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Chinese power line insulator dataset

WebNov 1, 2024 · YOLOD and other benchmark models are evaluated on the public insulator dataset (Vieira-e Silva et al., 2024) which merges the Chinese Power Line Insulator Dataset (CPLID) (Tao et al., 2024) and the outdoor insulator dataset shared by Tomaszewski et al. (2024). Based on a variety of image augmentation methods such as … WebJan 1, 2024 · The CPLID dataset is the Chinese Power Line Insulator Dataset. It consists of aerial images, providing 600 images representing normal insulators, and of 248 synthetic images of defective insulator (e.g. missing cap). In all the images, insulators are labelled.

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WebNov 12, 2024 · 3.2. Datasets and Implementation Details. The insulator datasets are acquired in two ways: the UAV data acquisition system and the Internet. Samples are enhanced by random rotation, mirroring, … WebSep 23, 2024 · The current datasets publicly applied to deep learning models do not contain insulator images of the transmission lines, and there is no specialized dataset for aerial … citrat röhrchen labor https://floriomotori.com

Insulator Data Set - Chinese Power Line Insulator Dataset …

WebJan 1, 2024 · The CPLID dataset is the Chinese Power Line Insulator Dataset. It consists of aerial images, providing 600 images representing normal insulators, and of 248 … WebSep 8, 2024 · This tended to cause large errors. In addition, there were relatively large differences between the priori box sizes of the insulators and their burst faults. To … Webutilized to process and extract insulators from the video/image [3] and also to pinpoint defects [4] on the insulators. Images of the insulators taken from the power distribution lines using high quality video cameras, at regular time intervals can be sent to the control room using remote terminal units (RTUs) [5] or UAVs [6] for further ... dickinson county ia assessor parcel search

Chinese Power Line Insulator Datase IEEE DataPort

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Chinese power line insulator dataset

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WebNov 1, 2024 · However, the experimental data were poor. Liu et al. [25] used an improved YOLOv3 to identify and locate insulators and defects in the publicly available Chinese power line insulator dataset (CPLID) [18]. Most studies only provide a method to detect a specific dataset. However, object detection and analysis of the offline videos do not exist. WebApr 8, 2024 · (Chinese power line insulator dataset) provid ed by Tao [25], but many data from CPLID . do not have the real environment. Therefore, in this study the ID (insulator dataset) is .

Chinese power line insulator dataset

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WebMar 2, 2024 · Therefore, we propose a novel GANs-based image generation model to be used for the critical components of power lines. However, to solve the problems related to image backgrounds in public data sets, considering that the image background of the common data set CPLID (Chinese Power Line Insulator Dataset) is simple. WebMar 29, 2024 · Although several types of insulators are used in China, this paper only showed two main types of insulators: one type is the white ceramic insulator and the other is the dark red insulator. For the reason of lacking public electrical insulator dataset, all of the electrical insulators used in our experiment are from our team’s captured dataset.

WebAug 10, 2024 · current public insulator dataset Chinese Power Line Insulator . Dataset (CPLID) [23,24] in 2024 has 600 images of normal . insulators and 248 images of … WebAbout power line insulators: Get industry-standard wire connectors for the job from the wholesale power line insulators variety at Alibaba.com. Each terminal connector is …

WebInsulator Data Set - Chinese Power Line Insulator Dataset (CPLID) Provide normal insulator images captured by UAVs and synthetic defective insulator images. … WebThis dataset is divided into two part: Normal_Insulators contains the normal insulators capture by UAVs. The number of the normal insulator images is 600. Defective_Insulators contains the insulators with defect. The number of the defective insulator images is 248. Since we don't have too much defective insulators, the data augmentation method ...

WebFeb 15, 2024 · The current measures for image monitoring of icing overhead power lines rely on manual observation. ... and efficiency to improve power grid decision-making. Based on the icing monitoring data from China Southern Power Grid, this paper first proposes rules for insulator image data cleaning, classification, and annotation, establishing a …

WebMar 2, 2024 · Therefore, we propose a novel GANs-based image generation model to be used for the critical components of power lines. However, to solve the problems related … dickinson county humane society michiganWebDefective insulators seriously threaten the safe operation of transmission lines. This paper proposes an insulator defect detection method based on an improved YOLOv4 algorithm. An insulator image sample set was established according to the aerial images from the power grid and the public dataset on the Internet, combining with the image … dickinson county ia court docketWebNormal power line insulators ensure the safe transmission of electricity. The defects of the insulator reduce the insulation, which may lead to the failure of power transmission systems. As unmanned aerial vehicles (UAVs) have developed rapidly, it is possible for workers to take and upload aerial images of insulators. Proposing a technology to … citrat syntheseWebMar 13, 2024 · CPLID is Chinese power line insulator dataset, including 600 images of normal insulators and 248 images of defective insulators. As there are unbalanced … dickinson county ia auditorThis dataset is divided into two part: Normal_Insulators contains the normal insulators capture by UAVs. The number of the normal insulator images is 600. Defective_Insulators contains the insulators with defect. The number of the defective insulator images is 248. Since we don't have too much defective insulators, the data augmentation method ... dickinson county ia assessorsWebMay 2, 2024 · First of all, we collect 5000 aerial images in total, which are more diverse and contain more common aerial scenes compared with the images in CPLID (Chinese … dickinson county ia board of supervisorsWebThe original dataset used in this article is the Chinese Power Line Insulator Dataset (CPLID), which is an imbalanced dataset and includes only 3,808 insulator images. Therefore, a random image ... citrat wirkung