Open World Semi Supervised Learning On Cifar 1
Metriken
All accuracy (10% Labeled)
All accuracy (50% Labeled)
Novel accuracy (10% Labeled)
Novel accuracy (50% Labeled)
Seen accuracy (10% Labeled)
Seen accuracy (50% Labeled)
Ergebnisse
Leistungsergebnisse verschiedener Modelle zu diesem Benchmark
Vergleichstabelle
| Modellname | All accuracy (10% Labeled) | All accuracy (50% Labeled) | Novel accuracy (10% Labeled) | Novel accuracy (50% Labeled) | Seen accuracy (10% Labeled) | Seen accuracy (50% Labeled) |
|---|---|---|---|---|---|---|
| openldn-learning-to-discover-novel-classes | 47.7 | 60.1 | 40.0 | 46.8 | 55.0 | 73.5 |
| open-world-semi-supervised-learning-1 | 38.6 | 48.1 | 31.8 | 43.0 | 52.5 | 66.9 |
| towards-realistic-semi-supervised-learning | 60.3 | - | 52.1 | - | 68.5 | - |