CN114494028B - Particle beam imaging noise reduction method and device - Google Patents
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Abstract
Description
技术领域technical field
本公开涉及图像处理技术领域,具体涉及粒子束成像降噪方法及装置。The present disclosure relates to the technical field of image processing, in particular to a particle beam imaging noise reduction method and device.
背景技术Background technique
粒子束成像被广泛用于多种检测、成像领域。例如,扫描电子显微镜目前被广泛应用于医学、材料、生物、电子等各个领域,其成像质量是其性能的主要体现方式,降低成像过程的噪声是改善其成像质量的关键。在现有扫描电子显微镜系统中,通过对样品连续取得两张扫描电子显微镜图像,对两张图像进行减法运算,可以得到图像中所有像素的噪声值。对图像中所有像素的噪声值进行统计分析,得到噪声值方差,作为描述图像噪声的特征参数。Particle beam imaging is widely used in various detection and imaging fields. For example, scanning electron microscopes are currently widely used in various fields such as medicine, materials, biology, and electronics. The imaging quality is the main manifestation of its performance, and reducing the noise in the imaging process is the key to improving its imaging quality. In the existing scanning electron microscope system, the noise value of all pixels in the image can be obtained by continuously obtaining two scanning electron microscope images of the sample and performing subtraction on the two images. The noise value of all pixels in the image is statistically analyzed to obtain the variance of the noise value, which is used as a characteristic parameter to describe the image noise.
现有的电子显微镜降噪方法采用对图像整体进行处理、统一降噪,对所有的行均采用相同的处理方式,不能对不同行间不同的噪声特性进行区别化处理,对噪声的时变跟踪能力也较差。The existing electron microscope noise reduction method adopts the overall processing of the image, uniform noise reduction, and adopts the same processing method for all lines, which cannot differentiate the different noise characteristics between different lines, and the time-varying tracking of noise The ability is also poor.
发明内容Contents of the invention
为了解决相关技术中的问题,本公开实施例提供粒子束成像降噪方法及装置。In order to solve problems in related technologies, embodiments of the present disclosure provide a method and device for reducing noise in particle beam imaging.
第一方面,本公开实施例中提供了一种粒子束成像降噪方法,包括:使用粒子束对成像区域做行扫描,获取行扫描图像信号;In the first aspect, an embodiment of the present disclosure provides a particle beam imaging noise reduction method, including: using a particle beam to perform line scanning on the imaging area to obtain line scanning image signals;
在所述行扫描的有效时间内,从所述行扫描图像信号中获取所述行的第一图像信号;acquiring the first image signal of the row from the row-scanning image signal within the effective time of the row-scanning;
在所述行扫描的非有效时间内,从所述行扫描图像信号中获取所述行的噪声信号;Acquiring noise signals of the row from the row-scanning image signal during the non-effective time of the row-scanning;
根据所述行的噪声信号,获取所述行的平均噪声信号;Obtaining the average noise signal of the row according to the noise signal of the row;
根据所述行的第一图像信号和所述行的平均噪声信号,获取所述行的第二图像信号。According to the first image signal of the row and the average noise signal of the row, the second image signal of the row is acquired.
结合第一方面,本公开在第一方面的第一种实现方式中,所述行扫描的有效时间包括:With reference to the first aspect, in the first implementation manner of the first aspect of the present disclosure, the effective time of the row scanning includes:
所述粒子束在所述行扫描的正向周期中,进入样品区域的时间;和/或The time at which the particle beam enters the sample region during the forward period of the line scan; and/or
所述行扫描的非有效时间包括:The inactive time of the line scan includes:
所述粒子束在所述行扫描的正向周期中,进入样品区域前的时间;和/或the time before the particle beam enters the sample region during the forward period of the line scan; and/or
所述粒子束在所述行扫描的反向周期中的时间。The time the particle beam is in the reverse period of the line scan.
结合第一方面,本公开在第一方面的第二种实现方式中,在所述行扫描的非有效时间内,从所述行扫描图像信号中获取所述行的噪声信号包括:With reference to the first aspect, in the second implementation manner of the first aspect of the present disclosure, during the non-effective time of the line scanning, obtaining the noise signal of the line from the line scanning image signal includes:
在所述行扫描的非有效时间内,消减所述粒子束,从所述行扫描图像信号中获取所述行的噪声信号;和/或During the non-effective time of the line scanning, the particle beam is reduced, and the noise signal of the line is obtained from the line scanning image signal; and/or
在所述行扫描的非有效时间内,偏折所述粒子束,从所述行扫描图像信号中获取所述行的噪声信号。During the non-effective time of the line scanning, the particle beam is deflected, and the noise signal of the line is obtained from the line scanning image signal.
