Table 8.
Results for SSL-trained models for models with various hyper-parameters on the 151617 annotated dataset together with unannotated images from a harvest from 2019. Additional results are also shown for baseline fully supervised models in the first rows.
| Train Set | Unsup. Set | Bbox Thresh | Unsup Images | Unsup Weight | AP | AP@0.5 | AP@0.75 | PCC CW40 | PCC CW43 | PCC CW40+43 |
|---|---|---|---|---|---|---|---|---|---|---|
| 151617 [2] | NA | NA | NA | NA | NA | NA | NA | 0.95 | 0.79 | 0.81 |
| 151617 | NA | NA | NA | NA | 17.20 | 32.15 | 15.96 | 0.94 | 0.75 | 0.68 |
| 151617 | 2019 | 0.1 | 1 | 0.5 | 15.57 | 27.73 | 16.16 | 0.88 | 0.73 | 0.72 |
| 151617 | 2019 | 0.1 | 1 | 4 | - | - | - | - | - | - |
| 151617 | 2019 | 0.1 | 4 | 0.5 | 17.49 | 31.36 | 17.40 | 0.86 | 0.76 | 0.71 |
| 151617 | 2019 | 0.1 | 4 | 4 | - | - | - | - | - | - |
| 151617 | 2019 | 0.3 | 1 | 0.5 | 17.85 | 31.92 | 17.78 | 0.93 | 0.72 | 0.75 |
| 151617 | 2019 | 0.3 | 1 | 4 | 19.93 | 36.02 | 19.64 | 0.81 | 0.74 | 0.67 |
| 151617 | 2019 | 0.3 | 4 | 0.5 | 17.95 | 32.32 | 17.66 | 0.92 | 0.71 | 0.72 |
| 151617 | 2019 | 0.3 | 4 | 4 | 19.73 | 35.15 | 20.47 | 0.85 | 0.69 | 0.65 |
| 151617 | 2019 | 0.5 | 1 | 0.5 | 19.79 | 35.86 | 20.32 | 0.90 | 0.79 | 0.70 |
| 151617 | 2019 | 0.5 | 1 | 4 | 17.78 | 34.85 | 15.45 | 0.83 | 0.73 | 0.62 |
| 151617 | 2019 | 0.5 | 4 | 0.5 | 19.66 | 36.45 | 18.54 | 0.88 | 0.72 | 0.65 |
| 151617 | 2019 | 0.5 | 4 | 4 | 20.75 | 38.35 | 19.99 | 0.88 | 0.72 | 0.63 |
| 151617 | 2019 | 0.7 | 1 | 0.5 | 15.56 | 27.82 | 15.36 | 0.88 | 0.63 | 0.63 |
| 151617 | 2019 | 0.7 | 1 | 4 | 15.36 | 28.13 | 15.13 | 0.77 | 0.58 | 0.59 |
| 151617 | 2019 | 0.7 | 4 | 0.5 | 15.47 | 28.48 | 14.84 | 0.86 | 0.60 | 0.58 |
| 151617 | 2019 | 0.7 | 4 | 4 | 13.58 | 24.37 | 13.22 | 0.77 | 0.55 | 0.56 |