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Deep Sheep: kinship assignment in livestock from facial images

2020 35th International Conference on Image and Vision Computing New Zealand (IVCNZ)(2020)

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摘要
For the non-farmer folk all sheep might look the same, but they are in fact morphologically quite different; including when it comes to facial features. Image analysis has already demonstrated that computer-based facial recognition in livestock is very accurate. We investigate the viability of deep learning for assigning kinship in livestock for use in genetic evaluation - given two images of sheep faces, our proposed model predicts their genetic relationship. In this work we present two CNN models: one for face detection (reporting 80% accuracy) and one for kinship detection (reporting 68% balanced accuracy).
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关键词
kinship assignment,livestock,facial images,facial features,image analysis,computer-based facial recognition,deep learning,genetic evaluation,sheep faces,genetic relationship,face detection,kinship detection,nonfarmer folk,deep sheep
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