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. 2024 May 31;19(5):e0301275. doi: 10.1371/journal.pone.0301275

Table 1. Detailed summaries on predicting and classifying skin cancer in other studies.

References Dataset Method
Kumar K et al. [5] Kaggle+ CIA datasets AuDNN+ IOT
Balaha and Hassan [6] ISIC (2016-2017-2018) Transfer learning and sparrow search algorithm
Tabrizchi et al. [7] SIIM-ISIC VGG
Adla et al. [8] ISIC 2019+ ISIC 2020 FrCN-DGCA
Mridha et al. [9] HAM10000 Optimized Convolutional Neural Network
Wu et al. [10] HAM10000 Standard convolution+ wavelet down-sampling
Qasim Gilani et al. [11] ISIC 2019 Deep Spiking Neural Network
Huang et al. [12] ISIC Library YOLOv5
Teodoro et al. [13] ISDIS GAN+ RoI-Based
S M et al. [14] ISIC-2020 DCNN
Mawgoud et al. [15] MODE-NODE, ISIC Deep Transfer Learning
Khan et al. [16] ISBI2016, ISIC2017, HAM10000 Deep learning
Khan et al. [17] ISBI2016, ISBI2017 Deep Learning with IcNR-based feature selection
Khan et al. [18] PH2, ISBI2016, ISIC2017, HAM10000 Mask R-CNN, CNN