结合第一方面的第二种实现方式,本公开在第一方面的第三种实现方式中,所述消减所述粒子束包括:With reference to the second implementation manner of the first aspect, in the third implementation manner of the first aspect of the present disclosure, the reducing the particle beam includes:
在所述粒子束进入所述成像区域的通道上吸收所述粒子束,使所述粒子束无法到达所述成像区域;和/或absorbing the particle beam on its way into the imaging region so that the particle beam cannot reach the imaging region; and/or
在所述粒子束进入所述成像区域的通道上反射所述粒子束,使所述粒子束无法到达所述成像区域;和/或reflecting the particle beam on its way into the imaging region so that the particle beam cannot reach the imaging region; and/or
在所述粒子束进入所述成像区域的通道上散射所述粒子束,使所述粒子束无法到达所述成像区域。scattering the particle beam on its way into the imaging region so that the particle beam cannot reach the imaging region.
结合第一方面的第二种实现方式,本公开在第一方面的第四种实现方式中,所述偏折所述粒子束包括:With reference to the second implementation manner of the first aspect, in the fourth implementation manner of the first aspect of the present disclosure, the deflecting the particle beam includes:
在所述粒子束进入所述成像区域的通道上使用电场和/或磁场偏折所述粒子束,使所述粒子束无法到达所述成像区域。Using an electric field and/or a magnetic field to deflect the particle beam on the path where the particle beam enters the imaging region, so that the particle beam cannot reach the imaging region.
结合第一方面,本公开在第一方面的第五种实现方式中,所述根据所述行的噪声信号,获取所述行的平均噪声信号包括:With reference to the first aspect, in the fifth implementation manner of the first aspect of the present disclosure, the obtaining the average noise signal of the row according to the noise signal of the row includes:
对所述行的噪声信号进行积分处理,获取所述行的平均噪声信号;或Integrate the noise signal of the row to obtain the average noise signal of the row; or
对所述行的噪声信号进行均值滤波处理,获取所述行的平均噪声信号。Perform mean filtering processing on the noise signal of the row to obtain the average noise signal of the row.
结合第一方面,本公开在第一方面的第六种实现方式中,所述根据所述行的第一图像信号和所述行的平均噪声信号,获取所述行的第二图像信号包括:With reference to the first aspect, in the sixth implementation manner of the first aspect of the present disclosure, the acquiring the second image signal of the row according to the first image signal of the row and the average noise signal of the row includes:
对所述行的第一图像信号进行保持操作,得到所述行的第三图像信号;performing a hold operation on the first image signal of the row to obtain a third image signal of the row;
从所述行的第三图像信号中消减所述行的平均噪声信号,得到所述行的第二图像信号。The average noise signal of the row is subtracted from the third image signal of the row to obtain the second image signal of the row.
结合第一方面的第六种实现方式,本公开在第一方面的第七种实现方式中,所述从所述行的第三图像信号中消减所述行的平均噪声信号包括:With reference to the sixth implementation manner of the first aspect, in the seventh implementation manner of the first aspect of the present disclosure, the subtracting the average noise signal of the row from the third image signal of the row includes:
使用卡尔曼滤波处理,从所述行的第三图像信号中消减所述行的平均噪声信号。Using a Kalman filter process, the row's average noise signal is subtracted from the row's third image signal.
结合第一方面,本公开在第一方面的第八种实现方式中,在所述行扫描的有效时间内,从所述行扫描图像信号中获取所述行的第一图像信号之前,还包括:With reference to the first aspect, in an eighth implementation manner of the first aspect of the present disclosure, before acquiring the first image signal of the row from the row-scanning image signal within the effective time of the row-scanning, further includes :
将所述行扫描图像信号由模拟信号转换为数字信号。The line scanning image signal is converted from an analog signal to a digital signal.
结合第一方面,本公开在第一方面的第九种实现方式中,还包括:With reference to the first aspect, the ninth implementation manner of the first aspect of the present disclosure further includes:
将所述第二图像信号由模拟信号转换为数字信号。converting the second image signal from an analog signal to a digital signal.
第二方面,本公开实施例中提供了一种粒子束成像降噪装置,包括:In the second aspect, an embodiment of the present disclosure provides a particle beam imaging noise reduction device, including:
行扫描图像信号获取模块,被配置为使用粒子束对成像区域做行扫描,获取行扫描图像信号;The line scanning image signal acquisition module is configured to use the particle beam to perform line scanning on the imaging area to obtain line scanning image signals;
第一图像信号获取模块,被配置为在所述行扫描的有效时间内,从所述行扫描图像信号中获取所述行的第一图像信号;The first image signal acquisition module is configured to acquire the first image signal of the row from the row scan image signal within the effective time of the row scan;
噪声信号获取模块,被配置为在所述行扫描的非有效时间内,从所述行扫描图像信号中获取所述行的噪声信号;A noise signal acquisition module configured to acquire noise signals of the row from the row-scanning image signal during the non-effective time of the row-scanning;
平均噪声信号获取模块,被配置为根据所述行的噪声信号,获取所述行的平均噪声信号;an average noise signal acquisition module configured to acquire the average noise signal of the row according to the noise signal of the row;
第二图像信号获取模块,被配置为根据所述行的第一图像信号和所述行的平均噪声信号,获取所述行的第二图像信号。The second image signal acquisition module is configured to acquire the second image signal of the row according to the first image signal of the row and the average noise signal of the row.
