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

Table 3. Comparison with other studies.

References Dataset Method and Methods Used Accuracy Sensitivity
Jasil and Ulagamuthalvi [49] ISIC Transfer learning 77 -
Dubal et al. [50] - Neural Networks 76.9 -
Brinker et al. [51] ISBI2016 CNN 83.9 56
Gupta et al. [53] ISIC2016 Ensemble techniques 87 67
Murugan et al. [54] ISIC Random Forest 76.87 78.43
Mustafa et al. [55] - SVM 80.00 71.43
Linsangan and Adtoon [56] ISIC archive KNN 86.67 -
Shalu and Kamboj [57] MED-NODE Decision Tree 82.35 -
Proposed method ISIC DenseNet-201+ Lasso+ Ensemble learning 87.72 92.15