Determination of the Live Weight of Farm Animals with Deep Learning and Semantic Segmentation Techniques

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dc.authoridGüvenoğlu, Erdal/0000-0003-1333-5953en_US
dc.contributor.authorGüvenoğlu, Erdal
dc.date.accessioned2024-07-12T21:37:34Z
dc.date.available2024-07-12T21:37:34Z
dc.date.issued2023en_US
dc.department[Belirlenecek]en_US
dc.description.abstractIn cattle breeding, regularly taking the animals to the scale and recording their weight is important for both the performance of the enterprise and the health of the animals. This process, which must be carried out in businesses, is a difficult task. For this reason, it is often not performed regularly or not performed at all. In this study, we attempted to estimate the weights of cattle by using stereo vision and semantic segmentation methods used in the field of computer vision together. Images of 85 animals were taken from different angles with a stereo setup consisting of two identical cameras. The distances of the animals to the camera plane were calculated by stereo distance calculation, and the areas covered by the animals in the images were determined by semantic segmentation methods. Then, using all these data, different artificial neural network models were trained. As a result of the study, it was revealed that when stereo vision and semantic segmentation methods are used together, live animal weights can be predicted successfully.en_US
dc.identifier.doi10.3390/app13126944
dc.identifier.issn2076-3417
dc.identifier.issue12en_US
dc.identifier.scopus2-s2.0-85163983680en_US
dc.identifier.scopusqualityQ2en_US
dc.identifier.urihttps://doi.org/10.3390/app13126944
dc.identifier.urihttps://hdl.handle.net/20.500.12415/6851
dc.identifier.volume13en_US
dc.identifier.wosWOS:001014035500001en_US
dc.identifier.wosqualityN/Aen_US
dc.indekslendigikaynakWeb of Science
dc.indekslendigikaynakScopus
dc.language.isoenen_US
dc.publisherMdpien_US
dc.relation.ispartofApplied Sciences-Baselen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/openAccessen_US
dc.snmzKY04193
dc.subjectAnimal Weight Estimationen_US
dc.subjectDeep Learningen_US
dc.subjectImage Processingen_US
dc.subjectSemantic Segmentationen_US
dc.subjectStereo Visionen_US
dc.titleDetermination of the Live Weight of Farm Animals with Deep Learning and Semantic Segmentation Techniquesen_US
dc.typeArticle
dspace.entity.typePublication

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