ISIC
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
ISIC 2018 (test)
44.036FID
3
ISIC 2016 (test)
64.208FID
3
Fed-ISIC 2019 (test)
79.29PA
3
ISIC 2020
0.972AUC
2
ISIC 2019 (external val)
80.15Accuracy
2
ISIC 2017
84.22IoU
2
ISIC
0.807AUC
2
ISIC
68.1AP
2
ISIC Competition 2020
0.949ROC AUC
2
ISIC 2018 (test)
98.43Accuracy
2
ISIC 2019 (held-out)
23.6Uncertainty (σ) Before
1
ISIC + 300 melanoma images 2017
0.99AUC
1
ISIC 1320 dermosopic lesion images 2017
0.97AUC
1
ISIC 250 melanoma images 2017
0.99AUC
1
ISIC 2019 2020
85.8Accuracy
1
ISIC 2016, 2017, 2020
82.95Accuracy
1
ISIC 2019 (test)
85.61Accuracy
1
ISIC Challenge 2017
91ROC AUC
1
ISIC 2018 (Full labeled)
86.84Dice Coefficient
1
ISIC Colour Chart Artefacts Dissimilar (test)
—Primary metric
0
ISIC Colour Chart Artefacts Similar (test)
—Primary metric
0
ISIC Ink Artefacts Dissimilar (test)
—Primary metric
0
ISIC Colour Chart Artefacts ResNet18 primary model (Synth Dissimilar)
—Primary metric
0
ISIC Colour Chart Artefacts ResNet18 primary model (Similar)
—Primary metric
0
ISIC 2019
—Primary metric
0