Chinese power line insulator dataset

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August undefined, 2024

WebJan 1, 2024 · Insulator fault in the transmission lines is a main factor of power transmission accident. The images captured from aerial inspection can be utilized to detect the fault of … WebMay 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 …

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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. 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 … pho chill lynnwood

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WebDec 5, 2024 · Routine inspection of a power line insulator system for early problem detection and maintenance is required for the effective transmission of electrical power to customers. Unlike the traditional manual inspection methods such as foot patrol, helicopter assisted methods, flying and climbing robots are time consuming, dangerous, labor … 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 … WebJan 16, 2024 · In this work, we used a portion of the open-source Chinese power line insulator dataset (CPLID) and added insulator and insulator defect image samples collected from across the Internet. The established dataset consisted of 1060 images. Among these, 641 images of normal insulators and 419 images of defective insulators … pho chicago delivery

Power Line Insulators - Alibaba

WebDataset created for the Power Line Insulators Inspection Detections. This dataset contains 600 images of normal insulators captured by UAVs in China from the Power … WebDec 10, 2024 · The dataset used in this experiment is based on the open-source Chinese Power Line Insulator Dataset (CBLID), and the dataset is expanded. The open-source Labellmg data annotation tool is used to annotate the dataset. The dataset is divided into two categories: N-insulator (normal insulator) and D-insulator (defective insulator), … pho chi gaithersburg mdWebDefective 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 … pho chicken wings

"WebThe 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 ... " - Chinese power line insulator dataset

Chinese power line insulator dataset

Chinese Power Line Insulator Datase IEEE DataPort

WebJan 28, 2024 · This paper proposes a novel defect detection method based on YOLOv5 for insulators of power transmission line. First, in order to solve the problem of dataset richness, the insulator defect dataset is enhanced and annotated. Then the data in the defect dataset is converted into a unified format and input into YOLOv5 network for training. WebInsulator Data Set - Chinese Power Line Insulator Dataset (CPLID) Provide normal insulator images captured by UAVs and synthetic defective insulator images. …

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WebMar 24, 2024 · Automatic inspection of insulators from high-voltage transmission lines is of paramount importance to the safety and reliable operation of the power grid. Due to … 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.

WebSep 16, 2024 · The standard China power line insulator dataset (CPLID) [3] is used for model train-ing and testing in the paper. CPLID includes 248 images of self-explosion insulators and . WebMar 24, 2024 · common aerial scenes than the aerial images in the dataset CP LID (Chinese Power Line Insulator Dataset) [54]. As shown in Fi gure 1, aerial images in dataset ‘CCIN_detec tion’

WebDec 5, 2024 · Routine inspection of a power line insulator system for early problem detection and maintenance is required for the effective transmission of electrical power … WebNormal 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 …

WebThe 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. …

WebMar 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 category targets in the dataset, we enhance the data using affine transformation, random noise, color jittering and brightness adjustment. tsx by year tsx business newsWebJul 8, 2024 · 2.2 Chinese Power Line Insulator Dataset. Because insulator data sets are largely unpublished, we choose a public insulator used by Tao, Zhang et al. (2024). It is … tsx cabin filterWebMar 5, 2024 · First of all, an insulator is located by a trained VGG-16 network, and then, a ResNet-101 network is trained to recognize the insulator and its defects. Last but not the least, the authors collect and construct an insulator public dataset named Chinese Power Line Insulator Dataset (CPLID), and it can be downloaded from git-hub. pho chinatown los angelesWebutilized 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 ... pho chinatown nycWebThis 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 ... pho chinatown salt lakeWebFeb 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. … pho chinatown las vegas