结合第二方面,本公开在第二方面的第一种实现方式中,所述行扫描的有效时间包括:With reference to the second aspect, in the first implementation manner of the second aspect of the present disclosure, the effective time of the row scanning includes:
所述粒子束在所述行扫描的正向周期中,进入样品区域的时间;和/或The time at which the particle beam enters the sample region during the forward period of the line scan; and/or
所述行扫描的非有效时间包括:The inactive time of the line scan includes:
所述粒子束在所述行扫描的正向周期中,进入样品区域前的时间;和/或the time before the particle beam enters the sample region during the forward period of the line scan; and/or
所述粒子束在所述行扫描的反向周期中的时间。The time the particle beam is in the reverse period of the line scan.
结合第二方面,本公开在第二方面的第二种实现方式中,所述噪声信号获取模块包括:With reference to the second aspect, in the second implementation manner of the second aspect of the present disclosure, the noise signal acquisition module includes:
粒子束消减子模块,被配置为在所述行扫描的非有效时间内,消减所述粒子束,从所述行扫描图像信号中获取所述行的噪声信号;和/或The particle beam reduction sub-module is configured to reduce the particle beam during the non-effective time of the line scanning, and obtain the noise signal of the line from the line scanning image signal; and/or
粒子束偏折子模块,被配置为在所述行扫描的非有效时间内,偏折所述粒子束,从所述行扫描图像信号中获取所述行的噪声信号。The particle beam deflecting sub-module is configured to deflect the particle beam during the non-effective time of the line scanning, and acquire the noise signal of the line from the line scanning image signal.
结合第二方面的第二种实现方式,本公开在第二方面的第三种实现方式中,所述消减所述粒子束包括:With reference to the second implementation manner of the second aspect, in the third implementation manner of the second aspect of the present disclosure, the reducing the particle beam includes:
在所述粒子束进入所述成像区域的通道上吸收所述粒子束,使所述粒子束无法到达所述成像区域;和/或absorbing the particle beam on its way into the imaging region so that the particle beam cannot reach the imaging region; and/or
在所述粒子束进入所述成像区域的通道上反射所述粒子束,使所述粒子束无法到达所述成像区域;和/或reflecting the particle beam on its way into the imaging region so that the particle beam cannot reach the imaging region; and/or
在所述粒子束进入所述成像区域的通道上散射所述粒子束,使所述粒子束无法到达所述成像区域。scattering the particle beam on its way into the imaging region so that the particle beam cannot reach the imaging region.
结合第二方面的第二种实现方式,本公开在第二方面的第四种实现方式中,所述偏折所述粒子束包括:With reference to the second implementation manner of the second aspect, in a fourth implementation manner of the second aspect of the present disclosure, the deflecting the particle beam includes:
在所述粒子束进入所述成像区域的通道上使用电场和/或磁场偏折所述粒子束,使所述粒子束无法到达所述成像区域。Using an electric field and/or a magnetic field to deflect the particle beam on the path where the particle beam enters the imaging region, so that the particle beam cannot reach the imaging region.
结合第二方面,本公开在第二方面的第五种实现方式中,所述平均噪声信号获取模块包括:With reference to the second aspect, in the fifth implementation manner of the second aspect of the present disclosure, the average noise signal acquisition module includes:
积分处理子模块,被配置为对所述行的噪声信号进行积分处理,获取所述行的平均噪声信号;或An integral processing submodule configured to perform integral processing on the noise signal of the row to obtain the average noise signal of the row; or
均值滤波处理子模块,被配置为对所述行的噪声信号进行均值滤波处理,获取所述行的平均噪声信号。The mean value filter processing sub-module is configured to perform mean value filter processing on the noise signal of the row to obtain the average noise signal of the row.
结合第二方面,本公开在第二方面的第六种实现方式中,所述第二图像信号获取模块包括:With reference to the second aspect, in a sixth implementation manner of the second aspect of the present disclosure, the second image signal acquisition module includes:
第三图像信号获取子模块,被配置为对所述行的第一图像信号进行保持操作,得到所述行的第三图像信号;The third image signal acquisition submodule is configured to perform a hold operation on the first image signal of the row to obtain a third image signal of the row;
平均噪声信号消减子模块,被配置为从所述行的第三图像信号中消减所述行的平均噪声信号,得到所述行的第二图像信号。The average noise signal reduction sub-module is configured to subtract the average noise signal of the row from the third image signal of the row to obtain the second image signal of the row.
