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Benchmarks
O.O.D. Classification on MetaShift Animals
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91.4
OOD Accuracy
DFR
68.312
74.306
80.3
86.294
Jun 2, 2026
OOD Accuracy
Updated 1mo ago
Evaluation Results
Method
Method
Links
OOD Accuracy
DFR
Backbone=ViT-G (1.1B),...
2026.06
91.4
LR (full image)
Backbone=ViT-G (1.1B),...
2026.06
90.6
OpenCLIP ZS (full image)
Backbone=ViT-L-14, Req...
2026.06
90.4
DFR
Backbone=ViT-B (86M),...
2026.06
90.3
A^2_ZS
Backbone (attn × emb)=...
2026.06
89.7
DFR† + A^2
Backbone (attn × emb)=...
2026.06
88.9
A^2_LR cross-model
Backbone (attn × emb)=...
2026.06
88.9
DFR
Backbone=ViT-S (21M),...
2026.06
88.3
iFAM (K=8)
Backbone=ViT-B (86M),...
2026.06
88.2
iFAM (K=4)
Backbone=ViT-B (86M),...
2026.06
86.6
A^2_LR
Backbone (attn × emb)=...
2026.06
85.1
LR (full image)
Backbone=ViT-S (21M),...
2026.06
83.2
TTR
Backbone=OpenCLIP ViT-...
2026.06
69.2
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