A Medical Waste Classification Method Based on Yolov4
DOI: 10.23977/jaip.2022.050206 | Downloads: 3 | Views: 601
Author(s)
Yupeng Mou 1, Liyan Zhang 1
Affiliation(s)
1 School of Computer & Telecommunication Engineering, Dalian Jiaotong Unniversity, Huanghe Road, Dalian, China
Corresponding Author
Liyan ZhangABSTRACT
In recent years, with the outbreak of corona virus, medical waste will also become a way of virus transmission. Therefore, this paper presents a medical waste classification method based on improved YoloV4. This method uses hard mish activation function to replace mish activation function on the basis of YoloV4 algorithm, which reduces the amount of calculation and improves the classification speed. Two CBAM Block attention mechanism module are added, and the experimental results verify the effectiveness of this algorithm.
KEYWORDS
YoloV4, CBAM, ClassificationCITE THIS PAPER
Yupeng Mou, Liyan Zhang, A Medical Waste Classification Method Based on Yolov4. Journal of Artificial Intelligence Practice (2022) Vol. 5: 42-46. DOI: http://dx.doi.org/10.23977/jaip.2022.050206.
REFERENCES
[1] L.Y. Zhang, Y.X. Zhao, Y.P. Mou, et al. Automatic classification algorithm of train common garbage based on resnet50, Journal of Dalian Jiaotong University, 2021, 42 (04): 101-105
[2] J Redmon, S Divvala, R Girshick, et al. You only look once: Unified, real-time object detection, IEEE conference on computer vision and pattern recognition. 2016: 779-788.
[3] X.T. Du, L.Y. Zhang, Y.X. Zha, et al. Vehicle distance measurement algorithm based on Yolov3, Computer programming skills and maintenance, 2020, (04): 15-16.
[4] P.Ramachandran, B. Zoph, Q.V.Le. Searching for activation functions. arXiv preprint arXiv:1710.05941, 2017.
[5] A.Howard, M.Sandler, G. Chu, et al. Searching for mobilenetv3. the IEEE/CVF international conference on computer vision. 2019: 1314-1324.
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