结合第二方面的第六种实现方式,本公开在第二方面的第七种实现方式中,所述从所述行的第三图像信号中消减所述行的平均噪声信号包括:With reference to the sixth implementation manner of the second aspect, in the seventh implementation manner of the second aspect of the present disclosure, the subtracting the average noise signal of the row from the third image signal of the row includes:
使用卡尔曼滤波处理,从所述行的第三图像信号中消减所述行的平均噪声信号。Using a Kalman filter process, the row's average noise signal is subtracted from the row's third image signal.
结合第二方面,本公开在第二方面的第八种实现方式中,在所述行扫描的有效时间内,从所述行扫描图像信号中获取所述行的第一图像信号之前,还包括:With reference to the second aspect, in an eighth implementation manner of the second aspect of the present disclosure, before acquiring the first image signal of the row from the row-scanning image signal within the effective time of the row-scanning, further includes :
第一模数转换模块,被配置为将所述行扫描图像信号由模拟信号转换为数字信号。The first analog-to-digital conversion module is configured to convert the line scan image signal from an analog signal to a digital signal.
结合第二方面,本公开在第二方面的第九种实现方式中,还包括:With reference to the second aspect, the ninth implementation manner of the second aspect of the present disclosure further includes:
第二模数转换模块,被配置为将所述第二图像信号由模拟信号转换为数字信号。The second analog-to-digital conversion module is configured to convert the second image signal from an analog signal to a digital signal.
本公开实施例提供的技术方案可以包括以下有益效果:The technical solutions provided by the embodiments of the present disclosure may include the following beneficial effects:
根据本公开实施例提供的技术方案,通过使用粒子束对成像区域做行扫描,获取行扫描图像信号;在所述行扫描的有效时间内,从所述行扫描图像信号中获取所述行的第一图像信号;在所述行扫描的非有效时间内,从所述行扫描图像信号中获取所述行的噪声信号;根据所述行的噪声信号,获取所述行的平均噪声信号;根据所述行的第一图像信号和所述行的平均噪声信号,获取所述行的第二图像信号,从而对成像区域的噪声进行逐行估计和消除,噪声估计准确,能良好跟踪噪声在不同位置和不同时间的变化,有效提高成像质量。According to the technical solution provided by the embodiments of the present disclosure, a line scanning image signal is obtained by using a particle beam to perform line scanning on the imaging area; The first image signal; during the non-effective time of the line scanning, obtain the noise signal of the line from the image signal of the line scanning; according to the noise signal of the line, obtain the average noise signal of the line; according to The first image signal of the row and the average noise signal of the row are obtained to obtain the second image signal of the row, so that the noise in the imaging area is estimated and eliminated row by row, the noise estimation is accurate, and the noise can be well tracked in different Changes in position and time can effectively improve the imaging quality.
应当理解的是,以上的一般描述和后文的细节描述仅是示例性和解释性的,并不能限制本公开。It is to be understood that both the foregoing general description and the following detailed description are exemplary and explanatory only and are not restrictive of the present disclosure.
附图说明Description of drawings
结合附图,通过以下非限制性实施方式的详细描述,本公开的其它特征、目的和优点将变得更加明显。在附图中:Other features, objects and advantages of the present disclosure will become more apparent through the following detailed description of non-limiting embodiments in conjunction with the accompanying drawings. In the attached picture:
图1a示出根据本公开一实施方式的粒子束成像降噪方法的实施场景的示例性示意图;Fig. 1a shows an exemplary schematic diagram of an implementation scenario of a particle beam imaging noise reduction method according to an embodiment of the present disclosure;
图1b示出根据本公开一实施方式的粒子束成像降噪方法的实施场景的示例性示意图;Fig. 1b shows an exemplary schematic diagram of an implementation scenario of a particle beam imaging noise reduction method according to an embodiment of the present disclosure;
图1c示出根据本公开一实施方式的粒子束成像降噪方法的实施场景的示例性示意图;Fig. 1c shows an exemplary schematic diagram of an implementation scenario of a particle beam imaging noise reduction method according to an embodiment of the present disclosure;
图2示出根据本公开一实施方式的粒子束成像降噪方法的流程图;FIG. 2 shows a flowchart of a method for noise reduction in particle beam imaging according to an embodiment of the present disclosure;
图3示出根据图2所示实施方式中的步骤S203的流程图;FIG. 3 shows a flow chart according to step S203 in the embodiment shown in FIG. 2;
图4示出根据本公开另一实施方式的粒子束成像降噪方法的流程图;FIG. 4 shows a flow chart of a particle beam imaging noise reduction method according to another embodiment of the present disclosure;
图5示出根据本公开又一实施方式的粒子束成像降噪方法的流程图;5 shows a flow chart of a particle beam imaging noise reduction method according to yet another embodiment of the present disclosure;
图6示出根据本公开一实施方式的粒子束成像降噪装置的结构框图。Fig. 6 shows a structural block diagram of a particle beam imaging noise reduction device according to an embodiment of the present disclosure.
