A Review of YOLO Object Detection Algorithms based on Deep Learning-Reference-Cited by-同舟云学术

A Review of YOLO Object Detection Algorithms based on Deep Learning

Published:2023-06-25 Issue:2 Volume:4 Page:17-20
ISSN:2832-6024
Container-title:Frontiers in Computing and Intelligent Systems
language:
Short-container-title:FCIS

Author:

Cong Xiaohan,Li Shixin,Chen Fankai,Liu Chen,Meng Yue

Abstract

Object detection is a research hotspot in the field of computer vision, and YOLO series shows good performance in object detection, and has been widely used in robot vision, unmanned driving and other fields in recent years. This paper first introduces the YOLO series algorithm, including the principle, innovation points, advantages and disadvantages of various algorithms, then introduces the application field of YOLO series, and finally analyzes its future development trend to provide reference for the topic research.

Publisher

Darcy & Roy Press Co. Ltd.

Reference16 articles.

1. LIU Li, OUYANG Wanli, WANG Xiaogang, et al. Deep learning for generic object detection: A survey[J]. International Journal of Computer Vision, 2020, 128(2): 261 -- 318. doi: 10. 1007/ s11263-019-01247-4.

2. ZOU Zhengxia, SHI Zhenwei, GUO Yuhong, et al. Object detection in 20 years: A survey[J]. arXiv preprint arXiv: 1905.05055, 2019.

3. DALAL N and TRIGGS B. Histograms of oriented gradients for human detection[C]. 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, San Diego, USA, 2005:886-893. doi: 10.1109/ CVPR.2005.177.

4. Liu Pu, Zhang Xing-Hui, Zhang Zhi-Li et al. Overview of Object Detection from RCNN to YOLO [C]// China High-tech Industrialization Research Association Intelligent Information Processing Industrialization Branch. The sixteenth national signal and intelligent information processing and application of academic conference proceedings. [publisher unknown], 2022:8. DOI: 10.26914 / Arthur c. nkihy. 2022.053359.

5. Liu Yang. Masks worn under the dense crowd scene detection algorithm research [D]. Hebei university of engineering, 2022. The DOI: 10.27104 /, dc nki. Ghbjy. 2022.000365.

Cited by 13 articles. 订阅此论文施引文献订阅此论文施引文献，注册后可以免费订阅5篇论文的施引文献，订阅后可以查看论文全部施引文献

1. Development of a multi-level feature fusion model for basketball player trajectory tracking;Systems and Soft Computing;2024-12

2. A Study on the Automation of Fish Species Recognition and Body Length Measurement System;Fishes;2024-09-03

3. BS-YOLOV8: an intelligent detection model for bearing pin support-piece states of high-rise building machine;Measurement Science and Technology;2024-07-02

4. Image Recognition and Classification of Farmland Pests Based on Improved Yolox-Tiny Algorithm;Applied Sciences;2024-06-26

5. DETECTION OF LPG VEHICLES IN RISKY AREAS WITH COMPUTER VISION TECHNIQUES;Uluslararası Sürdürülebilir Mühendislik ve Teknoloji Dergisi;2024-06-26