Novel-class Discovery on Clevr-4 full-shot
66.5Texture AccuracyOAK
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| OAKBackbone=ViT, Pre-training=pretrained, Labels per context=2K2025.12 | 66.5 | 99.9 | 99 | 67.6 | 83.3 | |
| μGCDBackbone=ResNet-18, Pre-training=from scratch, Labels per context=2K2025.12 | 55.5 | 92.1 | 99.2 | 65.2 | 78 | |
| GCDBackbone=ResNet-18, Pre-training=from scratch, Labels per context=2K2025.12 | 45.3 | 90.5 | 88.5 | 60.1 | 71.1 | |
| SimGCDBackbone=ResNet-18, Pre-training=from scratch, Labels per context=2K2025.12 | 40.2 | 97.2 | 95.1 | 53.9 | 71.6 |