Caltech
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
Caltech-5V
0.804ACC
9
Caltech-4V
0.733ACC
9
Caltech-3V
63.1ACC
9
Caltech-2V
60.6ACC
9
Caltech reasonable setting (test)
7.36Miss Rate
9
CalTech 101 (test)
84.73Accuracy (Zero-shot)
8
Caltech101
0.89ARI
8
Caltech101
93.5Average Score
8
Caltech101 novel classes
92.39Accuracy
8
Caltech-256
57.68Robust Accuracy
8
Caltech-101
68.23Robust Accuracy
8
Caltech 101 4-shot
93.4Accuracy
8
Caltech-256 to Caltech-101 (fine-tuning attack)
79.96Performance Fidelity
8
Caltech-101 to Caltech-256 (fine-tuning attack)
48.53Performance Fidelity
8
Caltech-256
54.49ERB (Deployment)
8
Caltech-101
73.56ERB (Deployment)
8
Caltech
32.03FID
8
Caltech-256 5 random classes 9 (inliers)
98.1AUC
8
Caltech-256 9 (inliers from 3 random classes)
97.7AUC
8
Caltech-256 1 random inlier class 9
98.2AUC
8
Caltech
93.83Top-1 Accuracy
7
Caltech101
79.8Clean Top-1 Accuracy
7
Caltech101
0.43Average Test Time (s)
7
Caltech101
0.866Top-1 Accuracy
7
Caltech101
94.4Accuracy
7