[Deep overparameterized blood cell detection algorithm utilizing hybrid attention mechanisms].
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Le résumé fourni par la source
To address the challenges in blood cell recognition caused by diverse morphology, dense distribution, and the abundance of small target information, this paper proposes a blood cell detection algorithm - the "You Only Look Once" model based on hybrid mixing attention and deep over-parameters (HADO-YOLO). First, a hybrid attention mechanism is introduced into the backbone network to enhance the model's sensitivity to detailed features. Second, the standard convolution layers with downsampling in the neck network are replaced with deep over-parameterized convolutions to expand the receptive field and improve feature representation. Finally, the detection head is decoupled to enhance the model's robustness for detecting abnormal cells. Experimental results on the Blood Cell Counting Dataset (BCCD) demonstrate that the HADO-YOLO algorithm achieves a mean average precision of 90.2% and a precision of 93.8%, outperforming the baseline YOLO model. Compared with existing blood cell detection methods, the proposed algorithm achieves state-of-the-art detection performance. In conclusion, HADO-YOLO offers a more efficient and accurate solution for identifying various types of blood cells, providing valuable technical support for future clinical diagnostic applications.
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Où se fait cette recherche
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Wuxi University Jiangsu Province Engineering Research Center of Photonic Devices and System Integration for Communication Sensing Convergence pays non établi dans la noticeUniversité ou école supérieure
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Nanjing University of Information Science and Technology pays non établi dans la noticeUniversité ou école supérieure
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Wuxi Institute of Technology pays non établi dans la noticeUniversité ou école supérieure
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College of Electronic and Information Engineering pays non établi dans la noticeUniversité ou école supérieure
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Wuxi Xi Yuan Technology by the Company pays non établi dans la noticeEntreprise
Jiangsu Province Engineering Research Center of Photonic Devices and System Integration for Communication Sensing Convergence — Wuxi University, Nanjing University of Information Science and Technology et Wuxi Institute of Technology, avec 2 autres affiliations.
Une affiliation ne permet pas de déduire la nationalité d’un auteur.