Table 5. Confusion matrix of PCD deep learning models according to platform and down-sampling intensity.
Model & Platform | Ground truth |
Down-sampling intensity | S1 | S2 | S3 | S4 |
Pinus koraiensis | Larix kaem pferi | Total | PA | Pinus koraiensis | Larix kaempferi | Total | PA | Pinus koraiensis | Larix kaempferi | Total | PA | Pinus koraiensis | Larix kaempferi | Total | PA |
Pointnet | TLS | Pinus koraiensis | 54 | 3 | 57 | 94.7% | 53 | 6 | 59 | 89.8% | 53 | 6 | 59 | 89.8% | 54 | 2 | 56 | 96.4% |
Larix kaempferi | 1 | 20 | 21 | 95.2% | 2 | 17 | 19 | 89.5% | 2 | 17 | 19 | 89.5% | 1 | 21 | 22 | 95.5% |
Total | 55 | 23 | 78 | | 55 | 23 | 78 | | 55 | 23 | 78 | | 55 | 23 | 78 | |
UA | 98.2% | 87.0% | | | 96.4% | 73.9% | | | 96.4% | 73.9% | | | 98.2% | 91.3% | | |
MLS | Pinus koraiensis | 53 | 8 | 61 | 86.9% | 52 | 7 | 59 | 88.1% | 50 | 8 | 58 | 86.2% | 55 | 2 | 57 | 96.5% |
Larix kaempferi | 2 | 15 | 17 | 88.2% | 3 | 16 | 19 | 84.2% | 5 | 15 | 20 | 75.0% | 0 | 21 | 21 | 100.0% |
Total | 55 | 23 | 78 | | 55 | 23 | 78 | | 55 | 23 | 78 | | 55 | 23 | 78 | |
UA | 96.4% | 65.2% | | | 94.5% | 69.6% | | | 90.9% | 65.2% | | | 100.0% | 91.3% | | |
Pointnet++ | TLS | Pinus koraiensis | 54 | 2 | 56 | 96.4% | 51 | 1 | 52 | 98.1% | 53 | 2 | 55 | 96.4% | 52 | 3 | 55 | 94.5% |
Larix kaempferi | 1 | 21 | 22 | 95.5% | 4 | 22 | 26 | 84.6% | 2 | 21 | 23 | 91.3% | 3 | 20 | 23 | 87.0% |
Total | 55 | 23 | 78 | | 55 | 23 | 78 | | 55 | 23 | 78 | | 55 | 23 | 78 | |
UA | 98.2% | 91.3% | | | 92.7% | 95.7% | | | 96.4% | 91.3% | | | 94.5% | 87.0% | | |
MLS | Pinus koraiensis | 54 | 2 | 56 | 96.4% | 55 | 1 | 56 | 98.2% | 52 | 3 | 55 | 94.5% | 54 | 4 | 58 | 93.1% |
Larix kaempferi | 1 | 21 | 22 | 95.5% | 0 | 22 | 22 | 100.0% | 3 | 20 | 23 | 87.0% | 1 | 19 | 20 | 95.0% |
Total | 55 | 23 | 78 | | 55 | 23 | 78 | | 55 | 23 | 78 | | 55 | 23 | 78 | |
UA | 98.2% | 91.3% | | | 100.0% | 95.7% | | | 94.5% | 87.0% | | | 98.2% | 82.6% | | |