Image Classification on CIFAR-100 (Seen/Novel Class Evaluation)
80.1Seen Class AccuracyOwMatch+
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| OwMatch+Novel class ratio=50%, Label ratio=50%, Backbone=ResNet-18, Pre-trained model=SimCLR [7], Multi-crop=true2024.11 | 80.1 | 63.9 | 71.9 | |
| TRSSLNovel class ratio=50%, Label ratio=50%, Backbone=ResNet-18, Pre-trained model=SimCLR [7]2024.11 | 80 | 49.3 | 64.7 | |
| OwMatchNovel class ratio=50%, Label ratio=50%, Backbone=ResNet-18, Pre-trained model=SimCLR [7]2024.11 | 74.5 | 55.9 | 65.1 | |
| OpenLDNNovel class ratio=50%, Label ratio=50%, Backbone=ResNet-18, Pre-trained model=SimCLR [7]2024.11 | 73.5 | 46.8 | 60.1 | |
| OpenConNovel class ratio=50%, Label ratio=50%, Backbone=ResNet-18, Pre-trained model=SimCLR [7]2024.11 | 69.1 | 47.8 | 52.7 | |
| NACHNovel class ratio=50%, Label ratio=50%, Backbone=ResNet-18, Pre-trained model=SimCLR [7]2024.11 | 68.7 | 47 | 52.1 | |
| UNONovel class ratio=50%, Label ratio=50%, Backbone=ResNet-18, Pre-trained model=SimCLR [7]2024.11 | 68.3 | 36.5 | 51.5 | |
| ORCANovel class ratio=50%, Label ratio=50%, Backbone=ResNet-18, Pre-trained model=SimCLR [7]2024.11 | 66.9 | 43 | 48.1 | |
| DS3LNovel class ratio=50%, Label ratio=50%, Backbone=ResNet-18, Pre-trained model=SimCLR [7]2024.11 | 55.1 | 23.7 | 24 | |
| CGDLNovel class ratio=50%, Label ratio=50%, Backbone=ResNet-18, Pre-trained model=SimCLR [7]2024.11 | 49.3 | 22.5 | 23.5 | |
| FixMatchNovel class ratio=50%, Label ratio=50%, Backbone=ResNet-18, Pre-trained model=SimCLR [7]2024.11 | 39.6 | 23.5 | 20.3 | |
| RankStatsNovel class ratio=50%, Label ratio=50%, Backbone=ResNet-18, Pre-trained model=SimCLR [7]2024.11 | 36.4 | 28.4 | 23.1 | |
| DTCNovel class ratio=50%, Label ratio=50%, Backbone=ResNet-18, Pre-trained model=SimCLR [7]2024.11 | 31.3 | 22.9 | 18.3 | |
| SimCLRNovel class ratio=50%, Label ratio=50%, Backbone=ResNet-18, Pre-trained model=SimCLR [7]2024.11 | 28.6 | 21.1 | 22.3 |