Generalized Category Discovery
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
53Clustering Accuracy
16
Jul 2, 2026
60.1Clustering Accuracy
16
Jul 2, 2026
59.2Clustering Accuracy
16
Jul 2, 2026
69Clustering Accuracy
16
Jul 2, 2026
61.8Clustering Accuracy
16
Jul 2, 2026
79.4Clustering Accuracy
16
Jul 2, 2026
80.5Clustering Accuracy
16
Jul 2, 2026
79.8Clustering Accuracy
16
Jul 2, 2026
70.28Accuracy (All)
16
Feb 26, 2026
67.55All Accuracy
16
Feb 26, 2026
83.25Overall Accuracy
16
Feb 26, 2026
48.05Accuracy (All)
15
Apr 27, 2026
58.13Accuracy (All)
15
Apr 27, 2026
98.77Accuracy (All)
15
Apr 27, 2026
98.19Accuracy (All)
15
Apr 27, 2026
46.56Accuracy (All)
15
Apr 27, 2026
55.63Overall Performance (All Categories)
15
Apr 27, 2026
97.8Accuracy (All)
15
Apr 27, 2026
97.98Accuracy (All)
15
Apr 27, 2026
97.9Accuracy (Cluster, All)
13
Feb 26, 2026
75.1Overall Accuracy
12
Mar 23, 2026
76.6Overall Accuracy
12
Mar 23, 2026
82.3Texture Acc
11
Feb 27, 2026
88.7Overall Accuracy
10
Mar 23, 2026
93.5Accuracy (All)
10
Feb 26, 2026