Method for screening ideal frames of pig images based on machine vision technology
A technology of machine vision and screening method, which is applied in the field of screening ideal frames of pig images, can solve problems affecting the measurement accuracy of sensors, redundant and invalid images, and cooperative detection, etc., and achieve low long-term operation costs, improve production levels, and accurately Screening effect
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Embodiment 1
[0039] The invention provides a method for screening ideal frames of pig images based on machine vision technology. S1. Drive the pigs whose images are to be collected into the detection channel, use an RGBD camera to collect images of pigs, and perform image processing on the collected images Preprocessing, converting to image frames for saving;
[0040] The width of the detection channel in the S1 is smaller than the body length of the pig, forming a one-way channel relative to the pig;
[0041] The preprocessing of the collected images in S1 includes preliminary screening of the images, retaining images with clear outlines of the pig body and normal image exposure, and performing image denoising and image enhancement processing on the retained images. Specifically, adjust the brightness of the area where the pig body is located in the image.
[0042] S2. Select the outline frame of the pig body in the image frame obtained by S1 to obtain the outline frame; use the framewor...
Embodiment 2
[0064] On the basis of Example 1, this solution proposes a screening workflow of ideal frames of pig images based on machine vision technology, which can realize the screening of ideal frames / effective images in the image acquisition process, eliminate a large number of unqualified images, and improve the image library quality and algorithm processing efficiency. This method is mainly divided into system calibration (initialization), reading pig ear tags, image acquisition, image detection (judging whether there is a pig), parameter calculation, judging whether the image is valid / invalid, etc., in which image detection uses deep learning technology for target detection , select the pig outline (rectangular frame), the result output is valid or invalid, the valid image is stored, and the invalid image is directly eliminated. The method operation flow chart is as follows figure 1 Shown:
[0065] The image acquisition system in this method intends to choose RGBD camera (RealSen...
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