Image Classification of Melanoma, Nevus and Seborrheic Keratosis by Deep Neural Network Ensemble

03/09/2017 ∙ by Kazuhisa Matsunaga, et al. ∙ 0 ∙ share

This short paper reports the method and the evaluation results of Casio and Shinshu University joint team for the ISBI Challenge 2017 - Skin Lesion Analysis Towards Melanoma Detection - Part 3: Lesion Classification hosted by ISIC. Our online validation score was 0.958 with melanoma classifier AUC 0.924 and seborrheic keratosis classifier AUC 0.993.

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Skin Lesion Classification Using Deep Neural Network

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11/18/2019 ∙ by Alla Eddine Guissous, et al. ∙ 0 ∙ share

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Transfer Learning for Melanoma Detection: Participation in ISIC 2017 Skin Lesion Classification Challenge

This manuscript describes our participation in the International Skin Im...
03/15/2017 ∙ by Dennis H. Murphree, et al. ∙ 0 ∙ share

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Skin Lesion Segmentation and Classification for ISIC 2018 by Combining Deep CNN and Handcrafted Features

This short report describes our submission to the ISIC 2018 Challenge in...
08/14/2019 ∙ by Redha Ali, et al. ∙ 0 ∙ share

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Identifying Melanoma Images using EfficientNet Ensemble: Winning Solution to the SIIM-ISIC Melanoma Classification Challenge

We present our winning solution to the SIIM-ISIC Melanoma Classification...
10/11/2020 ∙ by Qishen Ha, et al. ∙ 0 ∙ share

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Wikidata Vandalism Detection - The Loganberry Vandalism Detector at WSDM Cup 2017

Wikidata is the new, large-scale knowledge base of the Wikimedia Foundat...
12/19/2017 ∙ by Qi Zhu, et al. ∙ 0 ∙ share

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A Multi-Level Deep Ensemble Model for Skin Lesion Classification in Dermoscopy Images

A multi-level deep ensemble (MLDE) model that can be trained in an 'end ...
07/23/2018 ∙ by Yutong Xie, et al. ∙ 0 ∙ share

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Robust Deep AUC Maximization: A New Surrogate Loss and Empirical Studies on Medical Image Classification

Deep AUC Maximization (DAM) is a paradigm for learning a deep neural net...
12/06/2020 ∙ by Zhuoning Yuan, et al. ∙ 0 ∙ share

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Image Classification of Melanoma, Nevus and Seborrheic Keratosis by Deep Neural Network Ensemble

Authors

Skin Lesion Classification Using Deep Neural Network

Transfer Learning for Melanoma Detection: Participation in ISIC 2017 Skin Lesion Classification Challenge

Skin Lesion Segmentation and Classification for ISIC 2018 by Combining Deep CNN and Handcrafted Features

Identifying Melanoma Images using EfficientNet Ensemble: Winning Solution to the SIIM-ISIC Melanoma Classification Challenge

Wikidata Vandalism Detection - The Loganberry Vandalism Detector at WSDM Cup 2017

A Multi-Level Deep Ensemble Model for Skin Lesion Classification in Dermoscopy Images

Robust Deep AUC Maximization: A New Surrogate Loss and Empirical Studies on Medical Image Classification

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