ResearchTasksLVEF < 40% predictionFollowBenchmarksDataset NameSOTA MethodSortMost resultsRecently updatedMost papersApplyDataset NameSOTA methodMetricTrendResultsLast UpdatedMIMIC All (test)ECHOINGECG78.9Balanced Accuracy13Feb 26, 2026MIMIC High Uncertainty (test)ECG-CLIP76.8Balanced Accuracy11Feb 26, 2026MIMIC Low Uncertainty (test)ECHOINGECG84.4Balanced Accuracy11Feb 26, 2026