A small target detection algorithm based on improved YOLOv5 in aerial image

PL Zhang, Y Liu - PeerJ Computer Science, 2024 - peerj.com
Uncrewed aerial vehicle (UAV) aerial photography technology is widely used in both
industrial and military sectors, but remote sensing for small target detection still faces several …

SEB-YOLO: An Improved YOLOv5 Model for Remote Sensing Small Target Detection

Y Hui, S You, X Hu, P Yang, J Zhao - Sensors, 2024 - mdpi.com
Due to the limited semantic information extraction with small objects and difficulty in
distinguishing similar targets, it brings great challenges to target detection in remote sensing …

Small target detection in drone aerial images based on feature fusion

A Mu, H Wang, W Meng, Y Chen - Signal, Image and Video Processing, 2024 - Springer
The use of object detection technology in unmanned aerial vehicles is a crucial area of
research in computer vision. Aerial images captured by drones exhibit differences in object …

Target Detection and Recognition of UAV Aerial Images Based on Improved YOLOv5

Q Wang, Z Wang, Y Wang… - 2023 4th Information …, 2023 - ieeexplore.ieee.org
Aiming at improving the efficiency and accuracy of the target detection for UAV aerial images
especially the small targets, an improved YOLOv5 method is proposed. Based on the …

[HTML][HTML] Improved YOLOv8 algorithms for small object detection in aerial imagery

F Feng, Y Hu, W Li, F Yang - Journal of King Saud University-Computer and …, 2024 - Elsevier
In drone aerial target detection tasks, a high proportion of small targets and complex
backgrounds often lead to false positives and missed detections, resulting in low detection …

YOLOv5 UAV detection algorithm based on attention mechanism

Q Wang, H Zhao, K Wang - Journal of Physics: Conference …, 2023 - iopscience.iop.org
To address the poor accuracy issue with tiny target recognition by UAVs, this study provides
an improved YOLOv5 detection method with an attention mechanism. Firstly, CBAM is …

A Lightweight Remote Sensing Small Target Image Detection Algorithm Based on Improved YOLOv8

H Nie, H Pang, M Ma, R Zheng - Sensors, 2024 - mdpi.com
In response to the challenges posed by small objects in remote sensing images, such as low
resolution, complex backgrounds, and severe occlusions, this paper proposes a lightweight …

Small Target Detection Algorithm for UAV Based on Improved YOLOv5

J Zhang, Y Li, G Wan, M Jiang, Z Huang… - … on Signal and …, 2023 - ieeexplore.ieee.org
The small and dense objects in unmanned aerial vehicle (UAV) images deteriorate the
detection accuracy of neural networks. This article proposed an improved YOLOv5-based …

A Remote Sensing Image Target Detection Algorithm Based on Improved YOLOv8

H Wang, H Yang, H Chen, J Wang, X Zhou, Y Xu - Applied Sciences, 2024 - mdpi.com
Aiming at the characteristics of remote sensing images such as a complex background, a
large number of small targets, and various target scales, this paper presents a remote …

SP-YOLOv8s: An improved YOLOv8s model for remote sensing image tiny object detection

M Ma, H Pang - Applied Sciences, 2023 - mdpi.com
An improved YOLOv8s-based method is proposed to address the challenge of accurately
recognizing tiny objects in remote sensing images during practical human-computer …