SSD small target detection algorithm based on deconvolution and feature fusion

Z Wenqing, Z Zhendong, Z Yongjie - CAAI transactions on …, 2020 - tis.hrbeu.edu.cn
Given the low resolution and noise of small targets, most target detection algorithms cannot
effectively utilize the edge and semantic information of small targets in feature maps, which …

An improved small target detection algorithm for SSD

H Ai, H Zhang, L Ren - International Conference on …, 2022 - spiedigitallibrary.org
In order to improve the accuracy and robustness of the small target detection for SSD (Single
Shot Multi-Box Detector) algorithm, this paper proposes an improved SSD algorithm. Firstly …

A novel SSD-based detection algorithm suitable for small object

X Zhang, Y Zhang, T Gao, Y Fang… - … on Information and …, 2023 - search.ieice.org
The original single-shot multibox detector (SSD) algorithm has good detection accuracy and
speed for regular object recognition. However, the SSD is not suitable for detecting small …

Attention based single shot multibox detector

H ZHAO, Z LI, T ZHANG - 电子与信息学报, 2021 - jeit.ac.cn
Abstract Single Shot multibox Detector (SSD) is a object detection algorithm that provides
the optimal trade-off among simplicity, speed and accuracy. The single use of detection …

A balanced feature fusion SSD for object detection

H Zhao, Z Li, L Fang, T Zhang - Neural Processing Letters, 2020 - Springer
Single shot multibox detector (SSD) takes several feature layers for object detection, but
each layer is used independently. This structure may ignore some context information and is …

An object detection algorithm based on the feature pyramid network and single shot multibox detector

Y Wang, X Liu, R Guo - Cluster Computing, 2022 - Springer
In order to solve the problem of weak detection of small targets in traditional methods, an
improved object detection algorithm is proposed. First, the six multi-scale feature maps …

Improved single shot multibox detector target detection method based on deep feature fusion

D Bai, Y Sun, B Tao, X Tong, M Xu… - Concurrency and …, 2022 - Wiley Online Library
The feature layers of different layers in the single shot multibox detector (SSD) are
independently used as the input of the classification network, so it is easy to detect the same …

Small Object Detection Algorithm Based on Feature Pyramid‐Enhanced Fusion SSD

H Li, K Lin, J Bai, A Li, J Yu - Complexity, 2019 - Wiley Online Library
In order to improve the detection rate of the traditional single‐shot multibox detection
algorithm in small object detection, a feature‐enhanced fusion SSD object detection …

FasterNet-SSD: a small object detection method based on SSD model

F Yang, L Huang, X Tan, Y Yuan - Signal, Image and Video Processing, 2024 - Springer
Abstract In the Single Shot MultiBox Detector (SSD) model, a significant limitation arises due
to the small size of many objects, leading to the extraction of limited feature information …

An approach to improve SSD through skip connection of multiscale feature maps

X Zhang, Y Gao, F Ye, Q Liu… - Computational …, 2020 - Wiley Online Library
SSD (Single Shot MultiBox Detector) is one of the best object detection algorithms and is
able to provide high accurate object detection performance in real time. However, SSD …