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O.O.D. Classification on MetaShift Cat vs. Dog
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92.4
Accuracy
OpenCLIP ZS (full image)
57.352
66.451
75.55
84.649
Jun 2, 2026
Accuracy
Updated 1mo ago
Evaluation Results
Method
Method
Links
Accuracy
OpenCLIP ZS (full image)
Backbone=ViT-L-14, Req...
2026.06
92.4
A^2_ZS
Backbone (attn × emb)=...
2026.06
89.7
TTR
Backbone=OpenCLIP ViT-...
2026.06
88.1
iFAM (K=8)
Backbone=ViT-B (86M),...
2026.06
81.1
LR (full image)
Backbone=ViT-G (1.1B),...
2026.06
78.6
iFAM (K=4)
Backbone=ViT-B (86M),...
2026.06
78.3
A^2_LR cross-model
Backbone (attn × emb)=...
2026.06
77.3
DFR
Backbone=ViT-G (1.1B),...
2026.06
76
A^2_LR
Backbone (attn × emb)=...
2026.06
69.8
DFR† + A^2
Backbone (attn × emb)=...
2026.06
69.4
DFR
Backbone=ViT-B (86M),...
2026.06
68.6
LR (full image)
Backbone=ViT-S (21M),...
2026.06
59.8
DFR
Backbone=ViT-S (21M),...
2026.06
58.7
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