Osteoarthritis severity prediction on OA Kaggle dataset
83.27Micro F1Ours w/o Hierarchical Att
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Ours w/o Hierarchical Atthierarchical_attention=false2022.03 | 83.27 | 78.83 | 97.27 | 70.65 | 88.2 | 92.84 | |
| Ours2022.03 | 82.65 | 82.16 | 97.73 | 73.57 | 91.67 | 93.82 | |
| Ours w/o Attentionattention=false2022.03 | 81.26 | 76.07 | 95.81 | 68.42 | 89.54 | 91.26 | |
| Ours w/o temporal (TCN+MMD)temporal=false2022.03 | 78.44 | 78.5 | 95.2 | 64.92 | 84.28 | 91.65 | |
| Ensemble2022.03 | 74.05 | 73.42 | 91.12 | 63.27 | 78.96 | 93.6 | |
| SE blockModule=Squeeze-Excitation block2022.03 | 73.36 | 72.37 | 92.37 | 62.37 | 78.66 | 92.65 | |
| CNN + Ordinal lossLoss=Ordinal loss2022.03 | 68.65 | 66.38 | 89.5 | 55.57 | 72.98 | 85.76 | |
| MobileNetV2Backbone=MobileNetV22022.03 | 51.04 | 35.32 | 78.22 | 25.54 | 62.08 | 61.91 | |
| DeepKnee2022.03 | 39.56 | 50.78 | 74.56 | 22.87 | 59.31 | 73.98 |