具体实施方式detailed description
下文中,将参考附图详细描述本公开的示例性实施方式,以使本领域技术人员可容易地实现它们。此外,为了清楚起见,在附图中省略了与描述示例性实施方式无关的部分。Hereinafter, exemplary embodiments of the present disclosure will be described in detail with reference to the accompanying drawings so that those skilled in the art can easily implement them. Also, for clarity, parts not related to describing the exemplary embodiments are omitted in the drawings.
在本公开中,应理解,诸如“包括”或“具有”等的术语旨在指示本说明书中所公开的标签、数字、步骤、行为、部件、部分或其组合的存在,并且不欲排除一个或多个其他标签、数字、步骤、行为、部件、部分或其组合存在或被添加的可能性。In the present disclosure, it should be understood that terms such as "comprising" or "having" are intended to indicate the existence of labels, numbers, steps, acts, components, parts or combinations thereof disclosed in this specification, and are not intended to exclude one or multiple other labels, numbers, steps, acts, parts, parts or combinations thereof exist or are added to the possibility.
另外还需要说明的是,在不冲突的情况下,本公开中的实施例及实施例中的标签可以相互组合。下面将参考附图并结合实施例来详细说明本公开。In addition, it should be noted that, in the case of no conflict, the embodiments in the present disclosure and the labels in the embodiments can be combined with each other. The present disclosure will be described in detail below with reference to the accompanying drawings and embodiments.
粒子束成像被广泛用于多种检测、成像领域。例如,扫描电子显微镜目前被广泛应用于医学、材料、生物、电子等各个领域,其成像质量是其性能的主要体现方式,降低成像过程的噪声是改善其成像质量的关键。Particle beam imaging is widely used in various detection and imaging fields. For example, scanning electron microscopes are currently widely used in various fields such as medicine, materials, biology, and electronics. The imaging quality is the main manifestation of its performance, and reducing the noise in the imaging process is the key to improving its imaging quality.
在现有扫描电子显微镜系统中,通过对样品连续取得两张扫描电子显微镜图像,对两张图像进行减法运算,可以得到图像中所有像素的噪声值。对图像中所有像素的噪声值进行统计分析,得到噪声值方差,作为描述图像噪声的特征参数。以该噪声特征参数为目标函数,对扫描电子显微镜图像包括光点大小、物距、扫描时间在内的照相参数进行优化,最后得到低噪声的数字图像。In the existing scanning electron microscope system, the noise value of all pixels in the image can be obtained by continuously obtaining two scanning electron microscope images of the sample and performing subtraction on the two images. The noise value of all pixels in the image is statistically analyzed to obtain the variance of the noise value, which is used as a characteristic parameter to describe the image noise. Taking the noise characteristic parameter as the objective function, the photographic parameters of the scanning electron microscope image, including spot size, object distance and scanning time, are optimized, and finally a digital image with low noise is obtained.
通过对与采集的图像帧相关联的行和列值应用频谱变换,可以选择性地减少与噪声相关联的基函数分量,以提供经调整的行和列值。经调整的行和列值可以用于生成行和列偏移项,以高效且有效的方式从所采集的图像中有效地滤除噪声。By applying a spectral transformation to row and column values associated with acquired image frames, basis function components associated with noise can be selectively reduced to provide adjusted row and column values. The adjusted row and column values can be used to generate row and column offset terms to effectively filter noise from the acquired image in an efficient and effective manner.
现有的电子显微镜降噪方法采用对图像整体进行处理、统一降噪,对所有的行均采用相同的处理方式,不能对不同行间不同的噪声特性进行区别化处理,对噪声的时变跟踪能力也较差。The existing electron microscope noise reduction method adopts the overall processing of the image, uniform noise reduction, and adopts the same processing method for all lines, which cannot differentiate the different noise characteristics between different lines, and the time-varying tracking of noise The ability is also poor.
本领域普通技术人员可以理解,除了扫描电子显微镜,其它类型的电子显微镜、质子成像系统等其它粒子束成像系统也面临相同或相似的问题。Those skilled in the art can understand that other particle beam imaging systems such as electron microscopes and proton imaging systems also face the same or similar problems in addition to scanning electron microscopes.
为了解决上述问题,本公开提出一种粒子束成像降噪方法及装置。In order to solve the above problems, the present disclosure proposes a method and device for noise reduction in particle beam imaging.
图1a示出根据本公开一实施方式的粒子束成像降噪方法的实施场景的示例性示意图。Fig. 1a shows an exemplary schematic diagram of an implementation scenario of a particle beam imaging noise reduction method according to an embodiment of the present disclosure.
在本公开的实施例中,图1a以扫描电子显微镜的电子束为例作为说明。本公开并不仅限于电子束,还可以应用于质子束等其它粒子束,本公开对此不做限定。本领域普通技术人员可以理解,图1a是粒子束成像降噪方法的实施场景的示例性示意图,并不构成对本公开的限制。In an embodiment of the present disclosure, FIG. 1 a takes an electron beam of a scanning electron microscope as an example for illustration. The present disclosure is not limited to electron beams, and can also be applied to other particle beams such as proton beams, which is not limited in the present disclosure. Those of ordinary skill in the art can understand that FIG. 1 a is an exemplary schematic diagram of an implementation scene of the particle beam imaging noise reduction method, and does not constitute a limitation to the present disclosure.
