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Test-Time Adaptation on Amazon-C
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20.8
Semantic Consistency (PAC)
SAR
17.784
18.567
19.35
20.133
Apr 16, 2026
Semantic Consistency (PAC)
Prototype Alignment (PCA-W)
Prediction Stability
Selection Rate
Relative Speed
Updated 1mo ago
Evaluation Results
Method
Method
Links
Semantic Consistency (PAC)
Prototype Alignment (PCA-W)
Prediction Stability
Selection Rate
Relative Speed
SAR
Backbone=ProtoLens (LN...
2026.04
20.8
63.8
51.6
7.8
62.8
EATA
Backbone=ProtoLens (LN...
2026.04
18.6
64.5
50.2
1.4
100
ProtoTTA
Backbone=ProtoLens (LN...
2026.04
18.2
64.8
50.8
28.2
100
Tent
Backbone=ProtoLens (LN...
2026.04
18.1
64.1
50.1
100
98
Unadapted
Backbone=ProtoLens (LN...
2026.04
17.9
64.4
50.7
0
100
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