Open World Semi Supervised Learning On Cifar 1
评估指标
All accuracy (10% Labeled)
All accuracy (50% Labeled)
Novel accuracy (10% Labeled)
Novel accuracy (50% Labeled)
Seen accuracy (10% Labeled)
Seen accuracy (50% Labeled)
评测结果
各个模型在此基准测试上的表现结果
模型名称 | All accuracy (10% Labeled) | All accuracy (50% Labeled) | Novel accuracy (10% Labeled) | Novel accuracy (50% Labeled) | Seen accuracy (10% Labeled) | Seen accuracy (50% Labeled) | Paper Title | Repository |
|---|---|---|---|---|---|---|---|---|
| OpenLDN (ResNet-18) | 47.7 | 60.1 | 40.0 | 46.8 | 55.0 | 73.5 | OpenLDN: Learning to Discover Novel Classes for Open-World Semi-Supervised Learning | |
| ORCA (ResNet-18) | 38.6 | 48.1 | 31.8 | 43.0 | 52.5 | 66.9 | Open-World Semi-Supervised Learning | |
| TRSSL (ResNet-18) | 60.3 | - | 52.1 | - | 68.5 | - | Towards Realistic Semi-Supervised Learning |
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