如图1a所示,在成像区域101中包括样品区域102。电子束在成像区域101中进行“Z”字形行扫描,并穿过样品区域102。电子束的行扫描周期包括正向周期103和反向周期104。正向周期103中进入样品区域102的部分1032构成行扫描的有效时间;正向周期103中进入样品区域102之前的部分1031和反向周期104构成行扫描的非有效时间。As shown in FIG. 1 a , a
在电子束的整个行扫描周期中,扫描电子显微镜的探测器上均有噪声。在行扫描的有效时间内,扫描电子显微镜的探测器接收由样品成像的电子束,输出含噪声样品图像信号。在行扫描的非有效时间内,电子束被吸收、反射、散射或者偏折,扫描电子显微镜的探测器无法检测到由样品成像的电子束,输出噪声信号。Scanning electron microscopes have noise on their detectors throughout the entire line scan period of the electron beam. During the effective time of line scanning, the detector of the scanning electron microscope receives the electron beam imaged by the sample, and outputs an image signal of the sample containing noise. During the non-effective time of line scanning, the electron beam is absorbed, reflected, scattered or deflected, and the detector of the scanning electron microscope cannot detect the electron beam imaged by the sample, and outputs a noise signal.
在本公开的实施例中,在行扫描的非有效时间内,可以使用能吸收和/或散射和/或反射电子束的物质置于电子束射向成像区域101的通路中,使得电子束无法到达成像区域101。也可以使用磁线圈产生磁场,和/或使用极板产生电场,使电子束发生偏折,使得电子束无法到达成像区域101。本领域普通技术人员可以理解,还可以采用其它方式使得电子束无法到达成像区域101,本公开对此不做限定。In the embodiments of the present disclosure, during the non-effective time of line scanning, substances that can absorb and/or scatter and/or reflect electron beams can be placed in the path of the electron beams to the
在本公开的实施例中,对非有效时间内获取的噪声进行平均处理后,得到一行内的平均噪声信号。由非有效时间内获取的噪声得到一行内的平均噪声信号,可以使用积分处理方式,也可以采用例如卡尔曼滤波、维纳滤波等的均值滤波器处理方式,本公开对此不做限定。In the embodiment of the present disclosure, the average noise signal in one row is obtained after the noise acquired in the non-effective time is averaged. The average noise signal in a row is obtained from the noise obtained in the non-effective time, and the integral processing method may be used, or an average value filter processing method such as Kalman filtering and Wiener filtering may be used, which is not limited in the present disclosure.
在本公开的实施例中,对含噪声样品图像信号进行图像保持操作,获得图像保持后的含噪声样品图像信号。上述对非有效时间内获取的噪声的平均处理需要一定时间,图像保持操作可以补偿对非有效时间内获取的噪声的平均处理所耗费的时间,使得一行内的平均噪声信号与图像保持后的含噪声样品图像信号在时间上同步,以方便后续降噪处理。In an embodiment of the present disclosure, an image holding operation is performed on the noise-containing sample image signal to obtain the noise-containing sample image signal after image holding. The above-mentioned average processing of the noise obtained in the non-effective time takes a certain amount of time, and the image hold operation can compensate for the time spent on the average processing of the noise obtained in the non-effective time, so that the average noise signal in one row is consistent with the content after the image is held. Noise sample image signals are synchronized in time to facilitate subsequent noise reduction processing.
本领域普通技术人员可以理解,图像保持操作可以使用模拟延时线的方式实现,或者数字缓存的方式实现,或者其它方式实现,本公开对此不作限定。Those skilled in the art can understand that the image holding operation can be implemented by using an analog delay line, or a digital buffer, or other methods, which are not limited in the present disclosure.
在本公开的实施例中,使用一行内的平均噪声信号对图像保持后的含噪声样品图像信号进行降噪处理,则得到降噪后样品图像信号。降噪处理可以采用卡尔曼滤波方式、分数阶卡尔曼滤波方式,或者其它降噪图像信号处理方式,本公开对此不做限定。In the embodiment of the present disclosure, the average noise signal in one line is used to perform noise reduction processing on the noise-containing sample image signal after the image is kept, and then the noise-reduced sample image signal is obtained. The noise reduction processing may adopt a Kalman filter method, a fractional order Kalman filter method, or other noise reduction image signal processing methods, which are not limited in the present disclosure.
