CTG Classification on CTG Dataset Intrapartum (T5-T7)
88.3T5 AUCPRISM-CTG
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PRISM-CTGPre-training=true, Learning Paradigm=Self-Supervised Learning2026.04 | 88.3 | 80.6 | 91.1 | 80.8 | |
| JEPAPre-training=true, Learning Paradigm=Self-Supervised Learning2026.04 | 87.3 | 68.5 | 82 | 76.5 | |
| NeuroFetalNetPre-training=false, Learning Paradigm=Supervised Learning2026.04 | 85.7 | 79.6 | 85.6 | 77.1 | |
| CNN-BiLSTMPre-training=false, Learning Paradigm=Supervised Learning2026.04 | 85.2 | 76.9 | 81.4 | 72.6 | |
| MAEPre-training=true, Learning Paradigm=Self-Supervised Learning2026.04 | 85 | 76.8 | 89 | 77.3 | |
| CLIP-1Pre-training=true, Learning Paradigm=Self-Supervised Learning2026.04 | 84.4 | 71.9 | 81.4 | 73 | |
| TimeMixerPre-training=false, Learning Paradigm=Supervised Learning2026.04 | 82.9 | 81 | 86.5 | 74.9 | |
| PixioPre-training=true, Learning Paradigm=Self-Supervised Learning2026.04 | 82 | 76.9 | 90.4 | 76.3 | |
| ResNetPre-training=false, Learning Paradigm=Supervised Learning2026.04 | 81.9 | 80.2 | 80.8 | 74.6 | |
| TGLCNPre-training=false, Learning Paradigm=Supervised Learning2026.04 | 81.9 | 81.3 | 83.4 | 73.3 | |
| CLIP-2Pre-training=true, Learning Paradigm=Self-Supervised Learning2026.04 | 80.2 | 78.6 | 87.3 | 74.4 | |
| CTGNetPre-training=false, Learning Paradigm=Supervised Learning2026.04 | 78.1 | 76.8 | 84.9 | 71.4 | |
| PatchCTGPre-training=false, Learning Paradigm=Supervised Learning2026.04 | 76.7 | 77.4 | 78.2 | 69.6 | |
| MS-LSTMPre-training=false, Learning Paradigm=Supervised Learning2026.04 | 74.2 | 65.9 | 81.3 | 67.8 | |
| BestRQPre-training=true, Learning Paradigm=Self-Supervised Learning2026.04 | 73.8 | 65.7 | 78 | 66.6 | |
| DinoPre-training=true, Learning Paradigm=Self-Supervised Learning2026.04 | 73.3 | 67.9 | 82.7 | 73.5 | |
| NEPAPre-training=true, Learning Paradigm=Self-Supervised Learning2026.04 | 72.5 | 73.4 | 73.1 | 68 | |
| VQMTMPre-training=true, Learning Paradigm=Self-Supervised Learning2026.04 | 72 | 74 | 76.1 | 67.8 | |
| TimesNetPre-training=false, Learning Paradigm=Supervised Learning2026.04 | 70.3 | 76.1 | 80.7 | 67.8 |