Data processing method based on image transformation, data processing device and storage medium

Abstract

The invention discloses a data processing method based on image transformation, a data processing device and a storage medium, and the method comprises the steps: recognizing a target object in a to-be-processed image, and obtaining corresponding object recognition information; executing a first transformation operation on the object identification information to obtain first transformed information corresponding to the target object; and performing data augmentation processing on the target object based on the object identification information and the first transformed information to obtain processed information. On the basis of a traditional data augmentation method, a perspective transformation mode is adopted to carry out further data augmentation on data in a to-be-processed image, on the basis of considering data authenticity, the data volume can be effectively increased, the comprehensiveness of the data is improved, and meanwhile, the diversity of the data is improved, so that the accuracy of image recognition processing is improved, and the image recognition efficiency is improved. And actual requirements of users are met.

Description

technical field [0001] The present invention relates to the technical field of image processing, in particular to an image transformation-based data processing method, an image transformation-based data processing device, and a computer-readable storage medium. Background technique [0002] In the field of image processing technology, there are a variety of processing algorithms, including deep learning algorithms. In practical applications, deep learning models are highly dependent on data. Therefore, if the amount of data is insufficient or the quality of data is not enough, even if the processing accuracy of the deep learning model is high, it still cannot achieve the desired processing effect. Therefore, in order to solve the above technical problems, technicians perform data augmentation on the input data to achieve better learning and processing effects. [0003] In the prior art, the data is augmented mainly through the following two methods: first, by oversampling t...

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Problems solved by technology

[0005] In order to overcome the technical problem that the processing method for objects with less data in the image is not accurate enough in the prior art and cannot meet the actual processing requirements, the embodiment of the present invention provides a data processing method based on image transformation, by adopting perspective transformation or liquefaction transformation to augment the data in the image to be processed, thereby increasing the diversity of data, improving the recognition accuracy of the image to be processed, and meeting actual needs

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