本领域普通技术人员可以理解,根据使用场景不同,除了对行扫描的逐行计算噪声均值并对含噪声样品图像信号进行降噪处理,还可以2行、3行等多行作为单位,计算噪声均值并对含噪声样品图像信号进行降噪处理,本公开对此不作限定。当2行、3行等多行区域内,噪声特征一致时,可以对多行的非有效时间内获取的噪声进行统一处理,获取多行内的平均噪声信号。由于噪声信号数据较多,平均噪声信号的计算更为准确。然后,可以使用多行内的平均噪声信号,对图像保持后的多行内含噪声样品图像信号进行降噪处理。Those of ordinary skill in the art can understand that, depending on the usage scenario, in addition to calculating the noise mean value for the row-by-row scanning and performing noise reduction processing on the noise-containing sample image signal, the noise can also be calculated in units of 2 lines, 3 lines, etc. The average value is used to perform noise reduction processing on the noise-containing sample image signal, which is not limited in the present disclosure. When the noise characteristics are consistent in multiple rows such as 2 rows and 3 rows, the noise acquired in the non-effective time of the multiple rows can be processed uniformly to obtain the average noise signal in the multiple rows. Since there are more noise signal data, the calculation of the average noise signal is more accurate. Then, the average noise signal in the multiple lines can be used to perform noise reduction processing on the noise-containing sample image signals in the multiple lines after the image is held.
在本公开的实施例中,可以采用模拟方式得到一行内噪声的均值并对含噪声样品图像信号进行降噪处理,也可以采用数字信号处理方式得到一行内噪声的均值并对含噪声样品图像信号进行降噪处理,本公开对此不作限定。In the embodiment of the present disclosure, the average value of noise in a row can be obtained by analog method and noise reduction processing can be performed on the image signal of the sample containing noise, or the average value of noise in a row can be obtained by digital signal processing and the image signal of sample image containing noise can be processed Noise reduction processing is performed, which is not limited in the present disclosure.
图1b示出根据本公开一实施方式的粒子束成像降噪方法的实施场景的示例性示意图。本领域普通技术人员可以理解,图1b是粒子束成像降噪方法的实施场景的示例性示意图,并不构成对本公开的限制。Fig. 1b shows an exemplary schematic diagram of an implementation scene of a particle beam imaging noise reduction method according to an embodiment of the present disclosure. Those skilled in the art can understand that FIG. 1b is an exemplary schematic diagram of an implementation scene of the particle beam imaging noise reduction method, and does not constitute a limitation to the present disclosure.
如图1b所示,扫描电子显微镜111的探测器112输出行扫描图像信号。行扫描图像信号可以是扫描电子显微镜111进行一行的行扫描之后,由探测器112输出的图像信号。信号提取113在行扫描的非有效时间内,从行扫描图像信号中提取噪声信号;在行扫描的有效时间内,从行扫描图像信号中提取含噪声样品图像信号。参照图1a,在行扫描的非有效时间内,可以使用能吸收和/或散射和/或反射电子束的物质置于电子束射向成像区域101的通路中,使得电子束无法到达成像区域101,从而从行扫描图像信号中提取噪声信号;也可以使用磁线圈产生磁场,和/或使用极板产生电场,使电子束发生偏折,使得电子束无法到达成像区域101,从而从行扫描图像信号中提取噪声信号。本领域普通技术人员可以理解,还可以采用其它方式使得电子束无法到达成像区域101,本公开对此不做限定。As shown in FIG. 1 b , the
在本公开的实施例中,平均噪声估计114对噪声信号进行平均处理,得到一行内的平均噪声信号。可以使用电容器对噪声信号进行积分处理,得到得到一行内的平均噪声信号。本领域普通技术人员可以理解,也可以采用其它模拟电路方式对噪声信号进行平均处理,得到一行内的平均噪声信号,本公开对此不作限定。In the embodiment of the present disclosure, the
在本公开的实施例中,图像保持115对含噪声样品图像信号进行图像保持处理,得到图像保持后的含噪声样品图像信号。可以使用模拟延时线进行图像保持,或者其它方式进行图像保持,本公开对此不作限制。In the embodiment of the present disclosure, the image holding 115 performs image holding processing on the noise-containing sample image signal to obtain the noise-containing sample image signal after image holding. The analog delay line can be used to maintain the image, or other methods can be used to maintain the image, which is not limited in the present disclosure.
降噪处理116处理一行内的平均噪声信号和图像保持后的含噪声样品图像信号,得到降噪后样品图像信号。降噪处理116可以采用减法电路器、卡尔曼滤波器,或其它方式实现,本公开对此不作限定。
在本公开的实施例中,上述信号提取113、平均噪声估计114、图像保持115、降噪处理116均在模拟域进行,得到模拟域的降噪后样品图像信号。模数转换117对模拟域的降噪后样品图像信号进行模数转换,得到数字域的降噪后样品图像信号,以便存储或者传输。In the embodiment of the present disclosure, the above-mentioned
图1c示出根据本公开一实施方式的粒子束成像降噪方法的实施场景的示例性示意图。本领域普通技术人员可以理解,图1c是粒子束成像降噪方法的实施场景的示例性示意图,并不构成对本公开的限制。Fig. 1c shows an exemplary schematic diagram of an implementation scene of a particle beam imaging noise reduction method according to an embodiment of the present disclosure. Those of ordinary skill in the art can understand that Fig. 1c is an exemplary schematic diagram of an implementation scene of the particle beam imaging noise reduction method, which does not constitute a limitation to the present disclosure.
