Zero-shot Image Classification
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
80.5Top-1 Accuracy
125
Jul 2, 2026
78.1Accuracy
49
Mar 27, 2026
74.1Metric U
46
Feb 26, 2026
83.5Top-1 Accuracy
35
Feb 26, 2026
72.8U Score
34
Feb 26, 2026
63.47DataComp Score
28
Feb 26, 2026
39.1Robust Accuracy (PGD-100, eps=1/255)
25
May 19, 2026
80.1Accuracy
24
Feb 26, 2026
89.9Accuracy
23
Feb 27, 2026
69.6Accuracy
22
Feb 26, 2026
61.9Top-1 Acc
22
Feb 27, 2026
48.1Metric u
21
Feb 26, 2026
65.4Accuracy
19
Feb 26, 2026
0.705Accuracy
19
Feb 26, 2026
71.5Accuracy
19
Feb 26, 2026
89.86Zero-shot Accuracy
18
May 15, 2026
29.16Zero-shot Accuracy
18
May 15, 2026
0.965Zero-shot Accuracy
18
May 15, 2026
81.16Zero-shot Accuracy
18
May 15, 2026
60.4Clean Accuracy
18
Mar 31, 2026
69.78TinyImageNet Accuracy
18
Feb 27, 2026
61.7Adversarial Accuracy
17
May 19, 2026
80.11Accuracy (Zero-shot)
16
Mar 31, 2026
80.11ImageNet Accuracy
16
Mar 31, 2026
57PGD Accuracy
15
May 19, 2026