20.500.12556/DKUM-92296 Using a region-based convolutional neural network (R-CNN) for potato segmentation in a sorting process This study focuses on the segmentation part in the development of a potato-sorting system that utilizes camera input for the segmentation and classification of potatoes. The key challenge addressed is the need for efficient segmentation to allow the sorter to handle a higher volume of potatoes simultaneously. To achieve this, the study employs a region-based convolutional neural network (R-CNN) approach for the segmentation task, while trying to achieve more precise segmentation than with classic CNN-based object detectors. Specifically, Mask R-CNN is implemented and evaluated based on its performance with different parameters in order to achieve the best segmentation results. The implementation and methodologies used are thoroughly detailed in this work. The findings reveal that Mask R-CNN models can be utilized in the production process of potato sorting and can improve the process. image segmentation potato sorting neural network mask RCNN object detection production process machine learning AI segmentacija slike sortiranje krompirja nevronske mreže maska RCNN odkrivanje predmetov proizvodni procesi strojno učenje umetna inteligenca true false true MDPI Angleški jezik Slovenski jezik https://www.mdpi.com/journal/foods © 2025 by the authors Članek v reviji 2025-03-27 11:54:29 2025-03-27 11:54:30 2026-01-22 11:43:09 0000-00-00 00:00:00 2025 0 0 18 str. iss. 7, [article no.] 1131 Vol. 14 March 2025 0000-00-00 Zaloznikova Objavljeno NiDoloceno 2025-02-27 2025-03-24 2025-03-25 681.5:004.8 230214403 10.3390/foods14071131 2304-8158 foods-14-01131.pdf foods-14-01131.pdf 1 46F9AD2A65FE8B86873768A5EC3B79A8 b120a46a209bb7f254dc8224097758737463392d408e36f414b087b819b5f173 19dbfbcc-0afa-11f0-8bc4-00155d000105 https://dk.um.si/Dokument.php?lang=slv&id=189736 https://www.mdpi.com/2304-8158/14/7/1131 0 1ed2b75d-0afa-11f0-8bc4-00155d000105 https://dk.um.si/Dokument.php?lang=slv&id=189737 Fakulteta za strojništvo 0 0 0