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Visual identification of cattle in the wild provides an essential way for real-time cattle monitoring applicable to precision livestock farming. Chinese Simmental exhibit a yellow or brown coat with individually characteristic white stripes or spots, which makes a biometric identifier for identification possible. This work employed the observable biometric characteristics to perform cattle identification with an image from any viewpoint. We propose multi-center agent loss to jointly supervisedoi:10.3390/ani12040459 pmid:35203167 pmcid:PMC8868377 fatcat:ywmeg4gevfaknhnvv236qn346i