Hon Hai Precision Industry Co., Ltd.

Wei-Bin Lee

Yung-Hui Li

Nien-yi Jan

Ting-Hsuan Lee

Yen-Cheng Lin

A model generating apparatus and method are provided. The apparatus receives a plurality of sample images. The apparatus generates a plurality of adversarial samples corresponding to the sample images. The apparatus inputs the sample images and the adversarial samples respectively to a first encoder and a second encoder in a self-supervised neural network to generate a plurality of first feature extractions and a plurality of second feature extractions. The apparatus calculates a similarity of each of the first feature extractions and the second feature extractions to train the self-supervised neural network. The apparatus generates a task model based on the first encoder and a plurality of labeled data.

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Taipei, Taiwan

Wei-Bin Lee