Occlusion Removal in Terahertz Frequency-Modulated Continuous Wave Nondestructive Testing Based on Inpainting

IF 3.9 2区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC IEEE Transactions on Terahertz Science and Technology Pub Date : 2024-06-26 DOI:10.1109/TTHZ.2024.3419435
Bin Liang;Tianyi Wang;Sishi Shen;Congjing Hao;Defeng Liu;Jinsong Liu;Kejia Wang;Zhengang Yang
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Abstract

Terahertz frequency-modulated continuous wave is an effective tool for nondestructive testing. Occlusion is one of the bottlenecks of current imaging techniques for the nondestructive testing of complex objects. In reflective imaging, surface objects can cause information occlusion of deep defects in the detection direction, thus decreasing the effectiveness of nondestructive testing. In this article, a method of occlusion removal is proposed by using the layered imaging capability of frequency-modulated continuous wave systems. A specific mask is generated from the image of the surface layer, which can cover the shading on the image of the layer behind it. After an isophote-driven, exemplar-based synthetic inpainting process, the effect of the occlusion can be eliminated and the images of each layer can be restored. It is important to note that deep objects cannot be completely occluded and the deep image should have enough feature information for successful restoration. To demonstrate this, we successfully restored the occluded images from overlapping multilayer samples and validated the method in real scenes. The quantitative computational results show that the proposed method can effectively remove the occlusion and restore the images of each layer. The method provides a practical solution to the problem of occlusion that arises in the application field of nondestructive testing for any objects with multiple layers.
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基于涂色技术的太赫兹频率调制连续波无损检测中的遮挡去除技术
太赫兹频率调制连续波是一种有效的无损检测工具。遮挡是目前复杂物体无损检测成像技术的瓶颈之一。在反射成像中,表面物体会造成检测方向上深层缺陷的信息闭塞,从而降低无损检测的效果。本文利用频率调制连续波系统的分层成像能力,提出了一种消除遮挡的方法。根据表面层的图像生成一个特定的掩膜,该掩膜可以覆盖后面一层图像上的阴影。经过基于等值线的示例合成涂色处理后,就可以消除遮挡的影响,恢复每一层的图像。值得注意的是,深层物体不可能完全被遮挡,深层图像应具有足够的特征信息才能成功修复。为了证明这一点,我们成功地从重叠的多层样本中还原了被遮挡的图像,并在真实场景中验证了该方法。定量计算结果表明,所提出的方法能有效消除遮挡并还原各层图像。该方法为多层物体无损检测应用领域中出现的遮挡问题提供了切实可行的解决方案。
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来源期刊
IEEE Transactions on Terahertz Science and Technology
IEEE Transactions on Terahertz Science and Technology ENGINEERING, ELECTRICAL & ELECTRONIC-OPTICS
CiteScore
7.10
自引率
9.40%
发文量
102
期刊介绍: IEEE Transactions on Terahertz Science and Technology focuses on original research on Terahertz theory, techniques, and applications as they relate to components, devices, circuits, and systems involving the generation, transmission, and detection of Terahertz waves.
期刊最新文献
2024 Index IEEE Transactions on Terahertz Science and Technology Vol. 14 Table of Contents IEEE Transactions on Terahertz Science and Technology Information for Authors IEEE Open Access Publishing IEEE Microwave Theory and Techniques Society Information
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