To alleviate the above problems, we optimize YOLOv8 and propose an object detection model based on UAV aerial photography scenarios, called UAV-YOLOv8. Firstly, Wise-IoU (WIoU) v3 is used as a bounding box regression loss, and a wise gradient allocation strategy makes the model ...
In the task of visual object detection for autonomous driving, several challenges arise, such as detecting densely clustered targets, dealing with significant occlusion, and identifying small-sized targets. To address these challenges, an improved YOLOv8 algorithm for small object detection in autonomous...
EDR-YOLOv8: A lightweight target detection model for UAV aerial photography using advanced feature fusion methods ? 2024 The AuthorsThe detection of infrared moving small objects faces significant challenges in the field of object detection for air vehicles. These type... YongChang Hao,ChenXia Guo...
YOLO-MIF is an improved version of YOLOv8 for object detection in gray-scale images, incorporating multi-information fusion to enhance detection accuracy. The detection of RGBT mode is also added. YOLO-MIF是在灰度图像中进行目标检测的改进型YOLOv8模型,引入了多信息融合策略,提高了检测准确性。 并添...
However, the high proportion of small objec... G Wang,Y Chen,P An,... - 《Sensors》 被引量: 0发表: 2023年 An Improved YOLOv8 Network for Multi-Object Detection with Large-Scale Differences in Remote Sensing Images Aiming to address the challenges of low object detection precision in ...
YOLO-L: A YOLO-Based Algorithm for Remote Sensing Image Target Detection Chapter © 2024 A small object detection model in aerial images based on CPDD-YOLOv8 Article Open access 04 January 2025 Explore related subjects Discover the latest articles, news and stories from top researchers in...
UAV-YOLOv8: A Small-Object-Detection Model Based on Improved YOLOv8 for UAV Aerial Photography Scenarios Unmanned aerial vehicle (UAV) object detection plays a crucial role in civil, commercial, and military domains. However, the high proportion of small objec... G Wang,Y Chen,P An,... -...
To address the issues in existing steel plate surface defect detection algorithms, such as low accuracy, numerous model parameters, and high computational ... J Bai,S Zhang - IOP Publishing Ltd 被引量: 0发表: 2024年 Small Object Detection Algorithm Based on Improved YOLOv8 for Remote Sensing ...
It also integrates the Large Separable Kernel Attention (LSKA) module with the SPPF of YOLOv8 to enhance multi-scale feature extraction capabilities, reducing the loss of details. To solve the problem of redundant parameters and computational load in the detection head, the original detection head...
A Small-Object-Detection Model Based on Improved YOLOv8 for UAV Aerial Images Aiming at the problems of high model complexity and poor detection effect of UAV object detection algorithm, a small-object-detection model based on improv... K Niu,Y Yan - International Conference on Artificial Intell...