architecture for an Improved Multiresolution Segmentation in Medical Images Simindokht Jahangard M. H. Zangooei Maysam Shahedi SSeg 24 7 0 16 Jul 2020
Investigating and Exploiting Image Resolution for Transfer Learning-based Skin Lesion Classification A. Mahbod Gerald Schaefer Chunliang Wang R. Ecker Georg Dorffner Isabella Ellinger MedIm 29 28 0 25 Jun 2020
Risk of Training Diagnostic Algorithms on Data with Demographic Bias Samaneh Abbasi-Sureshjani Ralf Raumanns B. Michels Gerard Schouten V. Cheplygina FaML 33 35 0 20 May 2020
Detector-SegMentor Network for Skin Lesion Localization and Segmentation Shreshth Saini D. Gupta A. Tiwari 22 13 0 13 May 2020
Boundary-aware Context Neural Network for Medical Image Segmentation Ruxin Wang Shuyuan Chen Chaojie Ji Jianping Fan Ye Li 27 138 0 03 May 2020
CS-AF: A Cost-sensitive Multi-classifier Active Fusion Framework for Skin Lesion Classification Di Zhuang Keyu Chen Jerome Chang 14 16 0 25 Apr 2020
Debiasing Skin Lesion Datasets and Models? Not So Fast Alceu Bissoto Eduardo Valle Sandra Avila 21 54 0 23 Apr 2020