TASK |
DATASET |
MODEL |
METRIC NAME |
METRIC VALUE |
GLOBAL RANK |
REMOVE |
Federated Learning
|
CIFAR-100 (alpha=0, 10 clients per round)
|
FedASAM + SWA
|
ACC@1-100Clients
|
42.64
|
# 1
|
|
Federated Learning
|
CIFAR-100 (alpha=0, 10 clients per round)
|
FedASAM
|
ACC@1-100Clients
|
39.76
|
# 2
|
|
Federated Learning
|
CIFAR-100 (alpha=0, 10 clients per round)
|
FedSAM
|
ACC@1-100Clients
|
36.93
|
# 4
|
|
Federated Learning
|
CIFAR-100 (alpha=0, 10 clients per round)
|
FedAvg
|
ACC@1-100Clients
|
36.74
|
# 5
|
|
Federated Learning
|
CIFAR-100 (alpha=0, 10 clients per round)
|
FedSAM + SWA
|
ACC@1-100Clients
|
39.51
|
# 3
|
|
Federated Learning
|
CIFAR-100 (alpha=0, 20 clients per round)
|
FedSAM + SWA
|
ACC@1-100Clients
|
39.24
|
# 3
|
|
Image Classification
|
CIFAR-100 (alpha=0, 20 clients per round)
|
FedAvgM + ASAM + SWA
|
ACC@1-100Clients
|
51.58
|
# 1
|
|
Federated Learning
|
CIFAR-100 (alpha=0, 20 clients per round)
|
FedASAM
|
ACC@1-100Clients
|
40.81
|
# 2
|
|
Federated Learning
|
CIFAR-100 (alpha=0, 20 clients per round)
|
FedAvg
|
ACC@1-100Clients
|
38.59
|
# 4
|
|
Federated Learning
|
CIFAR-100 (alpha=0, 20 clients per round)
|
FedASAM + SWA
|
ACC@1-100Clients
|
41.62
|
# 1
|
|
Federated Learning
|
CIFAR-100 (alpha=0, 20 clients per round)
|
FedSAM
|
ACC@1-100Clients
|
38.56
|
# 5
|
|
Federated Learning
|
CIFAR-100 (alpha=0.5, 10 clients per round)
|
FedSAM + SWA
|
ACC@1-100Clients
|
46.76
|
# 2
|
|
Federated Learning
|
CIFAR-100 (alpha=0.5, 10 clients per round)
|
FedAvg
|
ACC@1-100Clients
|
41.27
|
# 5
|
|
Federated Learning
|
CIFAR-100 (alpha=0.5, 10 clients per round)
|
FedSAM
|
ACC@1-100Clients
|
44.84
|
# 4
|
|
Federated Learning
|
CIFAR-100 (alpha=0.5, 10 clients per round)
|
FedASAM
|
ACC@1-100Clients
|
46.58
|
# 3
|
|
Federated Learning
|
CIFAR-100 (alpha=0.5, 10 clients per round)
|
FedASAM + SWA
|
ACC@1-100Clients
|
48.72
|
# 1
|
|
Federated Learning
|
CIFAR-100 (alpha=0.5, 20 clients per round)
|
FedASAM + SWA
|
ACC@1-100Clients
|
48.27
|
# 1
|
|
Federated Learning
|
CIFAR-100 (alpha=0.5, 20 clients per round)
|
FedSAM + SWA
|
ACC@1-100Clients
|
46.47
|
# 3
|
|
Federated Learning
|
CIFAR-100 (alpha=0.5, 20 clients per round)
|
FedSAM
|
ACC@1-100Clients
|
46.05
|
# 4
|
|
Federated Learning
|
CIFAR-100 (alpha=0.5, 20 clients per round)
|
FedAvg
|
ACC@1-100Clients
|
42.17
|
# 5
|
|
Federated Learning
|
CIFAR-100 (alpha=0.5, 20 clients per round)
|
FedASAM
|
ACC@1-100Clients
|
47.78
|
# 2
|
|
Federated Learning
|
CIFAR-100 (alpha=0.5, 5 clients per round)
|
FedASAM + SWA
|
ACC@1-100Clients
|
49.17
|
# 1
|
|
Federated Learning
|
CIFAR-100 (alpha=0.5, 5 clients per round)
|
FedSAM
|
ACC@1-100Clients
|
44.73
|
# 4
|
|
Federated Learning
|
CIFAR-100 (alpha=0.5, 5 clients per round)
|
FedSAM + SWA
|
ACC@1-100Clients
|
47.96
|
# 2
|
|
Federated Learning
|
CIFAR-100 (alpha=0.5, 5 clients per round)
|
FedASAM
|
ACC@1-100Clients
|
45.61
|
# 3
|
|
Federated Learning
|
CIFAR-100 (alpha=0.5, 5 clients per round)
|
FedAvg
|
ACC@1-100Clients
|
40.43
|
# 5
|
|
Federated Learning
|
CIFAR-100 (alpha=0, 5 clients per round)
|
FedASAM + SWA
|
ACC@1-100Clients
|
42.01
|
# 1
|
|
Federated Learning
|
CIFAR-100 (alpha=0, 5 clients per round)
|
FedSAM + SWA
|
ACC@1-100Clients
|
39.3
|
# 2
|
|
Federated Learning
|
CIFAR-100 (alpha=0, 5 clients per round)
