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Concept diagram of bidirectional transfer learning-based animal identification. The well-trained segmentation model on multi-animals can be transferred to the single-animal videos, and the well-trained identity recognition model on the single animal can also be transferred to multi-animals. The transfer learning of two models reduces unnecessary manual annotations of animal identities.

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