JOURNAL ARTICLE

Object detection algorithms based on deep learning

Abstract

The object detection algorithm has experienced the transition from the traditional algorithm to the object detection method based on convolutional neural network. The traditional object detection algorithm mainly includes VJ detector, HOG, DPM, etc. It mainly uses the sliding window method to detect and locate the object, and there is a certain bottleneck in the running speed. With the increase of training data and computer performance, the object detection algorithm based on deep learning has a good effect in both detection accuracy and detection speed, and has become the mainstream algorithm of object detection. Through the author's own understanding, this paper summarizes various object detection algorithms in a more understandable language.

Keywords:
Object detection Computer science Viola–Jones object detection framework Artificial intelligence Object (grammar) Algorithm Convolutional neural network Bottleneck Detector Sliding window protocol Deep learning Object-class detection Computer vision Pattern recognition (psychology) Window (computing) Face detection

Metrics

0
Cited By
0.00
FWCI (Field Weighted Citation Impact)
9
Refs
0.10
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Topics

Video Surveillance and Tracking Methods
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Neural Network Applications
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Vehicle License Plate Recognition
Physical Sciences →  Engineering →  Media Technology

Related Documents

JOURNAL ARTICLE

Deep Learning-Based Object Detection Algorithms

Leehter Yao

Journal:   ITM Web of Conferences Year: 2025 Vol: 73 Pages: 02024-02024
JOURNAL ARTICLE

Survey of Deep Learning-Based Object Detection Algorithms

LI Kequan, CHEN Yan, LIU Jiachen, MU Xiangwei

Journal:   DOAJ (DOAJ: Directory of Open Access Journals) Year: 2022
JOURNAL ARTICLE

DEEP LEARNING ALGORITHMS FOR OBJECT DETECTION

Feruza Sodik kizi Ortikova

Journal:   Zenodo (CERN European Organization for Nuclear Research) Year: 2024
JOURNAL ARTICLE

DEEP LEARNING ALGORITHMS FOR OBJECT DETECTION

Feruza Sodik kizi Ortikova

Journal:   Zenodo (CERN European Organization for Nuclear Research) Year: 2024
JOURNAL ARTICLE

ANALYSIS OF OBJECT DETECTION ALGORITHMS BASED ON DEEP LEARNING

Jian ZhaoMengmeng ZhangSuyu Mei

Journal:   Grand Altai Research & Education / Наука и образование Большого Алтая Year: 2021
© 2026 ScienceGate Book Chapters — All rights reserved.