ECG Classification on MIMIC-IV-ECG (test)
0.809Macro AUROCST-MEM
Evaluation Results
| Method | Links | |
|---|---|---|
| ST-MEMTrain Size=78470, Evaluation Protocol=Probed2026.05 | 0.809 | |
| ProtoSSL HEEDBTrain Size=78470, Evaluation Protocol=Probed2026.05 | 0.806 | |
| ST-MEMTrain Size=32768, Evaluation Protocol=Probed2026.05 | 0.803 | |
| Blackbox DirectTrain Size=78470, Evaluation Protocol=End-to-end2026.05 | 0.802 | |
| ProtoSSL HEEDBTrain Size=32768, Evaluation Protocol=Probed2026.05 | 0.802 | |
| ECGFounderTrain Size=78470, Evaluation Protocol=Probed2026.05 | 0.801 | |
| ECGFounderTrain Size=32768, Evaluation Protocol=Probed2026.05 | 0.8 | |
| ST-MEMTrain Size=16384, Evaluation Protocol=Probed2026.05 | 0.797 | |
| Blackbox DirectTrain Size=32768, Evaluation Protocol=End-to-end2026.05 | 0.792 | |
| ProtoSSL HEEDBTrain Size=16384, Evaluation Protocol=Probed2026.05 | 0.786 | |
| ECGFounderTrain Size=16384, Evaluation Protocol=Probed2026.05 | 0.78 | |
| ST-MEMTrain Size=8192, Evaluation Protocol=Probed2026.05 | 0.78 | |
| Blackbox DirectTrain Size=16384, Evaluation Protocol=End-to-end2026.05 | 0.773 | |
| ProtoSSL HEEDBTrain Size=8192, Evaluation Protocol=Probed2026.05 | 0.768 | |
| Blackbox DirectTrain Size=8192, Evaluation Protocol=End-to-end2026.05 | 0.767 | |
| ST-MEMTrain Size=4096, Evaluation Protocol=Probed2026.05 | 0.765 | |
| ECGFounderTrain Size=8192, Evaluation Protocol=Probed2026.05 | 0.757 | |
| ST-MEMTrain Size=2048, Evaluation Protocol=Probed2026.05 | 0.755 | |
| Blackbox DirectTrain Size=4096, Evaluation Protocol=End-to-end2026.05 | 0.75 | |
| ProtoSSL HEEDBTrain Size=4096, Evaluation Protocol=Probed2026.05 | 0.748 | |
| Blackbox DirectTrain Size=2048, Evaluation Protocol=End-to-end2026.05 | 0.747 | |
| ECGFounderTrain Size=4096, Evaluation Protocol=Probed2026.05 | 0.743 | |
| ST-MEMTrain Size=1024, Evaluation Protocol=Probed2026.05 | 0.734 | |
| ECGFounderTrain Size=2048, Evaluation Protocol=Probed2026.05 | 0.723 | |
| Blackbox DirectTrain Size=1024, Evaluation Protocol=End-to-end2026.05 | 0.722 | |
| ECGFounderTrain Size=1024, Evaluation Protocol=Probed2026.05 | 0.717 | |
| ProtoSSL HEEDBTrain Size=2048, Evaluation Protocol=Probed2026.05 | 0.715 | |
| Blackbox DirectTrain Size=512, Evaluation Protocol=End-to-end2026.05 | 0.714 | |
| ST-MEMTrain Size=512, Evaluation Protocol=Probed2026.05 | 0.713 | |
| ProtoSSL HEEDBTrain Size=1024, Evaluation Protocol=Probed2026.05 | 0.703 | |
| ECGFounderTrain Size=512, Evaluation Protocol=Probed2026.05 | 0.701 | |
| ST-MEMTrain Size=256, Evaluation Protocol=Probed2026.05 | 0.698 | |
| Blackbox DirectTrain Size=256, Evaluation Protocol=End-to-end2026.05 | 0.685 | |
| ECGFounderTrain Size=256, Evaluation Protocol=Probed2026.05 | 0.683 | |
| ProtoSSL HEEDBTrain Size=512, Evaluation Protocol=Probed2026.05 | 0.676 | |
| ProtoSSL HEEDBTrain Size=256, Evaluation Protocol=Probed2026.05 | 0.662 |