Model training method and device, image feature extraction method and device and electronic equipment

The invention provides a model training method and device, an image feature extraction method and device and electronic equipment, and the model training method comprises the steps: carrying out the first-stage training of a to-be-trained model through employing training data, obtaining a first-stag...

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Main Authors ZHAO YUAN, GAN CHUNSHENG, SHEN HAIFENG
Format Patent
LanguageChinese
English
Published 12.06.2020
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Abstract The invention provides a model training method and device, an image feature extraction method and device and electronic equipment, and the model training method comprises the steps: carrying out the first-stage training of a to-be-trained model through employing training data, obtaining a first-stage model, and employing a first loss function as a supervision signal in the first-stage training; performing second-stage training on the first-stage model by using the training data to obtain a second-stage model, the second-stage training using the first loss function and a second loss function assupervision signals, the training data being an image data set; and third-stage training is carried out on the second-stage model by using the training data to obtain a target model, and a second loss function is used as a supervision signal in the third-stage training. The target model obtained by training in the three stages can better classify the image features. 本申请提供了一种模型训练方法、图像特征提取方法、装置及电子设备,其中,所述模型训练方法包括:使用训练数据对待训
AbstractList The invention provides a model training method and device, an image feature extraction method and device and electronic equipment, and the model training method comprises the steps: carrying out the first-stage training of a to-be-trained model through employing training data, obtaining a first-stage model, and employing a first loss function as a supervision signal in the first-stage training; performing second-stage training on the first-stage model by using the training data to obtain a second-stage model, the second-stage training using the first loss function and a second loss function assupervision signals, the training data being an image data set; and third-stage training is carried out on the second-stage model by using the training data to obtain a target model, and a second loss function is used as a supervision signal in the third-stage training. The target model obtained by training in the three stages can better classify the image features. 本申请提供了一种模型训练方法、图像特征提取方法、装置及电子设备,其中,所述模型训练方法包括:使用训练数据对待训
Author SHEN HAIFENG
GAN CHUNSHENG
ZHAO YUAN
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Snippet The invention provides a model training method and device, an image feature extraction method and device and electronic equipment, and the model training...
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Title Model training method and device, image feature extraction method and device and electronic equipment
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