Image processing system and method suitable for K-means algorithm, and recording medium
A k-means algorithm and image processing technology, applied in computing, computer parts, character and pattern recognition, etc., can solve the problem that the clustering algorithm cannot be directly processed and the high dimension of image data, so as to overcome the inability to directly process high-dimensional images Effect
Pending Publication Date: 2021-01-12
FOSHAN UNIVERSITY
View PDF0 Cites 0 Cited by
- Summary
- Abstract
- Description
- Claims
- Application Information
AI Technical Summary
Problems solved by technology
Due to the high dimensionality of image data in traditional image processing methods, traditional clustering algorithms cannot directly process
Method used
the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
View moreImage
Smart Image Click on the blue labels to locate them in the text.
Smart ImageViewing Examples
Examples
Experimental program
Comparison scheme
Effect test
Embodiment Construction
[0030] The following will clearly and completely describe the technical solutions in the embodiments of the present disclosure with reference to the accompanying drawings in the embodiments of the present disclosure. Obviously, the described embodiments are only some of the embodiments of the present disclosure, not all of them. The components of the disclosed embodiments generally described and illustrated in the figures herein may be arranged and designed in a variety of different configurations. Accordingly, the following detailed description of the embodiments of the present disclosure provided in the accompanying drawings is not intended to limit the scope of the claimed disclosure, but merely represents selected embodiments of the present disclosure. Based on the embodiments of the present disclosure, all other embodiments obtained by those skilled in the art without making creative efforts belong to the protection scope of the present disclosure.
[0031] It should be n...
the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to View More PUM
Login to View More Abstract
The present invention discloses an image processing system and method suitable for a Kmeans algorithm, and a recording medium therefor, the system comprising: an acquisition unit for acquiring a dataset of a label-free image; a preprocessing unit which is used for normalizing the label-free image through the acquired data set of the label-free image; a classification unit which is used for dividing the data set of the preprocessed image into a training set and a verification set; a training unit which is used for inputting the data set of the preprocessed images divided into the training setinto the DCN model for training; a processing unit which is used for processing the newly obtained data set of the label-free image by using the trained DCN model to obtain a feature data set; and a screening unit which is used for processing the feature data set by using a Kmeans algorithm and screening out a data set of label-free images with similarity from the feature data set. According to the invention, the defect that a traditional clustering algorithm cannot directly process a high-dimensional image is overcome. The system and method are suitable for the technical field of image processing.
Description
technical field [0001] The present disclosure relates to an image processing system and method, and a recording medium thereof, and particularly to an image processing system and method suitable for a K-means algorithm, and a recording medium thereof. Background technique [0002] In recent years, with the rapid development of information technology and the popularization of image acquisition equipment such as cameras and mobile phones, image information is flooding every corner of the world, describing every aspect of daily life in a clear and simple way. For example, using images to describe emotions (image information in Moments), management of family albums, medical image retrieval, face recognition, online shopping, travel reviews, etc. The processing of image information also faces huge challenges, such as how to filter out similar attributes from massive unlabeled image data. Due to the high dimensionality of image data in traditional image processing methods, tradit...
Claims
the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to View More Application Information
Patent Timeline
Login to View More Patent Type & Authority Applications(China)
IPC IPC(8): G06K9/62
CPCG06F18/23213
Inventor 陈锐张彩霞袁国文李纲
Owner FOSHAN UNIVERSITY