Developmental Stage Classification on Human embryo dataset (test)
80.6Global AccuracyTwo-Stream Linear-Chain CRF
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Two-Stream Linear-Chain CRFClassification Model Category=Spatiotemporal Classification Model2021.07 | 80.6 | 66.3 | 99.4 | 96.2 | 41.2 | 89.4 | 43.3 | 27.6 | 19.7 | 69.8 | 67 | 78.7 | 96.7 | |
| AutoIVFClassification Model Category=Per-Image Classification Model2021.07 | 77.8 | 60.9 | 98.2 | 96.6 | 22.9 | 88.2 | 26.5 | 15.6 | 22.4 | 59.3 | 67.3 | 77 | 96.1 | |
| LSTMClassification Model Category=Spatiotemporal Classification Model2021.07 | 77.1 | 61.8 | 97.8 | 92.7 | 31.4 | 79.9 | 21.4 | 25.4 | 28.8 | 58.3 | 67.6 | 79.3 | 97 | |
| Early FusionClassification Model Category=Spatiotemporal Classification Model2021.07 | 75.1 | 55.7 | 97.5 | 93.4 | 10.2 | 84.5 | 11.5 | 7.9 | 12.8 | 63.5 | 65.7 | 72.5 | 93.7 | |
| ResNet50Classification Model Category=Per-Image Classification Model2021.07 | 74.6 | 58.2 | 97.6 | 93.8 | 24.3 | 80.8 | 24.1 | 16.2 | 19.8 | 55.2 | 63.5 | 70.7 | 93.9 |