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Benchmarks
Zero-Shot Learning on CIFAR-10
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92.15
Seen Accuracy (S.Acc)
CLIP-PZSL
85.026
86.8755
88.725
90.5745
Mar 5, 2026
Seen Accuracy (S.Acc)
Unseen Accuracy (U.Acc)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Seen Accuracy (S.Acc)
Unseen Accuracy (U.Acc)
CLIP-PZSL
q=0.1
2026.03
92.15
95.45
CLIP-PZSL
q=0.3
2026.03
91.97
95.4
CLIP-PZSL
q=0.5
2026.03
91.71
95.3
CLIP
q=0.1
2026.03
87.23
89.9
CLIP
q=0.3
2026.03
87.23
89.9
CLIP
q=0.5
2026.03
87.23
89.9
CALIP
q=0.1
2026.03
85.3
93.25
CALIP
q=0.3
2026.03
85.3
93.25
CALIP
q=0.5
2026.03
85.3
93.25
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