Feature fusion for imbalanced ECG data analysis.

•It handles two-dimensional ECG images rather than one-dimensional signals.•2D-CNN features are fused with traditional features as the inputs of a RF classifier.•Several imbalanced processing methods are applied to balance sample distribution.•Transfer learning is adopted to enhance the experimental reliability.