CTG Classification on CTG Dataset Antepartum (T1-T4)
0.743AUC (T1)PRISM-CTG
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PRISM-CTGPre-training=true, Learning Paradigm=Self-Supervised Learning2026.04 | 0.743 | 0.731 | 0.753 | 0.824 | 0.808 | |
| JEPAPre-training=true, Learning Paradigm=Self-Supervised Learning2026.04 | 0.731 | 0.726 | 0.715 | 0.802 | 0.765 | |
| TGLCNPre-training=false, Learning Paradigm=Supervised Learning2026.04 | 0.72 | 0.671 | 0.651 | 0.621 | 0.733 | |
| CNN-BiLSTMPre-training=false, Learning Paradigm=Supervised Learning2026.04 | 0.7 | 0.66 | 0.62 | 0.664 | 0.726 | |
| NeuroFetalNetPre-training=false, Learning Paradigm=Supervised Learning2026.04 | 0.67 | 0.72 | 0.713 | 0.784 | 0.771 | |
| PixioPre-training=true, Learning Paradigm=Self-Supervised Learning2026.04 | 0.665 | 0.716 | 0.694 | 0.772 | 0.763 | |
| ResNetPre-training=false, Learning Paradigm=Supervised Learning2026.04 | 0.664 | 0.684 | 0.67 | 0.772 | 0.746 | |
| PatchCTGPre-training=false, Learning Paradigm=Supervised Learning2026.04 | 0.659 | 0.61 | 0.649 | 0.628 | 0.696 | |
| DinoPre-training=true, Learning Paradigm=Self-Supervised Learning2026.04 | 0.659 | 0.726 | 0.728 | 0.795 | 0.735 | |
| VQMTMPre-training=true, Learning Paradigm=Self-Supervised Learning2026.04 | 0.656 | 0.592 | 0.604 | 0.67 | 0.678 | |
| MAEPre-training=true, Learning Paradigm=Self-Supervised Learning2026.04 | 0.648 | 0.729 | 0.731 | 0.797 | 0.773 | |
| MS-LSTMPre-training=false, Learning Paradigm=Supervised Learning2026.04 | 0.646 | 0.663 | 0.575 | 0.647 | 0.678 | |
| TimeMixerPre-training=false, Learning Paradigm=Supervised Learning2026.04 | 0.64 | 0.668 | 0.663 | 0.768 | 0.749 | |
| CLIP-1Pre-training=true, Learning Paradigm=Self-Supervised Learning2026.04 | 0.63 | 0.653 | 0.665 | 0.785 | 0.73 | |
| CTGNetPre-training=false, Learning Paradigm=Supervised Learning2026.04 | 0.629 | 0.631 | 0.628 | 0.711 | 0.714 | |
| NEPAPre-training=true, Learning Paradigm=Self-Supervised Learning2026.04 | 0.626 | 0.621 | 0.62 | 0.704 | 0.68 | |
| CLIP-2Pre-training=true, Learning Paradigm=Self-Supervised Learning2026.04 | 0.625 | 0.703 | 0.69 | 0.731 | 0.744 | |
| TimesNetPre-training=false, Learning Paradigm=Supervised Learning2026.04 | 0.536 | 0.607 | 0.622 | 0.708 | 0.678 | |
| BestRQPre-training=true, Learning Paradigm=Self-Supervised Learning2026.04 | 0.533 | 0.646 | 0.635 | 0.675 | 0.666 |