YOLOv1 to YOLOv10: A comprehensive review of YOLO variants and their application in the agricultural domain

MAR Alif, M Hussain - arxiv preprint arxiv:2406.10139, 2024 - arxiv.org
This survey investigates the transformative potential of various YOLO variants, from YOLOv1
to the state-of-the-art YOLOv10, in the context of agricultural advancements. The primary …

YOLOv10 to its genesis: a decadal and comprehensive review of the you only look once (YOLO) series

R Sapkota, R Qureshi, MF Calero, C Badjugar… - arxiv preprint arxiv …, 2024 - arxiv.org
This review systematically examines the progression of the You Only Look Once (YOLO)
object detection algorithms from YOLOv1 to the recently unveiled YOLOv10. Employing a …

[HTML][HTML] GC-YOLOv9: Innovative smart city traffic monitoring solution

R An, X Zhang, M Sun, G Wang - Alexandria Engineering Journal, 2024 - Elsevier
In urban smart city environments, traffic hazards can lead to catastrophic outcomes,
including significant property losses and severe threats to public safety. Conventional traffic …

Yolov10 to its genesis: A decadal and comprehensive review of the you only look once series

R Sapkota, R Qureshi, M Flores-Calero… - Available at SSRN …, 2024 - papers.ssrn.com
This review systematically examines the progression of the You Only Look Once (YOLO)
object detection algorithms from YOLOv1 to the recently unveiled YOLOv10. Employing a …

Yolov8-g: An improved yolov8 model for major disease detection in dragon fruit stems

L Huang, M Chen, Z Peng - Sensors (Basel, Switzerland), 2024 - pmc.ncbi.nlm.nih.gov
Dragon fruit stem disease significantly affects both the quality and yield of dragon fruit.
Therefore, there is an urgent need for an efficient, high-precision intelligent detection …

[PDF][PDF] Comparative Analysis of YOLO Models for Bean Leaf Disease Detection in Natural Environments

DC Rodríguez-Lira, DM Córdova-Esparza… - …, 2024 - researchgate.net
This study presents a comparative analysis of YOLO detection models for the accurate
identification of bean leaf diseases caused by Coleoptera pests in natural environments. By …