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Benchmarks
Base-to-novel generalization on Average (K-400, HMDB-51, UCF-101, SSv2)
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66.4
Top-1 Acc (Base)
FROSTER
49.136
53.618
58.1
62.582
Apr 15, 2024
Top-1 Acc (Base)
Top-1 Acc (Novel)
Top-1 Acc (HM)
Updated 4d ago
Evaluation Results
Method
Method
Links
Top-1 Acc (Base)
Top-1 Acc (Novel)
Top-1 Acc (HM)
FROSTER
Text Augmentation=LLM-...
2024.04
66.4
53.6
59.3
TC-CLIP
Text Augmentation=Orig...
2024.04
66.3
52.3
58.5
TC-CLIP
Text Augmentation=LLM-...
2024.04
66.3
54.9
60.1
ViFi-CLIP
Text Augmentation=Orig...
2024.04
64.8
48.6
55.5
Open-VCLIP
Text Augmentation=Orig...
2024.04
64.4
50.4
56.5
X-CLIP
Text Augmentation=Orig...
2024.04
60.5
41.9
49.5
ActionCLIP
Text Augmentation=Orig...
2024.04
58.5
37.9
46
A5
Text Augmentation=Orig...
2024.04
53.7
24.8
33.9
Vanilla CLIP
Text Augmentation=Orig...
2024.04
49.8
42.3
45.7
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