Matches in SemOpenAlex for { <https://semopenalex.org/work/W3109448977> ?p ?o ?g. }
Showing items 1 to 92 of
92
with 100 items per page.
- W3109448977 endingPage "6779" @default.
- W3109448977 startingPage "6779" @default.
- W3109448977 abstract "With the increase in research cases of the application of a convolutional neural network (CNN)-based object detection technology, studies on the light-weight CNN models that can be performed in real time on the edge-computing devices are also increasing. This paper proposed scalable convolutional blocks that can be easily designed CNN networks of You Only Look Once (YOLO) detector which have the balanced processing speed and accuracy of the target edge-computing devices considering different performances by exchanging the proposed blocks simply. The maximum number of kernels of the convolutional layer was determined through simple but intuitive speed comparison tests for three edge-computing devices to be considered. The scalable convolutional blocks were designed in consideration of the limited maximum number of kernels to detect objects in real time on these edge-computing devices. Three scalable and fast YOLO detectors (SF-YOLO) which designed using the proposed scalable convolutional blocks compared the processing speed and accuracy with several conventional light-weight YOLO detectors on the edge-computing devices. When compared with YOLOv3-tiny, SF-YOLO was seen to be 2 times faster than the previous processing speed but with the same accuracy as YOLOv3-tiny, and also, a 48% improved processing speed than the YOLOv3-tiny-PRN which is the processing speed improvement model. Also, even in the large SF-YOLO model that focuses on the accuracy performance, it achieved a 10% faster processing speed with better accuracy of 40.4% mAP@0.5 in the MS COCO dataset than YOLOv4-tiny model." @default.
- W3109448977 created "2020-12-07" @default.
- W3109448977 creator A5018290410 @default.
- W3109448977 creator A5037064259 @default.
- W3109448977 creator A5040766059 @default.
- W3109448977 creator A5079530405 @default.
- W3109448977 date "2020-11-27" @default.
- W3109448977 modified "2023-09-25" @default.
- W3109448977 title "Design of a Scalable and Fast YOLO for Edge-Computing Devices" @default.
- W3109448977 cites W2112796928 @default.
- W3109448977 cites W2117539524 @default.
- W3109448977 cites W2618530766 @default.
- W3109448977 cites W3013691622 @default.
- W3109448977 cites W3046857037 @default.
- W3109448977 cites W3097096317 @default.
- W3109448977 cites W639708223 @default.
- W3109448977 doi "https://doi.org/10.3390/s20236779" @default.
- W3109448977 hasPubMedCentralId "https://www.ncbi.nlm.nih.gov/pmc/articles/7729998" @default.
- W3109448977 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/33260957" @default.
- W3109448977 hasPublicationYear "2020" @default.
- W3109448977 type Work @default.
- W3109448977 sameAs 3109448977 @default.
- W3109448977 citedByCount "22" @default.
- W3109448977 countsByYear W31094489772021 @default.
- W3109448977 countsByYear W31094489772022 @default.
- W3109448977 countsByYear W31094489772023 @default.
- W3109448977 crossrefType "journal-article" @default.
- W3109448977 hasAuthorship W3109448977A5018290410 @default.
- W3109448977 hasAuthorship W3109448977A5037064259 @default.
- W3109448977 hasAuthorship W3109448977A5040766059 @default.
- W3109448977 hasAuthorship W3109448977A5079530405 @default.
- W3109448977 hasBestOaLocation W31094489771 @default.
- W3109448977 hasConcept C111919701 @default.
- W3109448977 hasConcept C113775141 @default.
- W3109448977 hasConcept C138236772 @default.
- W3109448977 hasConcept C153180895 @default.
- W3109448977 hasConcept C154945302 @default.
- W3109448977 hasConcept C162307627 @default.
- W3109448977 hasConcept C173608175 @default.
- W3109448977 hasConcept C2776151529 @default.
- W3109448977 hasConcept C2778456923 @default.
- W3109448977 hasConcept C41008148 @default.
- W3109448977 hasConcept C48044578 @default.
- W3109448977 hasConcept C68339613 @default.
- W3109448977 hasConcept C76155785 @default.
- W3109448977 hasConcept C77088390 @default.
- W3109448977 hasConcept C79403827 @default.
- W3109448977 hasConcept C79974875 @default.
- W3109448977 hasConcept C81363708 @default.
- W3109448977 hasConcept C9390403 @default.
- W3109448977 hasConcept C94915269 @default.
- W3109448977 hasConceptScore W3109448977C111919701 @default.
- W3109448977 hasConceptScore W3109448977C113775141 @default.
- W3109448977 hasConceptScore W3109448977C138236772 @default.
- W3109448977 hasConceptScore W3109448977C153180895 @default.
- W3109448977 hasConceptScore W3109448977C154945302 @default.
- W3109448977 hasConceptScore W3109448977C162307627 @default.
- W3109448977 hasConceptScore W3109448977C173608175 @default.
- W3109448977 hasConceptScore W3109448977C2776151529 @default.
- W3109448977 hasConceptScore W3109448977C2778456923 @default.
- W3109448977 hasConceptScore W3109448977C41008148 @default.
- W3109448977 hasConceptScore W3109448977C48044578 @default.
- W3109448977 hasConceptScore W3109448977C68339613 @default.
- W3109448977 hasConceptScore W3109448977C76155785 @default.
- W3109448977 hasConceptScore W3109448977C77088390 @default.
- W3109448977 hasConceptScore W3109448977C79403827 @default.
- W3109448977 hasConceptScore W3109448977C79974875 @default.
- W3109448977 hasConceptScore W3109448977C81363708 @default.
- W3109448977 hasConceptScore W3109448977C9390403 @default.
- W3109448977 hasConceptScore W3109448977C94915269 @default.
- W3109448977 hasIssue "23" @default.
- W3109448977 hasLocation W31094489771 @default.
- W3109448977 hasLocation W31094489772 @default.
- W3109448977 hasOpenAccess W3109448977 @default.
- W3109448977 hasPrimaryLocation W31094489771 @default.
- W3109448977 hasRelatedWork W3094360146 @default.
- W3109448977 hasRelatedWork W3109448977 @default.
- W3109448977 hasRelatedWork W3164228065 @default.
- W3109448977 hasRelatedWork W4214690814 @default.
- W3109448977 hasRelatedWork W4221146321 @default.
- W3109448977 hasRelatedWork W4238142035 @default.
- W3109448977 hasRelatedWork W4287635891 @default.
- W3109448977 hasRelatedWork W4289229149 @default.
- W3109448977 hasRelatedWork W4316042121 @default.
- W3109448977 hasRelatedWork W4378806073 @default.
- W3109448977 hasVolume "20" @default.
- W3109448977 isParatext "false" @default.
- W3109448977 isRetracted "false" @default.
- W3109448977 magId "3109448977" @default.
- W3109448977 workType "article" @default.