Domain | Mode | 20% | 30% | 50% | 70% | 100% |
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Source | Full | 80.7 | 86.8 | 95.4 | 96.5 | 96.7 |
Target | Weak | 93.3 | 94.9 | 96.1 | 96.3 | - |
- The Frame-mAP is shown in the table. We assume 20–100% usage of training data for fully supervised learning with our model in source domain. In target domain, we trained the network with the pre-trained model and the remaining data that only has classification annotations