Astronomical Source Detection on LAMOST-DET (test)
71.01mRecallNova Teacher
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Nova TeacherSplit=Split-2, Unlabeled Data percentage=50%2026.06 | 71.01 | 59.01 | |
| Nova TeacherSplit=Split-1, Unlabeled Data percentage=50%2026.06 | 70.84 | 59.64 | |
| Nova TeacherSplit=Split-1, Unlabeled Data percentage=70%2026.06 | 70.38 | 58.09 | |
| Nova TeacherSplit=Split-2, Unlabeled Data percentage=70%2026.06 | 70.34 | 58.21 | |
| SOODSplit=Split-2, Unlabeled Data percentage=50%2026.06 | 69.91 | 55.14 | |
| Dense TeacherSplit=Split-2, Unlabeled Data percentage=50%2026.06 | 69.87 | 55.09 | |
| Nova TeacherSplit=Split-2, Unlabeled Data percentage=90%2026.06 | 69.79 | 57.33 | |
| Dense TeacherSplit=Split-2, Unlabeled Data percentage=70%2026.06 | 69.64 | 54.56 | |
| SOODSplit=Split-2, Unlabeled Data percentage=70%2026.06 | 69.51 | 54.57 | |
| Rotated FCOSSplit=Split-1, Unlabeled Data percentage=50%2026.06 | 69.31 | 54.52 | |
| MCL-SOODSplit=Split-2, Unlabeled Data percentage=50%2026.06 | 69.29 | 57.53 | |
| SOODSplit=Split-1, Unlabeled Data percentage=70%2026.06 | 68.94 | 54.66 | |
| Rotated FCOSSplit=Split-1, Unlabeled Data percentage=70%2026.06 | 68.86 | 54.06 | |
| SOODSplit=Split-1, Unlabeled Data percentage=50%2026.06 | 68.75 | 55.69 | |
| Dense TeacherSplit=Split-1, Unlabeled Data percentage=50%2026.06 | 68.67 | 55.51 | |
| SPWOODSplit=Split-2, Unlabeled Data percentage=50%2026.06 | 68.62 | 54.83 | |
| Nova TeacherSplit=Split-1, Unlabeled Data percentage=90%2026.06 | 68.48 | 55.83 | |
| MCL-SOODSplit=Split-2, Unlabeled Data percentage=70%2026.06 | 68.37 | 57.06 | |
| MCL-SOODSplit=Split-1, Unlabeled Data percentage=70%2026.06 | 68.36 | 56.78 | |
| Dense TeacherSplit=Split-1, Unlabeled Data percentage=70%2026.06 | 68.32 | 54.43 | |
| SOODSplit=Split-2, Unlabeled Data percentage=90%2026.06 | 68.31 | 53.73 | |
| Focal TeacherSplit=Split-1, Unlabeled Data percentage=70%2026.06 | 68.29 | 55.25 | |
| Focal TeacherSplit=Split-2, Unlabeled Data percentage=50%2026.06 | 68.26 | 56.08 | |
| MCL-SOODSplit=Split-1, Unlabeled Data percentage=50%2026.06 | 68.13 | 58.01 | |
| SOODSplit=Split-1, Unlabeled Data percentage=90%2026.06 | 68.12 | 53.68 | |
| Calibrated TeacherSplit=Split-2, Unlabeled Data percentage=50%2026.06 | 68.11 | 54.13 | |
| SPWOODSplit=Split-2, Unlabeled Data percentage=70%2026.06 | 68.06 | 54.15 | |
| Focal TeacherSplit=Split-2, Unlabeled Data percentage=70%2026.06 | 67.95 | 55.36 | |
| Dense TeacherSplit=Split-2, Unlabeled Data percentage=90%2026.06 | 67.86 | 53.26 | |
| Co-miningSplit=Split-2, Unlabeled Data percentage=50%2026.06 | 67.71 | 54.28 | |
| Rotated FCOSSplit=Split-1, Unlabeled Data percentage=90%2026.06 | 67.53 | 52.74 | |
| Calibrated TeacherSplit=Split-2, Unlabeled Data percentage=70%2026.06 | 67.48 | 53.96 | |
| Co-miningSplit=Split-1, Unlabeled Data percentage=50%2026.06 | 67.46 | 53.79 | |
| SPWOODSplit=Split-1, Unlabeled Data percentage=50%2026.06 | 67.37 | 54.49 | |
| Rotated FCOSSplit=Split-2, Unlabeled Data percentage=50%2026.06 | 67.34 | 54.16 | |
| MCL-SOODSplit=Split-1, Unlabeled Data percentage=90%2026.06 | 67.29 | 55.13 | |
