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融合注意力机制的模糊全息影像重建研究
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作者 李仕友 《自动化技术与应用》 2024年第9期122-125,共4页
全息影像在重建后经常会出现背景模糊等现象,为提高影像重建质量,设计融合注意力机制的模糊全息影像重建方法。设置像素点恢复与退化机制,对像素点采样与噪声进行模糊处理,关联区域内数值背景,建立全息影像像素捕捉模型,获取相同的特征... 全息影像在重建后经常会出现背景模糊等现象,为提高影像重建质量,设计融合注意力机制的模糊全息影像重建方法。设置像素点恢复与退化机制,对像素点采样与噪声进行模糊处理,关联区域内数值背景,建立全息影像像素捕捉模型,获取相同的特征序列维度,计算目标图像的背景信息,对不同空间采样频率的排列矩阵进行线性差值处理,采用融合注意力机制设计全息影像背景增强方法,采用模糊全息影像重建算法计算补偿函数,得到重建后全息影像。最后测试结果表明,所提方法可以得到最清晰的基础图案以及背景信息,结构相似性指数均在0.85以上,重建效果明显优于对比方法。 展开更多
关键词 注意力机制 图像处理 全息影像技术 噪声模糊处理 像素捕捉模型 影像重建
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Development of Automatic Extraction Weld for Industrial Radiographic Negative Inspection 被引量:2
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作者 张晓光 林家骏 +1 位作者 李浴 卢印举 《Journal of China University of Mining and Technology》 2003年第1期79-83,共5页
In industrial X-ray inspection, in order to identify weld defects automatically, raise the identification ratio, and avoid processing of complex background, it is an important step for sequent processing to extract we... In industrial X-ray inspection, in order to identify weld defects automatically, raise the identification ratio, and avoid processing of complex background, it is an important step for sequent processing to extract weld from the image. According to the characteristics of weld radiograph image, median filter is adopted to reduce the noise with high frequency, then relative gray-scale of image is chosen as fuzzy characteristic, and image gray-scale fuzzy matrix is constructed and suitable membership function is selected to describe edge characteristic. A fuzzy algorithm is adopted for enhancing radiograph image processing. Based on the intensity distribution characteristic in weld, methodology of weld extraction is then designed. This paper describes the methodology of all the weld extraction, including reducing noise, fuzzy enhancement and weld extraction process. To prove its effectiveness, this methodology was tested with 64 weld negative images available for this study. The experimental results show that this methodology is very effective for extracting linear weld. 展开更多
关键词 industrial X-ray image weld extraction EDGE fuzzy enhancement
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