Chinese power line insulator dataset
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 … 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, …
Chinese power line insulator dataset
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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. 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.
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. This 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 ...
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 . 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.
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. …
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 … side effects of pregnancy in first trimesterWebChunxiaQin/China-Power-Insulator-Dataset. This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository. main. Switch branches/tags. Branches Tags. Could not load … the pityme inn wadebridgeWebMay 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 … the pity michelangeloWebDefective 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 … side effects of prenatalWebDec 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), … the pit youtubeWebJan 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 … the pity of bilboWebJan 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. side effects of prescription prilosec