Matches in SemOpenAlex for { <https://semopenalex.org/work/W4385198213> ?p ?o ?g. }
Showing items 1 to 92 of
92
with 100 items per page.
- W4385198213 abstract "Accurate and dependable weed detection technology is a prerequisite for weed control robots to do autonomous weeding. Due to the complexity of the farmland environment and the resemblance between crops and weeds, detecting weeds in the field under natural settings is a difficult task. Existing deep learning-based weed detection approaches often suffer from issues such as monotonous detection scene, lack of picture samples and location information for detected items, low detection accuracy, etc. as compared to conventional weed detection methods. To address these issues, WeedNet-R, a vision-based network for weed identification and localization in sugar beet fields, is proposed. WeedNet-R adds numerous context modules to RetinaNet’s neck in order to combine context information from many feature maps and so expand the effective receptive fields of the entire network. During model training, meantime, a learning rate adjustment method combining an untuned exponential warmup schedule and cosine annealing technique is implemented. As a result, the suggested method for weed detection is more accurate without requiring a considerable increase in model parameters. The WeedNet-R was trained and assessed using the OD-SugarBeets dataset, which is enhanced by manually adding the bounding box labels based on the publicly available agricultural dataset, i.e. SugarBeet2016. Compared to the original RetinaNet, the mAP of the proposed WeedNet-R increased in the weed detection job in sugar beet fields by 4.65% to 92.30%. WeedNet-R’s average precision for weed and sugar beet is 85.70% and 98.89%, respectively. WeedNet-R outperforms other sophisticated object detection algorithms in terms of detection accuracy while matching other single-stage detectors in terms of detection speed." @default.
- W4385198213 created "2023-07-25" @default.
- W4385198213 creator A5000520484 @default.
- W4385198213 creator A5023214008 @default.
- W4385198213 creator A5031659601 @default.
- W4385198213 creator A5032912484 @default.
- W4385198213 creator A5059492103 @default.
- W4385198213 date "2023-07-24" @default.
- W4385198213 modified "2023-10-18" @default.
- W4385198213 title "WeedNet-R: a sugar beet field weed detection algorithm based on enhanced RetinaNet and context semantic fusion" @default.
- W4385198213 cites W2524954406 @default.
- W4385198213 cites W2739413041 @default.
- W4385198213 cites W2884561390 @default.
- W4385198213 cites W2913227116 @default.
- W4385198213 cites W2926464840 @default.
- W4385198213 cites W2930246464 @default.
- W4385198213 cites W2943235166 @default.
- W4385198213 cites W2962953743 @default.
- W4385198213 cites W2963881378 @default.
- W4385198213 cites W2991423016 @default.
- W4385198213 cites W3010345596 @default.
- W4385198213 cites W3010677011 @default.
- W4385198213 cites W3022554249 @default.
- W4385198213 cites W3031965526 @default.
- W4385198213 cites W3045780708 @default.
- W4385198213 cites W3106250896 @default.
- W4385198213 cites W3119341740 @default.
- W4385198213 cites W3174851698 @default.
- W4385198213 cites W3199890259 @default.
- W4385198213 cites W4221146106 @default.
- W4385198213 cites W4225549404 @default.
- W4385198213 cites W4293584584 @default.
- W4385198213 cites W4297147452 @default.
- W4385198213 cites W4320487943 @default.
- W4385198213 cites W639708223 @default.
- W4385198213 doi "https://doi.org/10.3389/fpls.2023.1226329" @default.
- W4385198213 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/37560032" @default.
- W4385198213 hasPublicationYear "2023" @default.
- W4385198213 type Work @default.
- W4385198213 citedByCount "0" @default.
- W4385198213 crossrefType "journal-article" @default.
- W4385198213 hasAuthorship W4385198213A5000520484 @default.
- W4385198213 hasAuthorship W4385198213A5023214008 @default.
- W4385198213 hasAuthorship W4385198213A5031659601 @default.
- W4385198213 hasAuthorship W4385198213A5032912484 @default.
- W4385198213 hasAuthorship W4385198213A5059492103 @default.
- W4385198213 hasBestOaLocation W43851982131 @default.
- W4385198213 hasConcept C119857082 @default.
- W4385198213 hasConcept C151730666 @default.
- W4385198213 hasConcept C153180895 @default.
- W4385198213 hasConcept C154945302 @default.
- W4385198213 hasConcept C202444582 @default.
- W4385198213 hasConcept C2775891814 @default.
- W4385198213 hasConcept C2776936025 @default.
- W4385198213 hasConcept C2779343474 @default.
- W4385198213 hasConcept C33923547 @default.
- W4385198213 hasConcept C41008148 @default.
- W4385198213 hasConcept C6557445 @default.
- W4385198213 hasConcept C86803240 @default.
- W4385198213 hasConcept C9652623 @default.
- W4385198213 hasConceptScore W4385198213C119857082 @default.
- W4385198213 hasConceptScore W4385198213C151730666 @default.
- W4385198213 hasConceptScore W4385198213C153180895 @default.
- W4385198213 hasConceptScore W4385198213C154945302 @default.
- W4385198213 hasConceptScore W4385198213C202444582 @default.
- W4385198213 hasConceptScore W4385198213C2775891814 @default.
- W4385198213 hasConceptScore W4385198213C2776936025 @default.
- W4385198213 hasConceptScore W4385198213C2779343474 @default.
- W4385198213 hasConceptScore W4385198213C33923547 @default.
- W4385198213 hasConceptScore W4385198213C41008148 @default.
- W4385198213 hasConceptScore W4385198213C6557445 @default.
- W4385198213 hasConceptScore W4385198213C86803240 @default.
- W4385198213 hasConceptScore W4385198213C9652623 @default.
- W4385198213 hasLocation W43851982131 @default.
- W4385198213 hasLocation W43851982132 @default.
- W4385198213 hasLocation W43851982133 @default.
- W4385198213 hasOpenAccess W4385198213 @default.
- W4385198213 hasPrimaryLocation W43851982131 @default.
- W4385198213 hasRelatedWork W2028135177 @default.
- W4385198213 hasRelatedWork W2069895552 @default.
- W4385198213 hasRelatedWork W2094761279 @default.
- W4385198213 hasRelatedWork W2318813115 @default.
- W4385198213 hasRelatedWork W2593562831 @default.
- W4385198213 hasRelatedWork W2961085424 @default.
- W4385198213 hasRelatedWork W4306674287 @default.
- W4385198213 hasRelatedWork W4321850420 @default.
- W4385198213 hasRelatedWork W2526317650 @default.
- W4385198213 hasRelatedWork W4224009465 @default.
- W4385198213 hasVolume "14" @default.
- W4385198213 isParatext "false" @default.
- W4385198213 isRetracted "false" @default.
- W4385198213 workType "article" @default.