Adversarial multimodal fusion with attention mechanism for skin lesion classification using clinical and dermoscopic images

Global cancer statistics 2020: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries

(2021) Hyuna Sung et al.   CA-A CANCER JOURNAL FOR CLINICIANS

MSCS-DeepLN: Evaluating lung nodule malignancy using multi-scale cost-sensitive neural networks

(2020) Xiuyuan Xu et al.   MEDICAL IMAGE ANALYSIS

An End-to-End Multi-Task Deep Learning Framework for Skin Lesion Analysis

(2020) Lei Song et al.   IEEE Journal of Biomedical and Health Informatics

Convolutional neural networks for the automatic diagnosis of melanoma: An extensive experimental study

(2020) Eduardo Pérez et al.   MEDICAL IMAGE ANALYSIS

Interpretable deep learning systems for multi-class segmentation and classification of non-melanoma skin cancer

(2020) Simon M. Thomas et al.   MEDICAL IMAGE ANALYSIS

Attention Residual Learning for Skin Lesion Classification

(2019) Jianpeng Zhang et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Skin Lesion Classification Using CNNs With Patch-Based Attention and Diagnosis-Guided Loss Weighting

(2019) Nils Gessert et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Feasibility study of a multi-criteria decision-making based hierarchical model for multi-modality feature and multi-classifier fusion: Applications in medical prognosis prediction

(2019) Qiang He et al.   Information Fusion

AI-Skin: Skin disease recognition based on self-learning and wide data collection through a closed-loop framework

(2019) Min Chen et al.   Information Fusion

Multimodal Machine Learning: A Survey and Taxonomy

(2018) Tadas Baltrusaitis et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

7-Point Checklist and Skin Lesion Classification using Multi-Task Multi-Modal Neural Nets

(2018) Jeremy Kawahara et al.   IEEE Journal of Biomedical and Health Informatics

Multimodal skin lesion classification using deep learning

(2018) Jordan Yap et al.   EXPERIMENTAL DERMATOLOGY

Melanoma Recognition in Dermoscopy Images via Aggregated Deep Convolutional Features

(2018) Zhen Yu et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Skin lesion classification with ensembles of deep convolutional neural networks

(2018) Balazs Harangi   JOURNAL OF BIOMEDICAL INFORMATICS

Automated Melanoma Recognition in Dermoscopy Images via Very Deep Residual Networks

(2017) Lequan Yu et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Development of a clinically oriented system for melanoma diagnosis

(2017) Catarina Barata et al.   PATTERN RECOGNITION

ImageNet Large Scale Visual Recognition Challenge

(2015) Olga Russakovsky et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Deep learning

(2015) Yann LeCun et al.   NATURE

Analysis of the contour structural irregularity of skin lesions using wavelet decomposition

(2012) Li Ma et al.   PATTERN RECOGNITION

Anisotropic Mean Shift Based Fuzzy C-Means Segmentation of Dermoscopy Images

(2009) Huiyu Zhou et al.   IEEE Journal of Selected Topics in Signal Processing