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ResearchFormerly WizWand

ECG Classification on MIMIC-IV-ECG (test)

0.809Macro AUROCST-MEM
0.656120.695810.73550.77519May 7, 2026
Updated 5mo ago

Evaluation results

MethodLinks
ST-MEMTrain Size=78470, Evaluation Protocol=Probed2026.050.809
ProtoSSL HEEDBTrain Size=78470, Evaluation Protocol=Probed2026.050.806
ST-MEMTrain Size=32768, Evaluation Protocol=Probed2026.050.803
Blackbox DirectTrain Size=78470, Evaluation Protocol=End-to-end2026.050.802
ProtoSSL HEEDBTrain Size=32768, Evaluation Protocol=Probed2026.050.802
ECGFounderTrain Size=78470, Evaluation Protocol=Probed2026.050.801
ECGFounderTrain Size=32768, Evaluation Protocol=Probed2026.050.8
ST-MEMTrain Size=16384, Evaluation Protocol=Probed2026.050.797
Blackbox DirectTrain Size=32768, Evaluation Protocol=End-to-end2026.050.792
ProtoSSL HEEDBTrain Size=16384, Evaluation Protocol=Probed2026.050.786
ECGFounderTrain Size=16384, Evaluation Protocol=Probed2026.050.78
ST-MEMTrain Size=8192, Evaluation Protocol=Probed2026.050.78
Blackbox DirectTrain Size=16384, Evaluation Protocol=End-to-end2026.050.773
ProtoSSL HEEDBTrain Size=8192, Evaluation Protocol=Probed2026.050.768
Blackbox DirectTrain Size=8192, Evaluation Protocol=End-to-end2026.050.767
ST-MEMTrain Size=4096, Evaluation Protocol=Probed2026.050.765
ECGFounderTrain Size=8192, Evaluation Protocol=Probed2026.050.757
ST-MEMTrain Size=2048, Evaluation Protocol=Probed2026.050.755
Blackbox DirectTrain Size=4096, Evaluation Protocol=End-to-end2026.050.75
ProtoSSL HEEDBTrain Size=4096, Evaluation Protocol=Probed2026.050.748
Blackbox DirectTrain Size=2048, Evaluation Protocol=End-to-end2026.050.747
ECGFounderTrain Size=4096, Evaluation Protocol=Probed2026.050.743
ST-MEMTrain Size=1024, Evaluation Protocol=Probed2026.050.734
ECGFounderTrain Size=2048, Evaluation Protocol=Probed2026.050.723
Blackbox DirectTrain Size=1024, Evaluation Protocol=End-to-end2026.050.722
ECGFounderTrain Size=1024, Evaluation Protocol=Probed2026.050.717
ProtoSSL HEEDBTrain Size=2048, Evaluation Protocol=Probed2026.050.715
Blackbox DirectTrain Size=512, Evaluation Protocol=End-to-end2026.050.714
ST-MEMTrain Size=512, Evaluation Protocol=Probed2026.050.713
ProtoSSL HEEDBTrain Size=1024, Evaluation Protocol=Probed2026.050.703
ECGFounderTrain Size=512, Evaluation Protocol=Probed2026.050.701
ST-MEMTrain Size=256, Evaluation Protocol=Probed2026.050.698
Blackbox DirectTrain Size=256, Evaluation Protocol=End-to-end2026.050.685
ECGFounderTrain Size=256, Evaluation Protocol=Probed2026.050.683
ProtoSSL HEEDBTrain Size=512, Evaluation Protocol=Probed2026.050.676
ProtoSSL HEEDBTrain Size=256, Evaluation Protocol=Probed2026.050.662