Zero-shot Image Classification
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
75.4AUC
7
Feb 27, 2026
32.3Average Accuracy (38 Datasets)
5
May 27, 2026
44.34Robust Accuracy (PGD-20, eps=1/255)
5
Apr 23, 2026
7.1Top-1 Accuracy
5
Feb 26, 2026
27Top-1 Acc
5
Feb 26, 2026
16.5Average Accuracy (Zero-shot)
4
May 27, 2026
84.7Adversarial Accuracy
4
May 19, 2026
81.27Accuracy
4
Mar 31, 2026
0.942Average Loss
4
Feb 26, 2026
2.9Top-1 Accuracy
4
Feb 26, 2026
10.5Top-1 Accuracy
4
Feb 26, 2026
1.5Flat Hit@1
4
Feb 26, 2026
2.9Flat Hit@1
4
Feb 26, 2026
10.5Flat Hit@1
4
Feb 26, 2026
49.9PGD
2
May 19, 2026
42.2PGD Robustness
2
May 19, 2026
1.5PGD
2
May 19, 2026
0PGD Error
2
May 19, 2026
76PGD Accuracy
2
May 19, 2026
55Adversarial Accuracy
2
May 19, 2026
23Adversarial Accuracy
2
May 19, 2026
78.5Adversarial Accuracy
2
May 19, 2026
36.8Adversarial Accuracy (%)
2
May 19, 2026
50.4Adversarial Accuracy
1
May 19, 2026
56Adversarial Accuracy
1
May 19, 2026