MedMnist
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
MedMnist BloodMnist (test)
99Accuracy
65
MedMNIST Breast (test)
92.8Accuracy
36
MedMNIST Derma (test)
84.1Accuracy
36
MedMNIST Pneumonia (test)
96.2Accuracy
36
MedMNIST 3D v2 (test)
0.998Organ Accuracy
36
MedMNIST OrganS (test)
82.4Accuracy
30
3D MedMNIST
77.14Top-1 Balanced Accuracy
24
MedMNIST 2D
82.42Top-1 Balanced Accuracy
24
MedMNIST DermaMNIST v2 (test)
94.4Accuracy
22
MedMNIST OrganAMNIST (test)
97.62Accuracy
22
MedMNIST Breast (10% train 90% test)
85.7Accuracy
20
MedMNIST+ Base-to-New v2
57.84Base Accuracy
20
MedMNIST 2D OrganAMNIST
96.2Accuracy
20
MedMNIST Sub
73.61Final Epoch Accuracy
18
MedMNIST v2 (test)
84.8Average Accuracy
16
ChestMNIST (test)
0.03KMRa
15
MEDMNISTC (Dir(0.1))
66.97Accuracy
13
MEDMNISTA Dir(0.5)
41.22Accuracy
13
MedMNIST
82.1DermalMNIST Top-1 Accuracy
13
MedMNIST 2D OrganCMNIST
94.4Accuracy
12
MedMNIST BloodMNIST 2D
98.7Accuracy
12
MedMNIST PneumoniaMNIST 2D
93.6Accuracy
12
MedMNIST 2D OCTMNIST
92.2Accuracy
12
MedMNIST PathMNIST (test)
86.63Accuracy
12
MedMNIST3D Nodule (test)
88.7Accuracy
11