AXIS: A Compact Local-Then-Global One-Dimensional Swin Transformer with a Two-Way Multi-Label Loss for Long-Tailed 12-Lead ECG Diagnosis
In preparation
Research approach
Studies local-then-global 1D Swin attention and a two-way multilabel loss for 12-lead ECG classification.
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Results
PTB-XL fold 10, 1,000 bootstrap resamples: mean Macro AUROC 0.9327 for AXIS (4,2), with 644,631 parameters.
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