Matches in SemOpenAlex for { <https://semopenalex.org/work/W4384559632> ?p ?o ?g. }
Showing items 1 to 67 of
67
with 100 items per page.
- W4384559632 abstract "Insulators that connect high-voltage transmission lines may experience various faults due to long-term exposure to the natural environment, leading to safety degradation and reliability issues in power grids. Therefore, detecting defective insulators through daily maintenance and long-term overhaul is crucial. We propose an insulator defect detection method to achieve this objective, using a novel neural network named more information-you only look once (MI-YOLO). MI-YOLO includes several modifications compared to YOLOv5s: a skip connection module with down-sampling in the backbone, a spatial pyramid dilated convolution module in the neck, and a novel serial-parallel spatial-channel attention module in between. These changes enhance the feature abstraction process by providing more information (MI) through the YOLO-like structure, hence the name MI-YOLO. To evaluate the superiority of MI-YOLO, multiple experiments are performed. First, an ablation study demonstrates the effectiveness of novel substructures and their combinations compared to YOLOv5s. Then, MI-YOLO is compared to baseline structures, including faster R-CNN, SSD, and five YOLOs. Furthermore, the performances of MI-YOLO and 10 state-of-the-art object detection methods are evaluated. Lastly, a second dataset is adopted to evaluate the generalization property and heat maps are presented. The experimental results show that the new designs substantially improve the accuracy of insulator fault detection by abstracting more information from the features." @default.
- W4384559632 created "2023-07-18" @default.
- W4384559632 creator A5007903654 @default.
- W4384559632 creator A5015463546 @default.
- W4384559632 creator A5018788436 @default.
- W4384559632 creator A5039832836 @default.
- W4384559632 creator A5061411837 @default.
- W4384559632 date "2023-07-17" @default.
- W4384559632 modified "2023-09-27" @default.
- W4384559632 title "MI-YOLO: more information based YOLO for insulator defect detection" @default.
- W4384559632 doi "https://doi.org/10.1117/1.jei.32.4.043014" @default.
- W4384559632 hasPublicationYear "2023" @default.
- W4384559632 type Work @default.
- W4384559632 citedByCount "0" @default.
- W4384559632 crossrefType "journal-article" @default.
- W4384559632 hasAuthorship W4384559632A5007903654 @default.
- W4384559632 hasAuthorship W4384559632A5015463546 @default.
- W4384559632 hasAuthorship W4384559632A5018788436 @default.
- W4384559632 hasAuthorship W4384559632A5039832836 @default.
- W4384559632 hasAuthorship W4384559632A5061411837 @default.
- W4384559632 hasConcept C119599485 @default.
- W4384559632 hasConcept C120665830 @default.
- W4384559632 hasConcept C121332964 @default.
- W4384559632 hasConcept C127413603 @default.
- W4384559632 hasConcept C140311924 @default.
- W4384559632 hasConcept C142575187 @default.
- W4384559632 hasConcept C153180895 @default.
- W4384559632 hasConcept C154945302 @default.
- W4384559632 hasConcept C212702 @default.
- W4384559632 hasConcept C41008148 @default.
- W4384559632 hasConcept C45347329 @default.
- W4384559632 hasConcept C50644808 @default.
- W4384559632 hasConcept C79403827 @default.
- W4384559632 hasConcept C81363708 @default.
- W4384559632 hasConceptScore W4384559632C119599485 @default.
- W4384559632 hasConceptScore W4384559632C120665830 @default.
- W4384559632 hasConceptScore W4384559632C121332964 @default.
- W4384559632 hasConceptScore W4384559632C127413603 @default.
- W4384559632 hasConceptScore W4384559632C140311924 @default.
- W4384559632 hasConceptScore W4384559632C142575187 @default.
- W4384559632 hasConceptScore W4384559632C153180895 @default.
- W4384559632 hasConceptScore W4384559632C154945302 @default.
- W4384559632 hasConceptScore W4384559632C212702 @default.
- W4384559632 hasConceptScore W4384559632C41008148 @default.
- W4384559632 hasConceptScore W4384559632C45347329 @default.
- W4384559632 hasConceptScore W4384559632C50644808 @default.
- W4384559632 hasConceptScore W4384559632C79403827 @default.
- W4384559632 hasConceptScore W4384559632C81363708 @default.
- W4384559632 hasFunder F4320322769 @default.
- W4384559632 hasIssue "04" @default.
- W4384559632 hasLocation W43845596321 @default.
- W4384559632 hasOpenAccess W4384559632 @default.
- W4384559632 hasPrimaryLocation W43845596321 @default.
- W4384559632 hasRelatedWork W1792107727 @default.
- W4384559632 hasRelatedWork W2295021132 @default.
- W4384559632 hasRelatedWork W2606416966 @default.
- W4384559632 hasRelatedWork W2745941246 @default.
- W4384559632 hasRelatedWork W2755240195 @default.
- W4384559632 hasRelatedWork W2766634277 @default.
- W4384559632 hasRelatedWork W2767651786 @default.
- W4384559632 hasRelatedWork W2912288872 @default.
- W4384559632 hasRelatedWork W4312417841 @default.
- W4384559632 hasRelatedWork W564581980 @default.
- W4384559632 hasVolume "32" @default.
- W4384559632 isParatext "false" @default.
- W4384559632 isRetracted "false" @default.
- W4384559632 workType "article" @default.