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Benchmarks
Image Classification on TAG
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58
Accuracy
OmniVaT
31.064
38.057
45.05
52.043
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
58
-
60
OmniVaT
Backbone=ViT-B/16, Pre...
2026.01
56.5
59.1
-
LDC
Backbone=ViT-B/16, Pre...
2026.01
56.1
43.2
-
SPG
Backbone=ViT-B/16, Pre...
2026.01
54.3
53.8
-
SPG
Venue=ECCV-24, Backbon...
2026.01
53.7
-
50
CLIP
Backbone=ViT-B/16, Pre...
2026.01
53
40.4
-
CLIP
Venue=ICML-21, Backbon...
2026.01
53
-
40.4
PromptStyler
Backbone=ViT-B/16, Pre...
2026.01
52.9
48.8
-
LDC
Venue=CVPR-25, Backbon...
2026.01
52.9
-
48.5
MMRL
Backbone=ViT-B/16, Pre...
2026.01
38.3
33.6
-
PromptStyler
Venue=ICCV-23, Backbon...
2026.01
35.8
-
33.2
MMRL
Venue=CVPR-25, Backbon...
2026.01
32.1
-
22.7
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