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ResearchFormerly WizWand

Hierarchical Open-set Classification on iNaturalist Aves OOD 21 (test)

128BMHDSSL (per depth)
5070.2590.5110.75Jan 23, 2026
Updated 8mo ago

Evaluation results

MethodLinks
SSL (per depth)Labels per class=102026.01128
SSL (per depth)Labels per class=202026.01119
SSL (per depth)Labels per class=502026.01102
Supervised onlyLabels per class=102026.01100
Supervised onlyLabels per class=202026.0195
SSL (Node PLs)Labels per class=102026.0190
SSL (Node PLs)Labels per class=202026.0190
SemiHOCLabels per class=202026.0187
Supervised onlyLabels per class=502026.0185
SemiHOCLabels per class=102026.0182
SSL (Node PLs)Labels per class=502026.0180
SemiHOCLabels per class=502026.0176
Sup. (all ID labels)Labels per class=102026.0173
Sup. (all ID labels)Labels per class=202026.0173
Sup. (all ID labels)Labels per class=502026.0173
SSL (SPL oracle)Labels per class=102026.0153
SSL (SPL oracle)Labels per class=202026.0153
SSL (SPL oracle)Labels per class=502026.0153