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Image Classification on Stanford Dogs-C
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93.8
Semantic Consistency (PAC)
SAR
91.096
91.798
92.5
93.202
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=ProtoPFormer...
2026.04
93.8
35.3
58
0.7
94.5
Unadapted
Backbone=ProtoPFormer...
2026.04
92.1
53.5
55.5
0
100
EATA
Backbone=ProtoPFormer...
2026.04
91.3
65.1
63.4
69.7
72.1
Tent
Backbone=ProtoPFormer...
2026.04
91.2
64.8
61.8
100
74.6
ProtoTTA+
Backbone=ProtoPFormer...
2026.04
91.2
64.4
58.6
71.4
82.5
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