Automatic image alignment and stitching for ultrasound-based robotic inspection of complex geometry components

图像拼接 计算机视觉 人工智能 自动X射线检查 计算机科学 目视检查 工程制图 计算机图形学(图像) 工程类 图像(数学) 图像处理
作者
Екатерина Яковлева,David Roué,Philippe Brédif
出处
期刊:NDT & E international [Elsevier BV]
卷期号:146: 103158-103158
标识
DOI:10.1016/j.ndteint.2024.103158
摘要

Robotic inspection of complex geometry components using immersion ultrasonic techniques is relevant for many ultrasonic Non-Destructive Testing (NDT) applications in different industries. To image large component, ultrasonic probe is manipulated around the component immersed in water using a robotic guided system to create a tiled image of the entire component. Due to the mechanical vibrations of the high-speed robotic arm, the probe position coordinates provided by the robotic system are not precise enough to ensure an accurate reconstruction (stitching) of a composite image from all individual images. In this work, we propose a stitching method specifically designed to create a single 2D image of the surface of an inspected component from a stack of Total Focusing Method (TFM) images. This stitching method uses Iterative Closest Point (ICP) registration to estimate a 2D rigid transformation between two consecutive 2D images, by maximizing the overlap between the surface geometries extracted from each image. The capabilities of this imaging technique are illustrated by various simulated and experimental results carried out in a water tank. Significant improvements in surface image quality, leading to accurate surface reconstruction, are shown for vertical vibrations with displacements of more than two operating wavelengths and for rotational vibrations with deviation angles of less than 1°. The results also show that the resolving power of the ICP algorithm decreases for strong rotational vibrations.
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