Chromosomal Anomaly Detection on Chromosomal anomaly detection dataset
97.23AccuracyP&R
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| P&RBackbone=ResNet182026.04 | 97.23 | 70.06 | 98.44 | 78.24 | 98.48 | 95 | 73.03 | |
| P&RBackbone=ResNet502026.04 | 97.19 | 68.35 | 98.4 | 79.56 | 98.37 | 94.83 | 72.46 | |
| ReADBackbone=ResNet182026.04 | 96.29 | 48.61 | 98.41 | 73.86 | 97.49 | 91.21 | 56.17 | |
| ReADBackbone=ResNet502026.04 | 96.21 | 51.07 | 98.38 | 70.67 | 97.49 | 90.23 | 56.55 | |
| Over-samplingBackbone=ResNet182026.04 | 96.11 | 53.63 | 98.12 | 71.17 | 97.57 | 91.44 | 58.75 | |
| Energy-oodBackbone=ResNet182026.04 | 96.04 | 54.58 | 97.86 | 68.69 | 97.71 | 91.72 | 59.06 | |
| ChroSiameseADBackbone=ResNet182026.04 | 96.04 | 49.86 | 98.27 | 68.01 | 97.37 | 87.4 | 54.93 | |
| BaselineBackbone=ResNet182026.04 | 95.94 | 30.13 | 99.22 | 65.99 | 96.37 | 79.36 | 33.92 | |
| BaselineBackbone=ResNet502026.04 | 95.94 | 29.28 | 99.36 | 53.09 | 96.3 | 81.26 | 30.89 | |
| LDAM-DRWBackbone=ResNet182026.04 | 95.85 | 54.97 | 97.56 | 68.63 | 97.77 | 91.18 | 59.59 | |
| Energy-oodBackbone=ResNet502026.04 | 95.83 | 50.75 | 97.83 | 67.47 | 96.38 | 91.01 | 55.53 | |
| ChroSiameseADBackbone=ResNet502026.04 | 95.82 | 46.12 | 98.31 | 69.46 | 97.19 | 83.73 | 52.6 | |
| BCLBackbone=ResNet182026.04 | 95.71 | 57.04 | 97.53 | 60.24 | 97.72 | 91.74 | 57.34 | |
| LDAM-DRWBackbone=ResNet502026.04 | 95.64 | 57.25 | 97.29 | 65.01 | 97.78 | 91.31 | 58.67 | |
| Over-samplingBackbone=ResNet502026.04 | 95.58 | 54.55 | 97.46 | 59.52 | 97.68 | 90.49 | 55.3 | |
| Focal LossBackbone=ResNet502026.04 | 95.36 | 55.57 | 97.2 | 62.03 | 97.64 | 91.41 | 56 | |
| Focal LossBackbone=ResNet182026.04 | 95.33 | 54.52 | 97.96 | 70.88 | 96.01 | 91.16 | 59.44 | |
| BCLBackbone=ResNet502026.04 | 94.8 | 61.24 | 96.51 | 51.45 | 97.76 | 90.51 | 54.74 | |
| Under-samplingBackbone=ResNet502026.04 | 93.31 | 40.58 | 95.73 | 42.17 | 96.94 | 82.07 | 36.78 | |
| Under-samplingBackbone=ResNet182026.04 | 91.39 | 50.38 | 93.39 | 41.43 | 97.22 | 83.99 | 38.27 | |
| BBNBackbone=ResNet182026.04 | 86.16 | 61.14 | 87.9 | 43.11 | 97.48 | 86.74 | 37.13 | |
| BBNBackbone=ResNet502026.04 | 73.42 | 60.76 | 74.87 | 38.21 | 97.21 | 82.55 | 21.78 |