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Color Shape & Size Based Product Quality Analyzer using Image Processing

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Project Description

This project reviews the progress of computer vision in the agricultural and food industry then identifies areas for further research and wider application the technique. In this project, we treat the challenge of automatically inferring aesthetic quality of pictures using their visual content as a machine learning problem, with a peer-rated online photo sharing Website as data source. We extract certain visual features based on the intuition that they can discriminate between aesthetically pleasing and displeasing images. Automated classifiers are built using support vector machines and classification trees. Linear regression on polynomial terms of the features is also applied to infer numerical aesthetics ratings. The work attempts to explore the relationship between emotions which pictures arouse in people, and their low-level content. Potential applications include content-based image retrieval and digital photography

Modules Used
Histogram Equalization
MAT1_img
Basic Matlab
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MATLAB GUI
Related Training Modules
  • img
    Matlab Basics and Image Processing And GUI Development

    Image processing usually refers to digital image processing, but optical and analog also are possible. image processing is any form of signal processing for which the input is an image, such as a photograph or video frame; the output of image processing may be either an image or a set of characteristics or parameters related to the image. MATLAB allows you to deal easily with images and video, audio then any other software. Graphical user interface (GUI) is an application provided by MATLAB, with help of which bank end and front end work is simplified. It is a graphical interface between the user and the coder. Algorithm development is central to image processing and computer vision because each situation is unique, and good solutions require multiple design iterations. GUI provides a comprehensive environment to gain insight into your image and video data, develop algorithms, and explore implementation tradeoffs. It is having easy introduction to images. It is used in form making, p

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