CVJul 23, 2018

Deep attention-guided fusion network for lesion segmentation

arXiv:1807.08471v2
Originality Synthesis-oriented
AI Analysis

This work addresses lesion segmentation for medical imaging, but appears incremental as it describes an existing method applied to a specific challenge dataset.

The authors tackled the problem of skin lesion segmentation for melanoma detection, achieving a final result on the validation set of the ISIC Challenge 2018.

We participated the Task 1: Lesion Segmentation. The paper describes our algorithm and the final result of validation set for the ISIC Challenge 2018 - Skin Lesion Analysis Towards Melanoma Detection.

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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