Abstract: Highlights•Lightweight module corrects finger deformations via matrix transformations.•Algorithm autonomously learns and corrects image deformations for better accuracy.•No complex preprocessing; raw finger vein images directly used for recognition.•Achieves strong performance on small-scale datasets with automatic augmentation.
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