Dual Improvements DCNv4 and AsDDet Mechanisms for Small Object Detection in Aerial Imagery

This study introduces a dual enhancement mechanism integrating Deformable Convolution v4 (DCNv4) and an Asymmetric Decoupled Detection Head (AsDDet) to significantly improve the detection performance of small objects in high-altitude unmanned aerial vehicle (UAV) imagery using YOLOv11 model architec...

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Bibliographic Details
Main Authors: Fan Jiang, Hua-Ching Chen, Song-Lin Wei, Hsuan-Ming Feng
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/11068981/
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