Feature extraction method, image identification method, device and electronic equipment
A feature extraction and image recognition technology, applied in the field of image processing, can solve problems such as reducing the accuracy and efficiency of image recognition, image tracking, image processing work impact, and inability to effectively transmit image information, so as to increase the amount of information and improve efficiency. Characterization, the effect of overcoming limitations
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[0061] figure 1 It is a flow chart of the feature extraction method provided by the embodiment of the present invention. Wherein, according to different requirements, the order of the steps in the flow chart can be changed, and some steps can be omitted. Such as figure 1 As shown, the feature extraction method may include the following steps:
[0062] S10: Acquiring a target image.
[0063] The above target image is an image to be subjected to feature extraction. For example, if feature extraction is to be performed on an image captured by a camera, the image captured by the camera is used as a target image, and the target image is obtained. Meanwhile, the target image may be an original image captured by the camera, or an image obtained after preprocessing (for example, cutting the original image) on the original image captured by the camera.
[0064] The content in the target image may include: people, animals, buildings, scenery, etc., and the content in the target ima...
Embodiment approach
[0235] As a preferred embodiment, the device of the present invention also includes:
[0236] A dimensionality reduction module, configured to perform dimensionality reduction processing on the combined feature vector representing the target image.
[0237] The dimensionality reduction module may perform dimensionality reduction processing on the combined feature vector representing the target image before calculating the distance between the combined feature vector representing the target image and the feature vectors of the sample images in the image library.
[0238] After obtaining the combined feature vector representing the target image, in order to make the expression more concise and convenient for subsequent use, the combined feature vector representing the target image can be subjected to dimensionality reduction processing to reduce the computational complexity of subsequent use and improve computational efficiency.
[0239] The dimensionality reduction method inclu...
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