Toward robust automated cardiovascular arrhythmia detection using self-supervised learning and 1-dimensional vision transformers
Mitchell Chatterjee, Adrian D. C. Chan, Majid Komeili · Scientific Reports, 2026
Self-Supervised Learning
PatchECG: Self-Supervised ECG Arrhythmia Detection
Master’s thesis, published in Scientific Reports (2026). A 1D transformer pre-trained on 8.2M unlabelled ECGs with Masked Patch Modelling; state-of-the-art on PTB-XL at 1/5 the compute.
