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Vis.\u2013ECCV 2020: 16th Eur. Conf.","first-page":"195","article-title":"PIoU loss: Towards accurate oriented object detection in complex environments","author":"Chen","year":"2020"},{"key":"ref32","article-title":"ultralytics\/yolov5: v5.0-YOLOv5-P6 1280 models, AWS, Supervise.ly and YouTube integrations","author":"Jocher","year":"2021","journal-title":"Zenodo"},{"key":"ref33","doi-asserted-by":"crossref","DOI":"10.3390\/s22155716","article-title":"R-YOLO: A YOLO-based method for arbitrary-oriented target detection in high-resolution remote sensing images","volume":"22","author":"Hou","year":"2022, Art. no. 5716","journal-title":"Sensors"},{"key":"ref34","doi-asserted-by":"crossref","DOI":"10.3390\/rs16162885","article-title":"Enhancing remote sensing object detection with K-CBST YOLO: Integrating CBAM and swin-transformer","volume":"16","author":"Cheng","year":"2024, Art. no. 2885","journal-title":"Remote Sens."},{"key":"ref35","doi-asserted-by":"crossref","DOI":"10.3390\/rs11242930","article-title":"Mask OBB: A semantic attention-based mask oriented bounding box representation for multi-category object detection in aerial images","volume":"11","author":"Wang","year":"2019, Art. no. 2930","journal-title":"Remote Sens."},{"key":"ref36","doi-asserted-by":"crossref","DOI":"10.1155\/2020\/4945214","article-title":"FAOD-Net: A fast AOD-Net for dehazing single image","volume":"2020","author":"Qian","year":"2020, Art. no. 4945214","journal-title":"Math. Probl. Eng."},{"key":"ref37","doi-asserted-by":"crossref","first-page":"4370","DOI":"10.1109\/TGRS.2020.3020165","article-title":"Point-based estimator for arbitrary-oriented object detection in aerial images","volume":"59","author":"Fu","year":"2020","journal-title":"IEEE Trans. Geosci. Remote Sens."},{"key":"ref38","doi-asserted-by":"crossref","unstructured":"Z. Tian, C. Shen, H. Chen, and T. He, \u201cFully convolutional one-stage object detection,\u201d 2019, arXiv:1904.01355.","DOI":"10.1109\/ICCV.2019.00972"},{"key":"ref39","unstructured":"J. Redmon, \u201cYOLOv3: An incremental improvement,\u201d 2018, arXiv:1804.02767."},{"key":"ref40","doi-asserted-by":"crossref","unstructured":"T. Lin, \u201cFocal loss for dense object detection,\u201d 2017, arXiv:1708.02002.","DOI":"10.1109\/ICCV.2017.324"},{"key":"ref41","unstructured":"A. Bochkovskiy, C. Y. Wang, and H. Y. M. Liao, \u201cYOLOv4: Optimal speed and accuracy of object detection,\u201d 2020, arXiv:2004.10934."},{"key":"ref42","doi-asserted-by":"crossref","first-page":"2274","DOI":"10.3390\/electronics12102274","article-title":"An improved lightweight real-time detection algorithm based on the edge computing platform for UAV images","volume":"12","author":"Cao","year":"2023","journal-title":"Electronics"},{"key":"ref43","series-title":"Proc. IEEE\/CVF Conf. Comput. Vis. Pattern Recognit.","first-page":"9759","article-title":"Bridging the gap between anchor-based and anchor-free detection via adaptive training sample selection","author":"Zhang","year":"2020"},{"key":"ref44","unstructured":"G. Yu et al., \u201cPP-PicoDet: A better real-time object detector on mobile devices,\u201d 2021, arXiv:2111.00902."},{"key":"ref45","series-title":"Proc. IEEE\/CVF Conf. Comput. Vis. 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