CFIPC-YOLO for Concealed Object Detection in Millimetre Wave Images

IF 0.7 4区工程技术 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC

Electronics Letters Pub Date : 2025-07-22 DOI:10.1049/ell2.70367

Huakun Zhang, Lin Guo, Deyue An, Odbal

引用次数: 0

Abstract

Human body security inspection is a critical task, and most existing methods rely on millimetre-wave images to detect concealed objects. However, detecting small and dim objects remains a significant challenge due to their subtle visual characteristics. To address this issue, this study proposes an efficient model, CFIPC-YOLO (contextual features integrated progressive convergence network based on the YOLOv8), which integrates local and contextual features into a progressively converging framework based on YOLO. Experimental results show that CFIPC-YOLO achieves a 5.3% improvement in AP50 compared to the YOLOv8 baseline, while simultaneously reducing the number of parameters by 17%, confirming the model's superior performance.

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基于CFIPC-YOLO的毫米波图像隐藏目标检测

人体安全检查是一项关键任务，现有的方法大多依靠毫米波图像来检测隐藏物体。然而，检测小而暗的物体由于其微妙的视觉特性仍然是一个重大的挑战。为了解决这一问题，本研究提出了一种高效的模型CFIPC-YOLO （contextual features integrated progressive convergence network，基于YOLOv8的上下文特征集成渐进收敛网络），该模型将局部特征和上下文特征集成到基于YOLO的渐进收敛框架中。实验结果表明，CFIPC-YOLO的AP50比YOLOv8基线提高了5.3%，同时参数数量减少了17%，证实了该模型的优越性能。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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来源期刊

Electronics Letters 工程技术-工程：电子与电气

CiteScore

2.70

自引率

0.00%

发文量

268

审稿时长

3.6 months

期刊介绍： Electronics Letters is an internationally renowned peer-reviewed rapid-communication journal that publishes short original research papers every two weeks. Its broad and interdisciplinary scope covers the latest developments in all electronic engineering related fields including communication, biomedical, optical and device technologies. Electronics Letters also provides further insight into some of the latest developments through special features and interviews. Scope As a journal at the forefront of its field, Electronics Letters publishes papers covering all themes of electronic and electrical engineering. The major themes of the journal are listed below. Antennas and Propagation Biomedical and Bioinspired Technologies, Signal Processing and Applications Control Engineering Electromagnetism: Theory, Materials and Devices Electronic Circuits and Systems Image, Video and Vision Processing and Applications Information, Computing and Communications Instrumentation and Measurement Microwave Technology Optical Communications Photonics and Opto-Electronics Power Electronics, Energy and Sustainability Radar, Sonar and Navigation Semiconductor Technology Signal Processing MIMO