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learning","volume":"15","author":"Beloiu","year":"2023","journal-title":"Remote Sens"},{"key":"ref37","unstructured":"test. forest trees Dataset. Roboflow; 2023 [Dataset]. [cited 2025 Feb 25]. Available from: https:\/\/universe.roboflow.com\/test-dqo8y\/forest-trees."},{"key":"ref38","series-title":"Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition","first-page":"779","article-title":"You only look once: Unified, real-time object detection","author":"Redmon","year":"2016 Jun 27\u201330"},{"key":"ref39","doi-asserted-by":"crossref","first-page":"415","DOI":"10.3390\/f14020415","article-title":"YOLO-Tea: a tea disease detection model improved by YOLOv5","volume":"14","author":"Xue","year":"2023","journal-title":"Forests"},{"key":"ref40","unstructured":"Geetha AS. What is yolov6? a deep insight into the object detection model. arXiv:2412.13006. 2024."},{"key":"ref41","doi-asserted-by":"crossref","first-page":"929","DOI":"10.3390\/electronics12040929","article-title":"The semantic segmentation of standing tree images based on the Yolo V7 deep learning algorithm","volume":"12","author":"Cao","year":"2023","journal-title":"Electronics"},{"key":"ref42","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1007\/s11554-024-01585-8","article-title":"Improved real-time object detection method based on YOLOv8: a refined approach","volume":"22","author":"Zhong","year":"2025","journal-title":"J Real-Time Image Process"},{"key":"ref43","unstructured":"Yaseen M. What is yolov9: an in-depth exploration of the internal features of the next-generation object detector. arXiv:2409.07813. 2024."},{"key":"ref44","first-page":"107984","volume":"37","author":"Wang","year":"2024","journal-title":"Advances in neural information processing systems"},{"key":"ref45","unstructured":"Khanam R, Hussain M. Yolov11: an overview of the key architectural enhancements. arXiv:2410.17725. 2024."},{"key":"ref46","unstructured":"Tian Y, Ye Q, Doermann D. 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