PathMNIST
Benchmarks
TaskDatasetSOTA resultTrendResults
PathMNIST
99.38Accuracy
61
PathMNIST
89.45Clean Accuracy
60
PATHMNIST
89.45Clean Accuracy
48
PathMNIST
96.65Accuracy
45
PathMNIST v1 (test)
92.02Accuracy
36
PathMNIST v2 (test)
89.86Accuracy
35
PathMNIST
93.73Accuracy
32
PathMNIST v2 (test)
97.5Accuracy
22
PathMNIST (test)
99.63Accuracy@1 (%)
20
PathMNIST 40% Noise
96.8Sensitivity
10
PathMNIST 20% Noise
95Sensitivity
10
PathMNIST 0% Noise
88.7Sensitivity
10
PathMNIST External (test)
88.63Residual Accuracy (Acc_r)
9
PathMNIST Internal (test)
97.78Accuracy (Retained)
9
PathMNIST D11
45.7PGD Acc
7
PathMNIST
88.89BP Top-1 Accuracy
6
PathMNIST
350Training Time (s)
6
PathMNIST-C
52Accuracy
6
PathMNIST
92Top-1 Accuracy
5
PathMNIST (test)
95Coverage
5
PathMNIST 50% removal binary (test)
99Specificity
5
PathMNIST 20% removal binary (test)
99Specificity
5
BP-MNIST
92Learnability
5
PATHMNIST MedMNIST (test)
84.88Clean Accuracy
4
PathMNIST 224x224 (val)
100AUC
3