Zero-shot Image Classification
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
55.1U Metric
15
Feb 26, 2026
55.6Top-1 Acc
14
Feb 26, 2026
68.4Top-1 Accuracy
14
Feb 26, 2026
72.06Accuracy
13
May 7, 2026
78.07Zero-shot Average Accuracy
13
May 7, 2026
66Top-1 Acc
12
Feb 26, 2026
55.6Top-1 Accuracy
12
Feb 26, 2026
67.1Top-1 Accuracy
12
Feb 26, 2026
68.4Top-1 Accuracy
12
Feb 26, 2026
82.9PGD Robust Accuracy
11
May 19, 2026
73.8Top-1 Accuracy
11
Feb 26, 2026
80.6OCA (Zero-shot)
10
Jul 3, 2026
79.6Overall Classification Accuracy (OCA)
10
Jul 3, 2026
88.3OCA
10
Jul 3, 2026
76.2OCA
10
Jul 3, 2026
83.24Zero-shot Accuracy
10
May 27, 2026
60.8Accuracy (Robust, PGD-100, eps=1/255)
9
May 19, 2026
66.8Image Classification Accuracy
9
Feb 26, 2026
66.8Top-1 Accuracy
9
Feb 27, 2026
84.73Accuracy (Zero-shot)
8
Mar 31, 2026
65.58Zero-shot Mean Accuracy
8
Feb 26, 2026
3.49ECE
7
Apr 23, 2026
71.4AUC
7
Feb 27, 2026
72.9AUC
7
Feb 27, 2026
71.3AUC
7
Feb 27, 2026