Zero-shot Learning
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
90.1Top-1 Accuracy
183
Jul 7, 2026
0.935Top-1 Accuracy
133
Jul 7, 2026
80.2Top-1 Accuracy
132
Mar 19, 2026
70.9Top-1 Accuracy (%)
50
Feb 26, 2026
77.4Top-1 Accuracy
49
Feb 27, 2026
96Top-1 Accuracy
46
Feb 26, 2026
94.9Top-1 Acc
37
Feb 26, 2026
93Top-1 Accuracy
30
Feb 26, 2026
74.1Average Score
28
Mar 27, 2026
64.5Accuracy
26
Feb 26, 2026
71.3Top-1 Accuracy
25
Feb 27, 2026
53.9Accuracy
20
Feb 26, 2026
68.4Accuracy
20
Feb 26, 2026
70.3Top-1 Accuracy
16
Feb 27, 2026
79.6Seen Class Accuracy (a->s)
15
Feb 26, 2026
90.3Accuracy (a->s, Seen)
15
Feb 26, 2026
70.4Top-1 Acc (Class-Avg)
15
Feb 26, 2026
70.9Top-1 Accuracy (Class-Avg)
15
Feb 26, 2026
63.3Top-1 Acc (Class-Avg)
15
Feb 26, 2026
38Seen Class Accuracy (a->s)
14
Feb 26, 2026
43.2Accuracy
13
Feb 26, 2026
0.706Top-1 Accuracy
13
Feb 26, 2026
60.7Hit Rate@5
10
Feb 26, 2026
49.7ARC-e Accuracy
9
May 15, 2026
92.15Seen Accuracy (S.Acc)
9
Mar 6, 2026