CVJul 17, 2018

Automatic Skin Lesion Segmentation Using Deep Fully Convolutional Networks

arXiv:1807.06466v110 citations
Originality Synthesis-oriented
AI Analysis

This addresses a domain-specific medical imaging task for healthcare applications, but appears incremental as it applies existing deep learning methods to a known challenge.

The paper tackled the problem of skin lesion segmentation for melanoma detection, achieving results validated on the ISIC Challenge 2018 dataset.

This paper summarizes our method and validation results for the ISIC Challenge 2018 - Skin Lesion Analysis Towards Melanoma Detection - Task 1: Lesion Segmentation

Code Implementations1 repo
Foundations

The foundational work for this paper's niche, ranked by how specifically the neighbourhood builds on it — not by global fame.

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