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SOTA Skin lesion classification benchmarks and papers with code | Wizwand
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Skin lesion classification
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
HAM10000 (test)
FedAvg-SL
Accuracy
93.32
83
1mo ago
ISIC 2018 (test)
FedAvg
AUC
97.7
30
1mo ago
ISIC 3-way 5-shot 2018 (test)
Hybrid distil
Accuracy
81.16
28
1mo ago
ISIC 3-way 3-shot 2018 (test)
Hybrid distil
Accuracy
75.82
28
1mo ago
ISIC 3-way 1-shot 2018 (test)
Hybrid distil
Accuracy
64.15
28
1mo ago
ISIC 2019
Ji et al.
Accuracy
93.95
27
1mo ago
FedSkin Global alpha=0.5 (test)
FedSKD
Mean Metric
83.64
17
1mo ago
FedSkin alpha=0.5 (test)
FedSKD
Metric M1
89.27
17
1mo ago
FedSkin Global alpha=1 (test)
FedSKD
Mean Classification Score
84.59
17
1mo ago
FedSkin Local alpha=1 (test)
FedSKD
Accuracy
88.41
17
1mo ago
Fitzpatrick-17k (test)
CFair
Accuracy
0.8791
17
1mo ago
ISIC 2019 (test)
ECL
Accuracy
86.11
16
1mo ago
ISIC OOD 2024
SkinCLIP-VL
B-ACC
85
12
25d ago
Derm7pt
SkinCLIP-VL
Balanced Accuracy
83.4
12
25d ago
ISIC 2019
SkinCLIP-VL
B-ACC
88.7
12
25d ago
Aggregate (Derm7pt, PAD, PH2) (out-of-distribution)
EPVT
Avg ROC-AUC
84.11
12
1mo ago
PH2 (out-of-distribution)
EPVT
ROC AUC
0.9191
12
1mo ago
PAD (out-of-distribution)
CORAL
ROC AUC
88.13
12
1mo ago
derm7pt clinical (out-of-distribution)
EPVT
ROC AUC
0.7396
12
1mo ago
derm7pt dermoscopic (out-of-distribution)
EPVT
ROC AUC
0.8369
12
1mo ago
ISIC 2018
ECL
Accuracy
0.872
11
1mo ago
ISIC 2019
Ozdemir et. al
Macro F1
91.82
10
16d ago
HAM10000
LoRA-Ensemble
Accuracy
88
9
12d ago
HAM10000
soft voting ensemble of CNNs
Accuracy
96.32
9
1mo ago
HAM10000 (test)
Reweighting
AUC
0.97
8
1mo ago
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