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Research Article Open access CC BY 4.0

Real-time Object Detection Using Deep Learning

K. Vaishnavi, G. Pranay Reddy, T. Balaram Reddy, N. Ch. Srimannarayana Iyengar, Subhani Shaik

Journal of Advances in Mathematics and Computer Science · pp. 24–32 · Published 15 Jun 2023

10.9734/jamcs/2023/v38i81787

Abstract

As technology improved, object detection, which is connected to video and image analysis, caught researchers' interest. Earlier object recognition techniques are based on hand-crafted features and imprecise architectures and trainable algorithms. One of the main issues with many object detection systems is that they rely on other computer vision methods to support their deep learning-based methodology, which leads to slow and subpar performance. In this article, we present an end-to-end solution to the object detection problem using a deep learning based method. The single shot detector (SSD) technique is the quickest method for object detection from an image using a single layer of a convolution network. Our research's primary goal is to enhance accuracy of SSD method.

Object detection SSD method deep learning

References (13)

  1. 1 Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks [DOI]
  2. 2 Rich Feature Hierarchies for Accurate Object Detection and Semantic Segmentation [DOI]
  3. 3 Advances in neural information processing systems 7 [DOI]
  4. 4 Proceedings of IEEE Conference on Computer Vision and Pattern Recognition [DOI]
  5. 5 Real-time grasp detection using convolutional neural networks [DOI]
  6. 6 Understanding of Object Detection Based on CNN Family and YOLO [DOI]
  7. 7 Simple convolutional neural network on image classification [DOI]
  8. 8 Enhancement of SSD by concatenating feature maps for object detection [DOI]
  9. 9 Object detection in real time based on improved single shot multi-box detector algorithm [DOI]
  10. 10 Taming an Autonomous Surface Vehicle for Path Following and Collision Avoidance Using Deep Reinforcement Learning [DOI]
  11. 11 Breast Cancer Prediction using Classification Techniques [DOI]
  12. 12 Machine learning based outlier detection for medical data [DOI]
  13. 13 2020 IEEE International Conference on Robotics and Automation (ICRA) [DOI]

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