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Fine-grained Image Classification on UCF101 (test)
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64.4
Accuracy
TAPT
52.232
55.391
58.55
61.709
Jun 5, 2026
Accuracy
Robustness
Updated 1mo ago
Evaluation Results
Method
Method
Links
Accuracy
Robustness
TAPT
Category=Tuning-based,...
2026.06
64.4
6.4
R-TPT
Category=Tuning-based,...
2026.06
62.8
42.4
MTA
Category=Tuning-free,...
2026.06
62.8
32.8
MAC
Category=Tuning-free,...
2026.06
62.3
48.2
TTC
Category=Tuning-free,...
2026.06
62
6.9
CLIP
Category=Baseline, Bac...
2026.06
61.6
0
TPT
Backbone=CLIP-ResNet50...
2026.06
59.5
0.3
CLIP
Backbone=CLIP-ResNet50...
2026.06
58.9
0.1
SS-TPT
Backbone=CLIP-ResNet50...
2026.06
58.1
49.1
R-TPT
Backbone=CLIP-ResNet50...
2026.06
57.1
40.5
Ensemble
Backbone=CLIP-ResNet50...
2026.06
54
35
DOC
Backbone=CLIP-ResNet50...
2026.06
53.2
21
TTC
Backbone=CLIP-ResNet50...
2026.06
52.7
21.6
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