Myocardial Infarction classification on HMC-QU A4C view (stratified 5-fold CV)
98.57SensitivityEchoCoTr
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| EchoCoTrTraining=Fine-Tuning, Pretraining=EchoCoTr [17]2024.03 | 98.57 | 72.5 | 88.37 | 92.96 | 89.77 | |
| Scratch (Our Implementation)Training=Scratch, Pretraining=None2024.03 | 95.81 | 38.57 | 75.99 | 84.36 | 76.31 | |
| K400Training=Fine-Tuning, Pretraining=K400 [8]2024.03 | 93.14 | 64.64 | 85.05 | 88.25 | 83.52 | |
| CoReEchoTraining=MLP Probing, Pretraining=CoReEcho2024.03 | 93.05 | 69.64 | 87.2 | 89.55 | 85.18 | |
| CoReEchoTraining=Fine-Tuning, Pretraining=CoReEcho2024.03 | 92.95 | 86.07 | 93.55 | 92.91 | 90.64 | |
| Saeed et al.Training=Fine-Tuning, Pretraining=[19] 1-Heartbeat2024.03 | 86.1 | 78.21 | 88.53 | 87.09 | 83.44 | |
| Degerli et al.Training=Scratch, Pretraining=None2024.03 | 85.97 | 70.1 | 85.52 | 85.29 | 80.24 | |
| Nguyen et al.Training=Scratch, Pretraining=None2024.03 | 83.3 | 89.3 | 94.2 | 88.3 | 85.1 | |
| EchoCoTrTraining=MLP Probing, Pretraining=EchoCoTr [17]2024.03 | 72.19 | 81.07 | 88.6 | 78.9 | 75.2 |