Insulator image segmentation method and device, electronic equipment and storage medium
An image segmentation and insulator technology, applied in the field of computer vision, can solve the problems of poor image segmentation accuracy and low efficiency of insulators, and achieve the effect of improving efficiency and accuracy
Pending Publication Date: 2021-12-07
NARI INFORMATION & COMM TECH +2
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[0004] The invention provides an insulator image segmentation method, device, electronic equipment and storage medium, which are used to solve the technical problems of poor precision and low efficiency of insulator image segmentation in the prior art
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[0041] In order to make the purpose, technical solutions and advantages of the present invention clearer, the technical solutions in the present invention will be clearly and completely described below in conjunction with the accompanying drawings in the present invention. Obviously, the described embodiments are part of the embodiments of the present invention , but not all examples. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without creative efforts fall within the protection scope of the present invention.
[0042] figure 1 One of the schematic flow charts of the insulator image segmentation method provided by the present invention, such as figure 1 As shown, the method includes:
[0043] Step 110, acquiring the image to be segmented including the insulator.
[0044] Specifically, an insulator is a device installed between conductors at different potentials or between a conductor and a groundi...
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The invention provides an insulator image segmentation method and device, electronic equipment and a storage medium. The method comprises: obtaining a to-be-segmented image containing an insulator; and inputting the to-be-segmented image into an insulator image segmentation model to obtain an insulator segmentation result of the to-be-segmented image output by the insulator image segmentation model, wherein the insulator image segmentation model is determined based on a generator of an insulator image segmentation evaluation model, the insulator image segmentation evaluation model is constructed based on a conditional generative adversarial network, and the generator is constructed based on a Unet neural network. According to the method, the device, the electronic equipment and the storage medium provided by the invention, the insulator image segmentation precision is improved, and the insulator image segmentation efficiency is improved.
Description
technical field [0001] The invention relates to the technical field of computer vision, in particular to an insulator image segmentation method, device, electronic equipment and storage medium. Background technique [0002] With the rapid development of robotic drones and the improvement of image detection technology, dangerous and complicated manual power inspections are gradually replaced by robots. Insulators are widely used in power systems. Once the insulator is damaged, it will lead to the collapse of the power grid, resulting in serious power economic losses. Therefore, detecting insulators has become an indispensable task in the process of power inspection. [0003] In the prior art, the fully convolutional network and self-encoder network in deep learning are usually used to segment and recognize images containing insulators. The algorithm is complex, the calculation time is long, and the accuracy of insulator image segmentation is poor. low efficiency. Content...
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IPC IPC(8): G06K9/00G06K9/34G06K9/62G06N3/04G06N3/08
CPCG06N3/08G06N3/045G06F18/214
Inventor 郝小龙华仁红高子舒杨国栋罗旺彭启伟余磊娄超许能张佩毛晓东贾政甄恩浩江浩曾真寅
Owner NARI INFORMATION & COMM TECH