ECG Generation on ECGRDVQ and ECGDMMLD (test)
90.29QTc AccuracyMM-DADM
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MM-DADMMethod Category=Flow Matching Model2025.02 | 90.29 | 87.5 | 91.14 | 91.18 | 92.16 | 93.45 | |
| DiffECGMethod Category=Diffusion Model2025.02 | 83.48 | 77.5 | 83.65 | 82.35 | 85.86 | 85.45 | |
| SSSD-ECGMethod Category=Diffusion Model2025.02 | 82.11 | 75 | 84.16 | 85.29 | 84.5 | 84.36 | |
| FlowECGMethod Category=Flow Matching Model2025.02 | 81.43 | 75 | 83.13 | 79.41 | 83.82 | 82.91 | |
| BioDiffusionMethod Category=Diffusion Model2025.02 | 80.41 | 72.5 | 85.01 | 79.41 | 83.82 | 83.64 | |
| WGANMethod Category=Generative Adversarial Network2025.02 | 74.96 | 75 | 74.96 | 73.53 | 78.53 | 80.36 | |
| StyleGANMethod Category=Generative Adversarial Network2025.02 | 73.59 | 70 | 75.13 | 73.53 | 77.34 | 78.55 | |
| CECG-GANMethod Category=Generative Adversarial Network2025.02 | 73.59 | 75 | 72.91 | 70.59 | 78.19 | 77.09 | |
| TTS-CGANMethod Category=Generative Adversarial Network2025.02 | 70.53 | 72.5 | 70.53 | 76.47 | 83.48 | 82.55 | |
| ECG ODE-GANMethod Category=Generative Adversarial Network2025.02 | 63.2 | 55 | 62.69 | 58.82 | 74.11 | 72.73 | |
| Auto-TTEMethod Category=Variational Autoencoder2025.02 | 62.35 | 60 | 72.4 | 67.65 | 71.55 | 73.45 |