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ResearchFormerly WizWand

Hierarchical Open-set Classification

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

SimpleHierImageNet Mixed ID+OOD (test)

SSL (per depth)

1.65BMHD

18

Feb 26, 2026

SimpleHierImageNet OOD (test)

SSL (per depth)

2.36BMHD

18

Feb 26, 2026

SimpleHierImageNet ID (test)

SSL (per depth)

93BMHD

18

Feb 26, 2026

iNaturalist Aves Mixed ID+OOD 21 (test)

SSL (per depth)

110BMHD

18

Feb 26, 2026

iNaturalist Aves OOD 21 (test)

SSL (per depth)

128BMHD

18

Feb 26, 2026

iNaturalist Aves ID 21 (test)

SSL (per depth)

0.93BMHD

18

Feb 26, 2026

iNaturalist Mixed ID+OOD 19 (test)

SSL (per depth)

99BMHD

18

Feb 26, 2026

iNaturalist19 OOD (test)

SSL (per depth)

1.11BMHD

18

Feb 26, 2026

iNaturalist ID 19 (test)

SSL (per depth)

86BMHD

18

Feb 26, 2026