Detection of Domestic Waste Based on YOLO

Authors

  • Yaohui Hou

DOI:

https://doi.org/10.54097/fcis.v2i1.3182

Keywords:

YOLO, Domestic waste, Objection detection, Deep learning

Abstract

Deep learning has increasingly permeated every aspect of our lives. Currently, the economy develops rapidly and the population living in cities grows quickly. In the meanwhile, the amount of domestic waste is constantly rising, and the serious shortage of waste treatment competence has become increasingly prominent. Many cities can only use landfill or incineration to generate electricity for most of the waste, but this is not a long-term solution. In this paper, the YOLO-based domestic waste classification and treatment method are proposed to improve the efficiency of waste treatment.

Downloads

Download data is not yet available.

References

Redmon J, Divvala S, Girshick R, et al. (2016) You only look once: Unified, real-time object detection. In: IEEE Conference on Computer Vision and Pattern Recognition. Las Vegas. pp. 779-788.

Redmon J, Farhadi A. (2017) YOLO9000: better, faster, stronger. In: IEEE conference on computer vision and pattern recognition. Honolulu. pp. 7263-7271.

Redmon J, Farhadi A. (2018) Yolov3: An incremental improvement. arXiv preprint arXiv:1804.02767.

Bochkovskiy A, Wang C Y, Liao H Y M. (2020) Yolov4: Optimal speed and accuracy of object detection. arXiv preprint arXiv:2004.10934, 2020.

Girshick R, Donahue J, Darrell T, et al. (2014) Rich feature hierarchies for accurate object detection and semantic segmentation. In: IEEE Conference on Computer Vision and Pattern Recognition. Columbus. pp. 580-587.

Y. He, J.W. Tian, Z. Zhang, Q. Wang and P. Zhao (2022) Lightweight Research of YOLOv5 Target Detection. Computer Engineering and Applications., 1-9 (In Chinese).

Pawangfg. (2022) YOLO: You Only Look Once – Real Time Object Detection. https://www.geeksforgeeks.org/yolo-you-only-look-once-real-time-object-detection/.

Downloads

Published

30-11-2022

Issue

Section

Articles

How to Cite

Hou, Y. (2022). Detection of Domestic Waste Based on YOLO. Frontiers in Computing and Intelligent Systems, 2(1), 126-128. https://doi.org/10.54097/fcis.v2i1.3182