Distribution alignment for cross-device palmprint recognition

•We propose a novel and simple loss term to narrow the crossdevice gap in the pairwise level. And we use a ‘progressive target’ to guide the estimated histogram.•We established a new cross-device palmprint benchmark to improve the study of cross-device RGB palm recognition base on existing datasets.•Extensive experiments on the newly collected dataset and several existing palm recognition datasets verified the effectiveness of the proposed method.