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Benchmarks
Image Classification on OF Real
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61.1
Accuracy
OmniVaT
30.94
38.77
46.6
54.43
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
61.1
-
49.8
OmniVaT
Backbone=ViT-B/16, Pre...
2026.01
58.6
49.3
-
MMRL
Backbone=ViT-B/16, Pre...
2026.01
56.6
46.4
-
SPG
Venue=ECCV-24, Backbon...
2026.01
56.4
-
48.7
PromptStyler
Venue=ICCV-23, Backbon...
2026.01
55.7
-
45.2
LDC
Backbone=ViT-B/16, Pre...
2026.01
55.4
36.8
-
PromptStyler
Backbone=ViT-B/16, Pre...
2026.01
50.7
37.1
-
CLIP
Backbone=ViT-B/16, Pre...
2026.01
46.7
40.6
-
CLIP
Venue=ICML-21, Backbon...
2026.01
46.7
-
40.6
SPG
Backbone=ViT-B/16, Pre...
2026.01
46.4
42.2
-
LDC
Venue=CVPR-25, Backbon...
2026.01
44.7
-
28.2
MMRL
Venue=CVPR-25, Backbon...
2026.01
32.1
-
12.7
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