MedMnist
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
MedMNIST 2D RetinaMNIST
89.3Accuracy
11
MedMNIST PneumoniaMNIST (35%)
99.8AUC
11
MedMNIST BreastMNIST (37%)
90.7AUC
11
MedMNIST (test)
86.01Clean Accuracy
11
MedMNIST+ OrganSMNIST Base-to-New v2
48.54Base Accuracy
10
MedMNIST OrganCMNIST Base-to-New v2
52.17Base Accuracy
10
MedMNIST+ OrganAMNIST Base-to-New v2
48Base Accuracy
10
MedMNIST+ TissueMNIST Base-to-New v2
32.84Base Set Score
10
MedMNIST+ BloodMNIST Base-to-New v2
68.94Base Accuracy
10
MedMNIST+ RetinaMNIST Base-to-New v2
49.14Accuracy (Base)
10
MedMNIST+ OCTMNIST Base-to-New v2
76.07Accuracy (Base)
10
MedMNIST+ PathMNIST Base-to-New v2
92.73Base Accuracy
10
MedMNIST TissueMNIST 2D
71.8Accuracy
10
MedMNIST
1.3Running time (sec)
10
MedMNIST PathMNIST (test)
84.78Test Accuracy
10
MedMNIST
192.3Throughput (Inference/Sec)
9
MedMNIST+ out-of-distribution
32.72PathMNIST Accuracy
9
MedMNIST+ Organ (test)
83.8Accuracy (A)
9
MedMnist
87.41Colon Accuracy
9
MedMNIST
78.91Accuracy
7
MedMNIST
84.4Accuracy
6
MEDMNIST Synapse3D
72.88Robust Accuracy
4
MedMNIST Fracture
69.21Balanced Accuracy
3
MedMNIST Nodule
85.12Balanced Accuracy
3
MedMNIST Organ
96.52Balanced Accuracy
3