A review of deep learning algorithms for computer vision systems in livestock

•Review of animal science studies that used deep learning in computer vision systems.•Greater adoption of deep learning algorithms for image classification.•The phenotype with greater interest was animal behavior..•Swine was the most frequent species found in the reviewed articles.