F-MNIST
Benchmarks
TaskDatasetSOTA resultTrendResults
F-MNIST (test)
97.62Accuracy
173
F-MNIST
92.8Accuracy
149
F-MNIST
97.81ASR
25
F-MNIST
1.7Average Prediction Set Size
24
F-MNIST Implicit Neural Representations (test)
84.6Accuracy
21
F-MNIST 30% Minority (test)
94.34Majority Accuracy
20
F-MNIST 10% Minority (test)
90.32Majority Accuracy
20
F-MNIST
11.6FID
16
F-MNIST NIID, κ=1
74.89Accuracy
12
F-MNIST Uniform
84.45Accuracy
12
F-MNIST IDN-50% (test)
76.43Accuracy
12
F-MNIST IDN-40% (test)
85.81Accuracy
12
F-MNIST IDN-30% (test)
89.61Accuracy
12
F-MNIST IDN-20% (test)
90.83Accuracy
12
F-MNIST IDN-10% (test)
91.96Accuracy
12
f-MNIST (test)
95.8AUC
12
F.MNIST last 5% of data stream
75.22Accuracy (F.MNIST last 5%)
10
F.MNIST last 20% of data stream
74.85Average Accuracy
10
F.MNIST last 10% data stream
74.73Average Accuracy
10
F-MNIST
92.5Triplet Centroid Accuracy
10
F-MNIST (test)
0.021Class Angular Distortion Index
8
F-MNIST
0.957Distance Correlation
7
F-MNIST standard (test)
99.98Attack Success Rate (ASR)
7
F-MNIST
96.74Balance Accuracy
7
F-MNIST 1000x1
83Accuracy
6