Chinese power line insulator dataset

WebJul 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 Because insulator data sets are largely unpublished, we choose a public insulator used by Tao, Zhang et al.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 … 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, …

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WebInsulator Data Set - Chinese Power Line Insulator Dataset (CPLID) Provide normal insulator images captured by UAVs and synthetic defective insulator images. … 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 … in and out burger new braunfels https://zenithbnk-ng.com

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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 … WebFeb 11, 2024 · title = {Insulator Data Set - Chinese Power Line Insulator Dataset (CPLID)}, year = {2024} } RIS TY - DATA T1 - Insulator Data Set - Chinese Power Line … 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. in and out burger near oakland airport

Chinese Power Line Insulator Datase IEEE DataPort

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Chinese power line insulator dataset

Chinese Power Line Insulator Dataset (CPLID) - IEEE DataPort

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 . 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 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 … 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 ...

WebJul 20, 2024 · Instructions: Chinese Power Line Insulator Datase. Submitted by Abdulla Lutfi. Use Cases. Submit a Dataset. Subscribe to IEEE DataPort. 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 …

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 … 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 …

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.

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 ... in and out burger net worthWebFeb 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 … in and out burger new statesWebDefective 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 … in and out burger new mexico locationsWebMar 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 … duvall\\u0027s fresh seafood sarasota flWebMar 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’ in and out burger new mexicoWebThe 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. … duvall\\u0027s lawn and garden rising sunWebMar 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. in and out burger north carolina