A review of object detection techniques

X Zou - 2019 International conference on smart grid and …, 2019 - ieeexplore.ieee.org
methods of object detection, covering the traditional machine learning methods and the
mainstream deep learning methods in … and disadvantages of these methods are compared and …

Object detection with deep learning: A review

ZQ Zhao, P Zheng, S Xu, X Wu - IEEE transactions on neural …, 2019 - ieeexplore.ieee.org
… We compare various object detection methods on three benchmark data sets, including
PASCAL VOC 2007 [25], PASCAL VOC 2012[121], and Microsoft COCO[94]. The evaluated …

Object detection in 20 years: A survey

Z Zou, K Chen, Z Shi, Y Guo, J Ye - Proceedings of the IEEE, 2023 - ieeexplore.ieee.org
… In Section II, we review the 20 years of evolution of object detection. In Section III, we review
the speedup techniques in object detection. The state-of-the-art detection methods of the …

Object detection

Y Amit, P Felzenszwalb, R Girshick - Computer Vision: A Reference Guide, 2021 - Springer
Detection methods that segment objects are also steadily improving and are now deployed
for various applications, particularly in augmented and virtual reality scenarios. Figure 3 …

You only look once: Unified, real-time object detection

J Redmon, S Divvala, R Girshick… - Proceedings of the IEEE …, 2016 - cv-foundation.org
… to object detection. Prior work on object detection repurposes classifiers to perform detection.
… Fast YOLO is the fastest object detection method on PASCAL; as far as we know, it is the …

Real-time object detection method based on improved YOLOv4-tiny

Z Jiang, L Zhao, S Li, Y Jia - arXiv preprint arXiv:2011.04244, 2020 - arxiv.org
… rela ted to object detection. In Section 2, we outline the concepts and processes of the
YOLOv4-tiny object detection method. I n Section 3 we describe our proposed method. In Section 4…

[PDF][PDF] A survey on object detection, classification and tracking methods

K Ragland, P Tharcis - Int. J. Eng. Res. Technol, 2014 - academia.edu
… tracking objects in a video sequence, namely object detection, object classification and
object tracking. We survey the different methods available for detecting, classifying and tracking …

A survey and performance evaluation of deep learning methods for small object detection

Y Liu, P Sun, N Wergeles, Y Shang - Expert Systems with Applications, 2021 - Elsevier
… related object detection and instance segmentation methods. … for improving detection
performance on small objects. First, we … object detection; 2) context information is lacking for small …

Scalable, high-quality object detection

C Szegedy, S Reed, D Erhan, D Anguelov… - arXiv preprint arXiv …, 2014 - arxiv.org
… proposal method closely rivals salience-based methods in … to directly learn region proposal
methods is a key advantage … demonstrated a method for high-quality object detection that …

Scale-transferrable object detection

P Zhou, B Ni, C Geng, J Hu… - proceedings of the IEEE …, 2018 - openaccess.thecvf.com
… State-of-the-art methods of object detection are based on convolutional neural networks.
For example, SPPnet [11], Fast R-CNN [9], Faster R-CNN [25], R-FCN [5], and YOLO [24] use …