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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 on the CottonWeedDet3 dataset.
| Algorithms | Supervision type | Proportion of labeled data for training | ||||
|---|---|---|---|---|---|---|
| 5% | 10% | 20% | 50% | 100% | ||
| Faster-RCNN | Supervised | 21.14 | 31.90 | 42.65 | 50.51 | 56.75 |
| Semi-supervised | 29.33 | 40.14 | 49.20 | 53.19 | ||
| FCOS | Supervised | 27.37 | 42.20 | 52.42 | 59.84 | 62.80 |
| Semi-supervised | 38.17 | 47.93 | 55.79 | 61.32 | ||
