ECG Classification on EchoNext (test)
0.813Macro AUROCST-MEM
Evaluation Results
| Method | Links | |
|---|---|---|
| ST-MEMTrain Size=72475, Evaluation Protocol=Probed2026.05 | 0.813 | |
| ProtoSSL HEEDBTrain Size=72475, Evaluation Protocol=Probed2026.05 | 0.81 | |
| ST-MEMTrain Size=32768, Evaluation Protocol=Probed2026.05 | 0.808 | |
| ProtoSSL HEEDBTrain Size=32768, Evaluation Protocol=Probed2026.05 | 0.806 | |
| ECGFounderTrain Size=72475, Evaluation Protocol=Probed2026.05 | 0.802 | |
| ST-MEMTrain Size=16384, Evaluation Protocol=Probed2026.05 | 0.8 | |
| ECGFounderTrain Size=32768, Evaluation Protocol=Probed2026.05 | 0.798 | |
| ProtoSSL HEEDBTrain Size=16384, Evaluation Protocol=Probed2026.05 | 0.798 | |
| ST-MEMTrain Size=8192, Evaluation Protocol=Probed2026.05 | 0.792 | |
| ECGFounderTrain Size=16384, Evaluation Protocol=Probed2026.05 | 0.791 | |
| ProtoSSL HEEDBTrain Size=8192, Evaluation Protocol=Probed2026.05 | 0.79 | |
| Blackbox DirectTrain Size=72475, Evaluation Protocol=End-to-end2026.05 | 0.783 | |
| Blackbox DirectTrain Size=32768, Evaluation Protocol=End-to-end2026.05 | 0.782 | |
| Blackbox DirectTrain Size=16384, Evaluation Protocol=End-to-end2026.05 | 0.782 | |
| ECGFounderTrain Size=8192, Evaluation Protocol=Probed2026.05 | 0.781 | |
| ST-MEMTrain Size=4096, Evaluation Protocol=Probed2026.05 | 0.773 | |
| Blackbox DirectTrain Size=8192, Evaluation Protocol=End-to-end2026.05 | 0.768 | |
| ECGFounderTrain Size=4096, Evaluation Protocol=Probed2026.05 | 0.766 | |
| ProtoSSL HEEDBTrain Size=4096, Evaluation Protocol=Probed2026.05 | 0.765 | |
| ST-MEMTrain Size=2048, Evaluation Protocol=Probed2026.05 | 0.755 | |
| ECGFounderTrain Size=2048, Evaluation Protocol=Probed2026.05 | 0.753 | |
| Blackbox DirectTrain Size=4096, Evaluation Protocol=End-to-end2026.05 | 0.749 | |
| ProtoSSL HEEDBTrain Size=2048, Evaluation Protocol=Probed2026.05 | 0.747 | |
| ECGFounderTrain Size=1024, Evaluation Protocol=Probed2026.05 | 0.736 | |
| Blackbox DirectTrain Size=2048, Evaluation Protocol=End-to-end2026.05 | 0.732 | |
| ProtoSSL HEEDBTrain Size=1024, Evaluation Protocol=Probed2026.05 | 0.729 | |
| ST-MEMTrain Size=1024, Evaluation Protocol=Probed2026.05 | 0.726 | |
| ProtoSSL HEEDBTrain Size=512, Evaluation Protocol=Probed2026.05 | 0.723 | |
| ECGFounderTrain Size=512, Evaluation Protocol=Probed2026.05 | 0.72 | |
| Blackbox DirectTrain Size=1024, Evaluation Protocol=End-to-end2026.05 | 0.714 | |
| ST-MEMTrain Size=512, Evaluation Protocol=Probed2026.05 | 0.713 | |
| Blackbox DirectTrain Size=512, Evaluation Protocol=End-to-end2026.05 | 0.71 | |
| ProtoSSL HEEDBTrain Size=256, Evaluation Protocol=Probed2026.05 | 0.701 | |
| ECGFounderTrain Size=256, Evaluation Protocol=Probed2026.05 | 0.7 | |
| ST-MEMTrain Size=256, Evaluation Protocol=Probed2026.05 | 0.693 | |
| Blackbox DirectTrain Size=256, Evaluation Protocol=End-to-end2026.05 | 0.667 |