|
FedAvg
|
ACC@1-100Clients
|
30.25
|
# 5
|
|
Federated Learning
|
CIFAR-100 (alpha=0, 5 clients per round)
|
FedASAM
|
ACC@1-100Clients
|
36.04
|
# 3
|
|
Federated Learning
|
CIFAR-100 (alpha=0, 5 clients per round)
|
FedSAM
|
ACC@1-100Clients
|
31.04
|
# 4
|
|
Federated Learning
|
CIFAR-100 (alpha=1000, 10 clients per round)
|
FedAvg
|
ACC@1-100Clients
|
50.25
|
# 5
|
|
Federated Learning
|
CIFAR-100 (alpha=1000, 10 clients per round)
|
FedASAM + SWA
|
ACC@1-100Clients
|
54.79
|
# 2
|
|
Federated Learning
|
CIFAR-100 (alpha=1000, 10 clients per round)
|
FedSAM + SWA
|
ACC@1-100Clients
|
53.67
|
# 3
|
|
Federated Learning
|
CIFAR-100 (alpha=1000, 10 clients per round)
|
FedASAM
|
ACC@1-100Clients
|
54.97
|
# 1
|
|
Federated Learning
|
CIFAR-100 (alpha=1000, 10 clients per round)
|
FedSAM
|
ACC@1-100Clients
|
53.39
|
# 4
|
|
Federated Learning
|
CIFAR-100 (alpha=1000, 20 clients per round)
|
FedASAM
|
ACC@1-100Clients
|
54.5
|
# 1
|
|
Federated Learning
|
CIFAR-100 (alpha=1000, 20 clients per round)
|
FedASAM + SWA
|
ACC@1-100Clients
|
54.1
|
# 3
|
|
Federated Learning
|
CIFAR-100 (alpha=1000, 20 clients per round)
|
FedSAM
|
ACC@1-100Clients
|
53.97
|
# 4
|
|
Federated Learning
|
CIFAR-100 (alpha=1000, 20 clients per round)
|
FedAvg
|
ACC@1-100Clients
|
50.66
|
# 5
|
|
Federated Learning
|
CIFAR-100 (alpha=1000, 20 clients per round)
|
FedSAM + SWA
|
ACC@1-100Clients
|
54.36
|
# 2
|
|
Federated Learning
|
CIFAR-100 (alpha=1000, 5 clients per round)
|
FedSAM
|
ACC@1-100Clients
|
54.01
|
# 2
|
|
Federated Learning
|
CIFAR-100 (alpha=1000, 5 clients per round)
|
FedASAM + SWA
|
ACC@1-100Clients
|
53.86
|
# 4
|
|
Federated Learning
|
CIFAR-100 (alpha=1000, 5 clients per round)
|
FedSAM + SWA
|
ACC@1-100Clients
|
53.9
|
# 3
|
|
Federated Learning
|
CIFAR-100 (alpha=1000, 5 clients per round)
|
FedASAM
|
ACC@1-100Clients
|
54.81
|
# 1
|
|
Federated Learning
|
CIFAR-100 (alpha=1000, 5 clients per round)
|
FedAvg
|
ACC@1-100Clients
|
49.92
|
# 5
|
|
Federated Learning
|
Cityscapes heterogeneous
|
FedAvg + SWA
|
mIoU
|
42.48
|
# 6
|
|
Federated Learning
|
Cityscapes heterogeneous
|
FedAvg
|
mIoU
|
38.65
|
# 9
|
|
Federated Learning
|
Cityscapes heterogeneous
|
FedSAM
|
mIoU
|
41.22
|
# 8
|
|
Federated Learning
|
Cityscapes heterogeneous
|
FedASAM
|
mIoU
|
42.27
|
# 7
|
|
Federated Learning
|
Cityscapes heterogeneous
|
SiloBN + ASAM
|
mIoU
|
49.75
|
# 1
|
|
Federated Learning
|
Cityscapes heterogeneous
|
FedSAM + SWA
|
mIoU
|
43.42
|
# 4
|
|
Federated Learning
|
Cityscapes heterogeneous
|
SiloBN + SAM
|
mIoU
|
49.1
|
# 2
|
|
Federated Learning
|
Cityscapes heterogeneous
|
FedASAM + SWA
|
mIoU
|
43.02
|
# 5
|
|
Federated Learning
|
Cityscapes heterogeneous
|
SiloBN
|
mIoU
|
45.96
|
# 3
|
|
Federated Learning
|
Landmarks-User-160k
|
FedAvg
|
Acc@1-1262Clients
|
61.91
|
# 6
|
|
Federated Learning
|
Landmarks-User-160k
|
FedSAM
|
Acc@1-1262Clients
|
63.72
|
# 5
|
|
Federated Learning
|
Landmarks-User-160k
|
FedSAM + SWA
|
Acc@1-1262Clients
|
68.12
|
# 2
|
|
Federated Learning
|
Landmarks-User-160k
|
FedASAM
|
Acc@1-1262Clients
|
64.23
|
# 4
|
|
Federated Learning
|
Landmarks-User-160k
|
FedASAM + SWA
|
Acc@1-1262Clients
|
68.32
|
# 1
|
|
Federated Learning
|
Landmarks-User-160k
|
FedAvg + SWA
|
Acc@1-1262Clients
|
67.52
|
# 3
|
|