| SPWOODSplit=Split-1, Unlabeled Data percentage=70%2026.06 | 67.27 | 53.98 | |
| SPWOODSplit=Split-2, Unlabeled Data percentage=90%2026.06 | 67.23 | 53.66 | |
| MCL-SOODSplit=Split-2, Unlabeled Data percentage=90%2026.06 | 67.14 | 54.88 | |
| Co-miningSplit=Split-2, Unlabeled Data percentage=70%2026.06 | 67.02 | 54.14 | |
| Co-miningSplit=Split-1, Unlabeled Data percentage=70%2026.06 | 67.01 | 54.39 | |
| Co-miningSplit=Split-2, Unlabeled Data percentage=90%2026.06 | 66.95 | 53.38 | |
| Co-miningSplit=Split-1, Unlabeled Data percentage=90%2026.06 | 66.83 | 53.07 | |
| Focal TeacherSplit=Split-2, Unlabeled Data percentage=90%2026.06 | 66.83 | 54.45 | |
| Focal TeacherSplit=Split-1, Unlabeled Data percentage=50%2026.06 | 66.82 | 57.24 | |
| Calibrated TeacherSplit=Split-1, Unlabeled Data percentage=50%2026.06 | 66.76 | 55.93 | |
| SPWOODSplit=Split-1, Unlabeled Data percentage=90%2026.06 | 66.74 | 53.05 | |
| Dense TeacherSplit=Split-1, Unlabeled Data percentage=90%2026.06 | 66.62 | 54.11 | |
| Calibrated TeacherSplit=Split-1, Unlabeled Data percentage=70%2026.06 | 66.43 | 55.16 | |
| Focal TeacherSplit=Split-1, Unlabeled Data percentage=90%2026.06 | 66.31 | 54.38 | |
| Calibrated TeacherSplit=Split-2, Unlabeled Data percentage=90%2026.06 | 66.19 | 53.07 | |
| Calibrated TeacherSplit=Split-1, Unlabeled Data percentage=90%2026.06 | 65.92 | 54.77 | |
| Rotated RetinaNetSplit=Split-1, Unlabeled Data percentage=50%2026.06 | 65.91 | 53.67 | |
| Rotated FCOSSplit=Split-2, Unlabeled Data percentage=90%2026.06 | 65.87 | 52.55 | |
| Rotated RetinaNetSplit=Split-1, Unlabeled Data percentage=70%2026.06 | 65.55 | 53.56 | |
| Rotated RetinaNetSplit=Split-2, Unlabeled Data percentage=50%2026.06 | 64.65 | 52.57 | |
| Rotated RetinaNetSplit=Split-2, Unlabeled Data percentage=70%2026.06 | 64.51 | 52.73 | |
| Rotated FCOSSplit=Split-2, Unlabeled Data percentage=70%2026.06 | 63.86 | 53.77 | |
| Rotated RetinaNetSplit=Split-1, Unlabeled Data percentage=90%2026.06 | 63.6 | 51.21 | |
| Rotated RetinaNetSplit=Split-2, Unlabeled Data percentage=90%2026.06 | 63.39 | 51.86 | |
| Oriented R-CNNSplit=Split-2, Unlabeled Data percentage=70%2026.06 | 42.87 | 42.97 | |
| Oriented R-CNNSplit=Split-2, Unlabeled Data percentage=90%2026.06 | 42.01 | 42.41 | |
| Oriented R-CNNSplit=Split-1, Unlabeled Data percentage=50%2026.06 | 40.73 | 42.88 | |
| Faster R-CNNSplit=Split-2, Unlabeled Data percentage=70%2026.06 | 39.53 | 34.91 | |
| Faster R-CNNSplit=Split-1, Unlabeled Data percentage=50%2026.06 | 38.78 | 35.36 | |
| Oriented R-CNNSplit=Split-1, Unlabeled Data percentage=70%2026.06 | 38.56 | 35.17 | |
| Faster R-CNNSplit=Split-1, Unlabeled Data percentage=70%2026.06 | 36.32 | 33.46 | |
| Oriented R-CNNSplit=Split-2, Unlabeled Data percentage=50%2026.06 | 36.12 | 35.51 | |
| Faster R-CNNSplit=Split-2, Unlabeled Data percentage=50%2026.06 | 33.02 | 34.99 | |
| Faster R-CNNSplit=Split-1, Unlabeled Data percentage=90%2026.06 | 28.41 | 26.78 | |
| Oriented R-CNNSplit=Split-1, Unlabeled Data percentage=90%2026.06 | 27.01 | 26.52 | |
| Faster R-CNNSplit=Split-2, Unlabeled Data percentage=90%2026.06 | 23.97 | 25.77 |