Chinese power line insulator dataset
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 … 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 …
Chinese power line insulator dataset
Did you know?
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. 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 …
WebApr 13, 2024 · Good datasets of specific transformer faults and conditions are difficult to acquire, particularly for partial discharge (PD) and multiple combination faults (including DT—a combination of the thermal and discharge faults), since they occur much less than more common faults. However, effects on internal insulation can be significant. 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.
WebJul 29, 2024 · The reliability of the insulator has directly affected the stable operation of electric power system. The detection of defective insulators has always been an important issue in smart grid systems. However, the traditional transmission line detection method has low accuracy and poor real-time performance. We present an insulator defect detection … 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 …
WebDefective 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 …
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. trugreen treatment and petsWebSep 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 … philip montgomery contractWebMar 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. trugreen tractors for saleWebInsulator Data Set - Chinese Power Line Insulator Dataset (CPLID) Provide normal insulator images captured by UAVs and synthetic defective insulator images. … philip montgomery photographerWebSep 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 . philip montgomery obituaryWebJan 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 … tru greenthumbWebNormal 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 … trugreen true health plan