Abstract: Highlights•Propose shallow CNNs for the classification of healthy and post-COVID using ECG data.•Proposed ECG-iCOVIDNet works only on the raw ECG data.•ECG-HiCOVIDNet does late fusion of HRV & CNN features extracted from the raw ECG.•Elaborate evaluation has been done against state-of-the-art methods.•ShAP is used to evaluate interpretability at the patient and population level.
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