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Benchmarks
Online Adaptation on Tiny ImageNet Label Shift
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89.1
Accuracy
Fed-ADE
73.188
77.319
81.45
85.581
Mar 1, 2026
Accuracy
Average Wall Time
Updated 1mo ago
Evaluation Results
Method
Method
Links
Accuracy
Average Wall Time
Fed-ADE
Shift=Lin., Learning C...
2026.03
89.1
109.5
FixLR(Mid)
Shift=Ber., Learning C...
2026.03
87.8
109.5
FixLR(Low)
Shift=Squ., Learning C...
2026.03
87.4
109.5
Fed-POE
Shift=Lin., Learning C...
2026.03
87.1
130.7
FixLR(High)
Shift=Lin., Learning C...
2026.03
86.1
109.5
FedCCFA
Shift=Sin., Learning C...
2026.03
84.8
210.8
UNIDA
Shift=Squ., Learning C...
2026.03
83.3
1,886.5
FTH
Shift=Lin., Learning C...
2026.03
78.2
2,631.2
ATLAS
Shift=Sin., Learning C...
2026.03
76.8
1,959.2
UDA
Shift=Ber., Learning C...
2026.03
73.8
1,242.7
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