Federated Image Classification
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
70.78Accuracy
144
Jun 23, 2026
0.779Accuracy (In-Distribution)
33
Feb 26, 2026
82.4Accuracy
20
Feb 26, 2026
74.07GA
13
Jun 1, 2026
66Global Accuracy
12
May 4, 2026
51.7Global Accuracy
12
May 4, 2026
64.5Average Global Accuracy
12
May 4, 2026
78.4Accuracy
12
Feb 26, 2026
98.52PA
12
Feb 26, 2026
77.27Local Accuracy
11
May 21, 2026
79.27PA
11
Feb 26, 2026
90.43Accuracy (Photo)
10
Apr 10, 2026
64.61Accuracy (Caltech)
9
May 14, 2026
98.52Accuracy (MNIST)
9
May 14, 2026
71.87CBA MTA
9
May 13, 2026
92.04CBA MTA
9
May 13, 2026
1Rounds
8
Jun 9, 2026
1Communication Rounds
8
Jun 9, 2026
20.82Test Error
8
Feb 26, 2026
14.76Test Error
8
Feb 26, 2026
14.79Test Error Rate
8
Feb 26, 2026
14.47Global Accuracy
7
Mar 10, 2026
88.12Global Accuracy
7
Mar 10, 2026
86.94Global Accuracy
7
Mar 10, 2026
95.51Test Accuracy
6
Apr 28, 2026