Novel Class Discovery
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
0.799ACC (Seen)
27
Jul 7, 2026
86.6Clustering Accuracy
21
Feb 26, 2026
93.4Clustering Accuracy
21
Feb 26, 2026
72.44Accuracy (Seen)
12
May 1, 2026
90.7Clustering Accuracy
12
Feb 26, 2026
94.9Seen Acc
11
Feb 26, 2026
52.71Accuracy
7
Feb 26, 2026
66.54ACC
7
Feb 26, 2026
89.02ACC (Seen)
7
Feb 26, 2026
50.2Cluster Accuracy
6
Jun 23, 2026
50.2Accuracy (All)
6
Feb 26, 2026
61.01Accuracy (All)
6
Feb 26, 2026
57.07All Accuracy
6
Feb 26, 2026
58.99All Accuracy
6
Feb 26, 2026
0.59All Accuracy
6
Feb 26, 2026
57.5Accuracy
6
Feb 26, 2026
14.9Novel Class Score
5
Jun 8, 2026
20.9Novel Class Score
5
Jun 8, 2026
31.7Novel Class Score
5
Jun 8, 2026
47.5Novel Class Score
5
Jun 8, 2026
45.5Bike Accuracy
5
Jun 8, 2026
45.5Bike Performance
5
Jun 8, 2026
36.9Bike Score
5
Jun 8, 2026
46.3Bike Performance
5
Jun 8, 2026
87.8Seen Accuracy
5
Feb 26, 2026