Improved YOLOv5 Algorithm for Small Object Detection in Drone Images

Y Lin, Y Liu - International Conference on Computational Visual …, 2024 - Springer
The object detection in the context of drone is a hot topic in the field of computer vision in
recent years. In response to the challenge of limited image feature information and the …

Check for U-YOLO: Improved YOLOv5 for Small Object Detection on UAV-Captured Images

G Zhang, X Chen, X Tan, J Zhang… - … and Systems: First …, 2023 - books.google.com
Small object detection on drone-captured images is a recently popular and challenging task.
From the drone's perspective, the object scale varies significantly, and tiny objects lack …

Improved YOLOv7 Based on Transformer for Object Detection in UAV-Captured Images

Y Luo, Q Zhu, Z Zhou, L Chen, J Zhou… - … on Systems, Man …, 2023 - ieeexplore.ieee.org
As the drone captures image targets at different flying altitudes, their scales may vary
significantly, which can pose challenges for the object detection model to accurately detect …

A Small Object Detection Method for Drone-Captured Images Based on Improved YOLOv7

D Zhao, F Shao, Q Liu, L Yang, H Zhang, Z Zhang - Remote Sensing, 2024 - mdpi.com
Due to the broad usage and widespread popularity of drones, the demand for a more
accurate object detection algorithm for images captured by drone platforms has become …

Small Target-YOLOv5: Enhancing the Algorithm for Small Object Detection in Drone Aerial Imagery Based on YOLOv5

J Zhou, T Su, K Li, J Dai - Sensors, 2023 - mdpi.com
Object detection in drone aerial imagery has been a consistent focal point of research. Aerial
images present more intricate backgrounds, greater variation in object scale, and a higher …

U-YOLO: improved YOLOv5 for small object detection on UAV-captured images

G Zhang, X Chen, X Tan, J Zhang, X Lan - International Conference on …, 2022 - Springer
Small object detection on drone-captured images is a recently popular and challenging task.
From the drone's perspective, the object scale varies significantly, and tiny objects lack …

Improved YOLOv4 for aerial object detection

S Ali, A Siddique, HF Ateş… - 2021 29th Signal …, 2021 - ieeexplore.ieee.org
Drones equipped with cameras are being used for surveillance purposes. These
surveillance systems need vision-based object detection of ground objects which look very …

[PDF][PDF] Small Object Detection in Aerial Drone Imagery based on YOLOv8.

J Pan, Y Zhang - IAENG International Journal of Computer Science, 2024 - iaeng.org
In recent years, the utilization of unmanned aerial vehicles (UAVs) for aerial target detection
has gained significant attention due to their high-altitude perspective and maneuverability …

Improvement of Small Object Detection Algorithm Based on YOLOv8n in Drone Scene

Y Yang, W Zhou, J Yang, J Chen - 2024 6th International …, 2024 - ieeexplore.ieee.org
Detecting small objects in images presents challenges due to their small size, limited pixel
counts, and susceptibility to background interference, resulting in less than ideal detection …

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 …