Image analysis method and system based on big data

An image analysis and big data technology, applied in the field of image analysis, can solve problems such as the effectiveness, robustness, and real-time performance of restoration algorithms, low hit rate, and inability to store and process massive data sets, etc., to achieve efficient image analysis and retrieval Effect

Inactive Publication Date: 2021-02-02
汪秀英
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Problems solved by technology

Traditional databases cannot store and process massive data sets, so using big data technology to store, analyze and process image data on the Internet has become a hot topic in the current research field
[0003] The images in special environments are relatively blurred, and it is difficult to analyze and process images, such as underwater images. The existing technology mainly starts from two aspects of chromaticity adjustment and contrast enhancement to repair underwater images, and has achieved certain results in some scenarios. , but it still seems stretched to take into account the effectiveness, robustness and real-time performance

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  • Image analysis method and system based on big data
  • Image analysis method and system based on big data
  • Image analysis method and system based on big data

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Embodiment Construction

[0121] It should be understood that the specific embodiments described here are only used to explain the present invention, not to limit the present invention.

[0122] By using the image enhancement algorithm based on red channel compensation to enhance the image in a special environment, and using the image labeling algorithm based on deep learning to realize the labeling of the image label, so as to store the image and the image label in the distributed database; at the same time, use The path-based caching algorithm caches the images and image tags in the distributed database into the system to achieve more efficient image retrieval. refer to figure 1 As shown, it is a schematic diagram of an image analysis method based on big data provided by an embodiment of the present invention.

[0123] In this embodiment, the image analysis method based on big data includes:

[0124] S1. Acquire a large amount of images, and convert the images into grayscale images by using a grays...

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Abstract

The invention relates to the technical field of image analysis, and discloses an image analysis method based on big data. The method comprises the following steps: obtaining massive images, and converting the images into grey-scale maps by using a grey-scale map conversion method; performing binarization processing on the gray-scale maps by using a local maximum between-cluster variance method toobtain binarized images; performing enhancement processing on the binarized images by using an image enhancement algorithm based on red channel compensation to obtain enhanced images; utilizing an image labeling algorithm based on deep learning to label image labels, and storing the images and the image labels into a distributed database; and caching the images and the image labels in the distributed database into the system by utilizing a path-based caching algorithm, thereby realizing more efficient image analysis and retrieval. The invention also provides an image analysis system based on big data. According to the invention, image analysis based on big data is realized.

Description

technical field [0001] The present invention relates to the technical field of image analysis, in particular to an image analysis method and system based on big data. Background technique [0002] With the advent of the era of big data, a large amount of image data is generated on the Internet every day. Traditional databases cannot store and process massive data sets, so using big data technology to store, analyze and process image data on the Internet has become a hot topic in the current research field. [0003] The images in special environments are relatively blurred, and it is difficult to analyze and process images, such as underwater images. The existing technology mainly starts from two aspects of chromaticity adjustment and contrast enhancement to repair underwater images, and has achieved certain results in some scenarios. , but it still seems to be stretched in terms of the effectiveness, robustness and real-time performance of the restoration algorithm. [000...

Claims

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Application Information

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IPC IPC(8): G06T5/00G06T7/136G06T7/90G06F16/2455G06F16/27G06N3/04
CPCG06T5/007G06T7/136G06T7/90G06F16/24552G06F16/27G06T2207/20081G06T2207/20084G06N3/045
Inventor 汪秀英
Owner 汪秀英
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