ISIC
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
ISIC 2018
92.61Accuracy
40
ISIC 2016 (test)
92.88Dice Coefficient
40
ISIC (test)
55.12Accuracy
36
ISIC
71.1mIoU
35
ISIC
79.8mIoU
34
ISIC Asymmetric Noise 2019
66.3Balanced Accuracy
32
ISIC Symmetric Noise 2019
63.2Balanced Accuracy
32
ISIC
74.4mIoU
32
ISIC
56.74Accuracy
31
ISIC (test)
55.28Accuracy
30
ISIC Colour Chart Artefacts Similar
13.1AURC
30
ISIC Ink Artefacts Similar (test)
24.05FPR@TPR80
30
ISIC 2018
91.27DICE
30
ISIC 2018 (test)
97.7AUC
30
ISIC 2017
89.01Dice Coefficient
28
ISIC 3-way 5-shot 2018 (test)
81.16Accuracy
28
ISIC 3-way 3-shot 2018 (test)
75.82Accuracy
28
ISIC 3-way 1-shot 2018 (test)
64.15Accuracy
28
ISIC 2019
93.95Accuracy
27
ISIC
73.5Accuracy
27
ISIC 2018
93.31Dice Score
26
ISIC 2019 m=9 synthetic annotators, K=8, mean agreement 75% (test)
1.77ECE (Expected Calibration Error)
26
ISIC
94.8AUROC
26
ISIC Melanoma 2019
93.4Dice
25
ISIC (test)
61.24Accuracy
24