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

2017-03-09 · Kazuhisa Matsunaga, Akira Hamada, Akane Minagawa, Hiroshi Koga

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.

📄 PDF Abstract BibTeX arXiv:1703.03108

Code (1)

Abdulrahman-Adel/Skin-Cancer-Detection pytorch

Tasks

General Classification image-classification Image ClassificationLesion Classification

Random Forests and VGG-NET: An Algorithm for the ISIC 2017 Skin Lesion Classification Challenge

2017-03-15 · Songtao Guo, Yixin Luo, Yanzhi Song

This manuscript briefly describes an algorithm developed for the ISIC 2017 Skin Lesion Classification Competition. In this task, participants are asked to complete two independent binary image classification tasks that i…

Binary Classification Classification General Classification image-classification+3

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

2017-03-15 · Dennis H. Murphree, Che Ngufor

This manuscript describes our participation in the International Skin Imaging Collaboration's 2017 Skin Lesion Analysis Towards Melanoma Detection competition. We participated in Part 3: Lesion Classification. The two st…

General Classification image-classification Image Classification Lesion Classification+2

An Extensive Technique to Detect and Analyze Melanoma: A Challenge at the International Symposium on Biomedical Imaging (ISBI) 2017

2017-02-28 · G. Wiselin Jiji, P Johnson Durai Raj

An automated method to detect and analyze the melanoma is presented to improve diagnosis which will leads to the exact treatment. Image processing techniques such as segmentation, feature descriptors and classification m…

General Classification Segmentation

WonDerM: Skin Lesion Classification with Fine-tuned Neural Networks

2018-08-10 · Yeong Chan Lee, Sang-Hyuk Jung, Hong-Hee Won

As skin cancer is one of the most frequent cancers globally, accurate, non-invasive dermoscopy-based diagnosis becomes essential and promising. A task of the Part 3 of the ISIC Skin Image Analysis Challenge at MICCAI 201…

Classification General Classification Lesion Classification Skin Lesion Classification

Araguaia Medical Vision Lab at ISIC 2017 Skin Lesion Classification Challenge

2017-03-02 · Rafael Teixeira Sousa, Larissa Vasconcellos de Moraes

This paper describes the participation of Araguaia Medical Vision Lab at the International Skin Imaging Collaboration 2017 Skin Lesion Challenge. We describe the use of deep convolutional neural networks in attempt to cl…

General Classification Lesion Classification Skin Lesion Classification