Open Access
Table A.1
Performance on three datasets we collected.
| Row | Stage in our method | Precision | Accuracy | Recall | F1 score | MCC | AP | Sum |
|---|---|---|---|---|---|---|---|---|
| ZTF-NEWg | ||||||||
| 1 | ITS (M = 900) | 93.7±3.8 | 96.7±1.5 | 95.5±2.5 | 94.6±2.4 | 92.2±3.5 | 99.6±0.2 | 572.2±6.4 |
| 2 | ALS (M + K = 1000) | 97.3±1.1 | 98.4±0.7 | 97.2±1.4 | 97.3±1.1 | 96.1±1.6 | 99.9±0.1 | 586.1±2.7 |
| 3 | SSLS (R = 1) | 97.8±1.8 | 98.6±0.8 | 97.6±1.1 | 97.7±1.4 | 96.7±2.0 | 99.8±0.2 | 588.2±3.3 |
| 4 | SSLS (R = 2) | 97.4±1.2 | 98.8±0.5 | 98.7±0.7 | 98.0±0.9 | 97.2±1.2 | 99.8±0.2 | 589.9±2.1 |
| 5 | SSLS (R = 3) | 98.0±1.3 | 98.8±0.3 | 98.2±1.2 | 98.1±0.5 | 97.2±0.8 | 99.9±0.1 | 590.2±2.0 |
| 6 | SSLS (R = 4) | 97.3±1.7 | 98.8±0.5 | 98.7±0.6 | 98.0±0.8 | 97.1±1.2 | 99.9±0.1 | 589.8±2.3 |
| 7 | SSLS (R = 5) | 97.6±1.9 | 98.8±0.5 | 98.5±0.7 | 98.0±0.7 | 97.2±1.0 | 99.8±0.2 | 589.9±2.4 |
| ZTF-NEWr | ||||||||
| 1 | ITS (M = 900) | 95.6±1.4 | 97.8±0.3 | 97.3±1.0 | 96.4±0.5 | 94.9±0.7 | 99.6±0.3 | 581.7±2.0 |
| 2 | ALS (M + K = 1000) | 96.0±1.0 | 97.8±0.5 | 96.8±2.7 | 96.4±0.9 | 94.8±1.3 | 99.6±0.3 | 581.4±3.3 |
| 3 | SSLS (R = 1) | 96.9±1.2 | 98.4±0.3 | 97.7±1.5 | 97.3±0.5 | 96.1±0.7 | 99.6±0.4 | 586.0±2.2 |
| 4 | SSLS (R = 2) | 97.0±1.1 | 98.5±0.5 | 98.1±1.2 | 97.5±0.8 | 96.5±1.1 | 99.7±0.4 | 587.4±2.2 |
| 5 | SSLS (R = 3) | 97.7±1.1 | 98.8±0.2 | 98.5±1.2 | 98.1±0.3 | 97.3±0.5 | 99.7±0.4 | 590.1±1.8 |
| 6 | SSLS (R = 4) | 97.6±0.5 | 98.9±0.1 | 98.7±0.5 | 98.1±0.2 | 97.3±0.3 | 99.7±0.4 | 590.2±0.9 |
| 7 | SSLS (R = 5) | 97.4±1.0 | 98.7±0.2 | 98.3±0.6 | 97.9±0.3 | 97.0±0.4 | 99.6±0.4 | 588.9±1.4 |
| ZTF-NEWm | ||||||||
| 1 | ITS (M = 900) | 91.0±2.8 | 96.0±0.8 | 96.5±0.8 | 93.6±1.2 | 90.8±1.7 | 99.2±0.3 | 567.2±3.7 |
| 2 | ALS (M + K = 1000) | 95.7±1.6 | 97.7±0.6 | 96.6±1.5 | 96.2±1.0 | 94.5±1.5 | 99.5±0.4 | 580.2±2.9 |
| 3 | SSLS (R = 1) | 96.7±0.7 | 98.3±0.2 | 97.8±0.4 | 97.2±0.3 | 96.0±0.4 | 99.5±0.5 | 585.6±1.1 |
| 4 | SSLS (R = 2) | 97.3±1.0 | 98.5±0.3 | 97.7±0.3 | 97.5±0.4 | 96.4±0.6 | 99.4±0.7 | 586.7±1.5 |
| 5 | SSLS (R = 3) | 97.6±0.4 | 98.6±0.1 | 97.6±0.3 | 97.6±0.2 | 96.6±0.3 | 99.5±0.6 | 587.5±0.8 |
| 6 | SSLS (R = 4) | 97.1±1.5 | 98.5±0.4 | 98.1±0.7 | 97.6±0.6 | 96.5±0.8 | 99.4±0.5 | 587.1±2.0 |
| 7 | SSLS (R = 5) | 97.6±0.7 | 98.6±0.2 | 97.7±0.7 | 97.7±0.4 | 96.6±0.5 | 99.3±0.8 | 587.5±1.4 |
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