Generalized Category Discovery
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
91.7Accuracy (All)
268
Jul 2, 2026
93.4All Accuracy
252
Jul 2, 2026
91.1Accuracy (All)
228
Jul 2, 2026
90.7Accuracy (All)
186
May 22, 2026
99.2All Accuracy
152
May 22, 2026
83.4Accuracy (All)
115
May 12, 2026
79.3Overall Accuracy
81
May 12, 2026
50.3Score (All Categories)
71
Mar 23, 2026
49.3Score (All Categories)
52
May 12, 2026
95.7Accuracy (All)
50
Mar 17, 2026
98.5Clustering Accuracy (All)
42
Jul 7, 2026
71.1Accuracy (All)
38
Feb 26, 2026
86Accuracy (All)
33
May 22, 2026
63.6Accuracy (All Classes)
33
May 12, 2026
59.6Accuracy (All)
31
May 12, 2026
89.4Accuracy
28
May 6, 2026
80.26Accuracy
28
May 6, 2026
94.53Accuracy
28
May 6, 2026
79.4Accuracy (All)
25
Jul 2, 2026
0.852Accuracy (All)
22
Feb 26, 2026
86.5Accuracy (All)
21
Feb 26, 2026
94.6Accuracy (All)
20
May 22, 2026
66.7Accuracy (All)
19
Feb 26, 2026
67.1Clustering Accuracy (All)
17
Jun 23, 2026
76.1Average
17
Feb 26, 2026