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Testing performance (mAP@[0.5:0.95]) comparison between the supervised and semi-supervised based on Faster RCNN and FCOS models and CottonWeedDet12 dataset.
| Algorithms | Supervision type | Proportion of labeled data for training | ||||
|---|---|---|---|---|---|---|
| 5% | 10% | 20% | 50% | 100% | ||
| Faster-RCNN | Supervised | 45.02 | 61.18 | 68.29 | 75.97 | 80.47 |
| Semi-supervised | 53.08 | 70.21 | 75.15 | 78.83 | ||
| FCOS | Supervised | 62.28 | 72.99 | 79.14 | 83.87 | 86.47 |
| Semi-supervised | 76.91 | 83.43 | 85.28 | 87.26 | ||
