Bee counting method and device and electronic equipment

A counting method and technology for bees, applied in the field of devices and electronic equipment, bee counting methods, can solve problems such as poor applicability, low accuracy, complicated monitoring process, etc., to reduce difficulty and time, high accuracy, and process. simple effect

Pending Publication Date: 2022-08-05
INST OF MICROELECTRONICS CHINESE ACAD OF SCI
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Problems solved by technology

However, the existing methods still have defects such as low ac

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  • Bee counting method and device and electronic equipment
  • Bee counting method and device and electronic equipment
  • Bee counting method and device and electronic equipment

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[0032] After research, the inventor found that the traditional bee counting method has at least the following problems: 1. Most algorithms require foreground segmentation, but foreground segmentation itself is a challenging task, and inaccurate segmentation will have a huge impact on the results; 2. , The distribution and density of bees are constantly changing, and when bees reunite, most bees are occluded, and traditional counting methods do not handle such situations well.

[0033] In view of this, the embodiment of the present application provides a bee counting method, device and electronic equipment, the method can also more accurately estimate the number of bees under the condition that the bees are reunited and occluded, and at the same time in a complex background environment. It can detect the number of bees more accurately, and has the characteristics of high accuracy, strong applicability and simple process.

[0034] The general idea of ​​the technical solutions of...

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Abstract

The invention discloses a bee counting method and apparatus, and an electronic device. The method comprises the steps of collecting a bee colony distribution image at a preset area; the bee colony distribution image is input into a preset network model, a bee colony density map corresponding to the bee colony distribution image is obtained, the bee colony density map comprises background areas and feature areas, each feature area corresponds to the position of one bee in the bee colony distribution image, and pixel values of pixel points in the feature areas are different from pixel values of pixel points in the background areas; and obtaining the number of bees in the bee colony distribution image by counting the number of the feature regions in the bee colony density map. According to the method, the number of the bees can be accurately estimated under the condition that the bees are agglomerated and shielded, meanwhile, the number of the bees can be accurately detected under the complex background environment, and the method has the advantages of being high in accuracy, high in applicability, simple in process and the like.

Description

technical field [0001] The invention relates to the technical field of image processing and identification, and in particular, to a bee counting method, device and electronic equipment. Background technique [0002] Bees pollinate crops, improve the yield and quality of crops, and play an important role in modern agriculture. Bee farming is the foundation and key link of bee farming. Bee counting can help beekeepers determine the colony potential of a bee colony, the breeding status of bee colonies, and whether they are infected with diseases. Therefore, monitoring the number of bee colonies is of great significance to bee aquaculture. . [0003] However, the current bee farming is mostly a traditional and decentralized family production mode, and the scale and mechanization level of the bee industry still needs to be improved. Traditional farming methods rely on manpower and experience. Beekeepers need to open the boxes one by one to check the combs in the beehives to gra...

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Application Information

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IPC IPC(8): G06V20/00G06K9/62G06N3/04G06N3/08G06V10/44G06V10/764G06V10/774G06V10/82
CPCG06N3/08G06N3/045G06F18/241G06F18/214
Inventor 张雪婷陈曙东王宪辉杜蓉葛瑨高昊君
Owner INST OF MICROELECTRONICS CHINESE ACAD OF SCI
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