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Benchmarks
Image Classification on OF A 2.0
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53.6
Accuracy
OmniVaT
26.768
33.734
40.7
47.666
Jan 1, 2026
Accuracy
F1 Score
Macro F1 Score
Updated 1mo ago
Evaluation Results
Method
Method
Links
Accuracy
F1 Score
Macro F1 Score
OmniVaT
Venue=Ours, Backbone=V...
2026.01
53.6
-
39.8
SPG
Venue=ECCV-24, Backbon...
2026.01
51.2
-
38
PromptStyler
Venue=ICCV-23, Backbon...
2026.01
50.7
-
36.2
MMRL
Backbone=ViT-B/16, Pre...
2026.01
47.5
31.1
-
OmniVaT
Backbone=ViT-B/16, Pre...
2026.01
47.1
30.2
-
LDC
Venue=CVPR-25, Backbon...
2026.01
47.1
-
32.8
LDC
Backbone=ViT-B/16, Pre...
2026.01
46.5
21.3
-
CLIP
Backbone=ViT-B/16, Pre...
2026.01
45.8
26.1
-
CLIP
Venue=ICML-21, Backbon...
2026.01
45.8
-
26.1
SPG
Backbone=ViT-B/16, Pre...
2026.01
45.4
27.8
-
PromptStyler
Backbone=ViT-B/16, Pre...
2026.01
43.3
21.4
-
MMRL
Venue=CVPR-25, Backbon...
2026.01
27.8
-
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