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R-U-Net is proposed, an ECG delineation model that pairs a ResNet-18 encoder with a U-Net decoder and shows that decoder design contributes more to performance gains than the evaluated SSL methods, motivating further exploration of architectures for ECG delineation.
Encoder-free ECG-Language Models can match or exceed the performance of complex encoder-based models, suggesting that current ELMs may be over-engineered and overly reliant on dataset biases.
