Abstract: Highlights•We introduce the THUMVFV-3V, a publicly available multi-view finger vein database.•We propose a Transformer-based model for multi-view finger vein recognition.•We propose a Vein Pattern Attention Module to exclusively extract vein information.•Extensive experiments demonstrate the superiority of the VPCFormer.
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