HAM10000
Benchmarks
TaskDatasetSOTA resultTrendResults
HAM10000 (test)
93.32Accuracy
83
HAM10000
95.16Dice Coefficient
39
HAM10000
83.4Accuracy
39
HAM10000
6.45HD95
38
HAM10000
95.83F1 Score
30
HAM10000
97.1Accuracy
27
HAM10000
0.947mDSC
27
HAM10000 (test)
65.63Accuracy
24
HAM10000+
84.48Accuracy
22
HAM10000
88.34Accuracy
22
HAM10000 (Hard Samples)
79.92IoU
21
HAM10000 (test)
0.95SSIM
20
HAM10000 52 (test)
38.8PSNR
20
HAM10000 (random)
83.3Accuracy
19
HAM10000 Domain Generalization train on NV unseen categories (test)
74.53AKIEC IoU
16
HAM10000
97.2A@0.5
16
HAM10000
0.173SEG-GRAD
13
HAM10000 NIID, κ=1
70.46Accuracy
12
HAM10000 Uniform
78.51Accuracy
12
HAM10000 original (test)
0.892Accuracy
12
HAM10000 D5 (test)
99.8Accuracy
12
HAM10000 Dirichlet alpha=0.5 (non-IID)
81.1Accuracy
10
HAM10000 (IID)
83.5Accuracy
10
HAM10000 (test)
81.97Macro F1 Score
10
HAM10000 NID2 label quantity skew
46.17Accuracy
9