Matches in SemOpenAlex for { <https://semopenalex.org/work/W4381617897> ?p ?o ?g. }
Showing items 1 to 73 of
73
with 100 items per page.
- W4381617897 endingPage "1674" @default.
- W4381617897 startingPage "1674" @default.
- W4381617897 abstract "A method for counting the number of citrus fruits based on the improved YOLOv5s algorithm combined with the DeepSort tracking algorithm is proposed to address the problem of the low accuracy of counting citrus fruits due to shading and lighting factors in videos taken in orchards. In order to improve the recognition of citrus fruits, the attention module CBAM is fused with the backbone part of the YOLOv5s network, and the Contextual Transformer self-attention module is incorporated into the backbone network; meanwhile, SIoU is used as the new loss function instead of GIoU to further improve the accuracy of detection and to better keep the model in real time. Then, it is combined with the DeepSort algorithm to realize the counting of citrus fruits. The experimental results demonstrated that the average recognition accuracy of the improved YOLOv5s algorithm for citrus fruits improved by 3.51% compared with the original algorithm, and the average multi-target tracking accuracy for citrus fruits combined with the DeepSort algorithm was 90.83%, indicating that the improved algorithm has a higher recognition accuracy and counting precision in a complex environment, and has a better real-time performance, which can effectively achieve the real-time detection and tracking counting of citrus fruits. However, the improved algorithm has a reduced real-time performance and has difficulty in distinguishing whether or not the fruit is ripe." @default.
- W4381617897 created "2023-06-23" @default.
- W4381617897 creator A5004193773 @default.
- W4381617897 creator A5016709049 @default.
- W4381617897 creator A5026477717 @default.
- W4381617897 date "2023-06-21" @default.
- W4381617897 modified "2023-09-26" @default.
- W4381617897 title "Citrus Identification and Counting Algorithm Based on Improved YOLOv5s and DeepSort" @default.
- W4381617897 cites W2039121918 @default.
- W4381617897 cites W2102605133 @default.
- W4381617897 cites W2570343428 @default.
- W4381617897 cites W2603203130 @default.
- W4381617897 cites W2884585870 @default.
- W4381617897 cites W2925449641 @default.
- W4381617897 cites W2963037989 @default.
- W4381617897 cites W3048025158 @default.
- W4381617897 cites W3106250896 @default.
- W4381617897 cites W3175649458 @default.
- W4381617897 cites W3183430956 @default.
- W4381617897 cites W3200676841 @default.
- W4381617897 cites W3210586215 @default.
- W4381617897 doi "https://doi.org/10.3390/agronomy13071674" @default.
- W4381617897 hasPublicationYear "2023" @default.
- W4381617897 type Work @default.
- W4381617897 citedByCount "0" @default.
- W4381617897 crossrefType "journal-article" @default.
- W4381617897 hasAuthorship W4381617897A5004193773 @default.
- W4381617897 hasAuthorship W4381617897A5016709049 @default.
- W4381617897 hasAuthorship W4381617897A5026477717 @default.
- W4381617897 hasBestOaLocation W43816178971 @default.
- W4381617897 hasConcept C11413529 @default.
- W4381617897 hasConcept C144027150 @default.
- W4381617897 hasConcept C153180895 @default.
- W4381617897 hasConcept C154945302 @default.
- W4381617897 hasConcept C15744967 @default.
- W4381617897 hasConcept C19417346 @default.
- W4381617897 hasConcept C2775936607 @default.
- W4381617897 hasConcept C3017491081 @default.
- W4381617897 hasConcept C33923547 @default.
- W4381617897 hasConcept C41008148 @default.
- W4381617897 hasConcept C86803240 @default.
- W4381617897 hasConceptScore W4381617897C11413529 @default.
- W4381617897 hasConceptScore W4381617897C144027150 @default.
- W4381617897 hasConceptScore W4381617897C153180895 @default.
- W4381617897 hasConceptScore W4381617897C154945302 @default.
- W4381617897 hasConceptScore W4381617897C15744967 @default.
- W4381617897 hasConceptScore W4381617897C19417346 @default.
- W4381617897 hasConceptScore W4381617897C2775936607 @default.
- W4381617897 hasConceptScore W4381617897C3017491081 @default.
- W4381617897 hasConceptScore W4381617897C33923547 @default.
- W4381617897 hasConceptScore W4381617897C41008148 @default.
- W4381617897 hasConceptScore W4381617897C86803240 @default.
- W4381617897 hasFunder F4320321001 @default.
- W4381617897 hasIssue "7" @default.
- W4381617897 hasLocation W43816178971 @default.
- W4381617897 hasOpenAccess W4381617897 @default.
- W4381617897 hasPrimaryLocation W43816178971 @default.
- W4381617897 hasRelatedWork W2033914206 @default.
- W4381617897 hasRelatedWork W2042327336 @default.
- W4381617897 hasRelatedWork W2046077695 @default.
- W4381617897 hasRelatedWork W2146076056 @default.
- W4381617897 hasRelatedWork W2163831990 @default.
- W4381617897 hasRelatedWork W2378160586 @default.
- W4381617897 hasRelatedWork W2996038082 @default.
- W4381617897 hasRelatedWork W3003836766 @default.
- W4381617897 hasRelatedWork W3047965787 @default.
- W4381617897 hasRelatedWork W3184582087 @default.
- W4381617897 hasVolume "13" @default.
- W4381617897 isParatext "false" @default.
- W4381617897 isRetracted "false" @default.
- W4381617897 workType "article" @default.