图1c中包括和图1b相同的扫描电子显微镜111、探测器112。Fig. 1c includes the same
如图1c所示,扫描电子显微镜111的探测器112输出行扫描图像信号。As shown in FIG. 1 c , the
在本公开的实施例中,模数转换121对模拟域的行扫描图像信号进行模数转换,得到数字域的行扫描图像信号。模数转换121后的各项处理均在数字域进行,从而提高灵活性。In the embodiment of the present disclosure, the analog-to-
在本公开的实施例中,信号提取122在行扫描的非有效时间内,从数字域的行扫描图像信号中提取噪声信号;在行扫描的有效时间内,从数字域的行扫描图像信号中提取含噪声样品图像信号。参照图1a,在行扫描的非有效时间内,可以使用能吸收和/或散射和/或反射电子束的物质置于电子束射向成像区域101的通路中,使得电子束无法到达成像区域101,从而从行扫描图像信号中提取噪声信号;也可以使用磁线圈产生磁场,和/或使用极板产生电场,使电子束发生偏转,使得电子束无法到达成像区域101,从而从行扫描图像信号中提取噪声信号。本领域普通技术人员可以理解,还可以采用其它方式使得电子束无法到达成像区域101,本公开对此不做限定。In the embodiment of the present disclosure, the
在本公开的实施例中,平均噪声估计123对噪声信号进行平均处理,得到一行内的平均噪声信号。平均噪声估计123可以采用离散积分运算,或者卡尔曼滤波器,或者维纳滤波器,或者其它平均处理方式实现,本公开对此不作限定。In the embodiment of the present disclosure, the
在本公开的实施例中,例如数字缓存的图像保持124对含噪声样品图像信号进行图像保持处理,得到图像保持后的含噪声样品图像信号。降噪处理125处理一行内的平均噪声信号和图像保持后的含噪声样品图像信号,得到降噪后样品图像信号。降噪处理125可以采用卡尔曼滤波器,分数阶卡尔曼滤波器或其它方式实现,本公开对此不作限定。降噪后样品图像信号是数字域信号,以便存储或者传输。In the embodiment of the present disclosure, for example, the image holding 124 of the digital buffer performs image holding processing on the noise-containing sample image signal to obtain the noise-containing sample image signal after image holding.
图2示出根据本公开一实施方式的粒子束成像降噪方法的流程图。如图2所示,粒子束成像降噪方法包括步骤S201、S202、S203、S204、S205。Fig. 2 shows a flowchart of a method for reducing noise in particle beam imaging according to an embodiment of the present disclosure. As shown in FIG. 2 , the particle beam imaging noise reduction method includes steps S201 , S202 , S203 , S204 , and S205 .
在步骤S201中,使用粒子束对成像区域做行扫描,获取行扫描图像信号。In step S201, a particle beam is used to scan the imaging area in a row to acquire a row-scanning image signal.
在步骤S202中,在所述行扫描的有效时间内,从所述行扫描图像信号中获取所述行的第一图像信号。In step S202, within the effective time of the row scanning, the first image signal of the row is acquired from the row scanning image signal.
在步骤S203中,在所述行扫描的非有效时间内,从所述行扫描图像信号中获取所述行的噪声信号。In step S203, during the non-effective time of the row scanning, the noise signal of the row is obtained from the image signal of the row scanning.
在步骤S204中,根据所述行的噪声信号,获取所述行的平均噪声信号。In step S204, the average noise signal of the row is obtained according to the noise signal of the row.
在步骤S205中,根据所述行的第一图像信号和所述行的平均噪声信号,获取所述行的第二图像信号。In step S205, a second image signal of the row is acquired according to the first image signal of the row and the average noise signal of the row.
在本公开的实施例中,行扫描图像信号可以是扫描电子显微镜进行一行的行扫描之后,由探测器输出的图像信号。在行扫描的有效时间内,可以从行扫描图像信号中获取行的例如含噪声样品图像信号的第一图像信号。在行扫描的非有效时间内,可以从行扫描图像信号中获取行的噪声信号。对行的噪声信号进行平均处理,得到行的平均噪声信号。使用行的平均噪声信号对含噪声样品图像信号进行降噪处理,得到行的例如降噪后样品图像信号的第二图像信号。本领域普通技术人员可以理解,粒子束可以是扫描电子显微镜的电子束,也可以是其它粒子束,本公开对此不作限定。In an embodiment of the present disclosure, the line-scanning image signal may be an image signal output by the detector after the scanning electron microscope performs a line-scanning of one line. During the effective time of the row scanning, the first image signal of the row, for example, the noise-containing sample image signal, can be obtained from the row scanning image signal. During the non-effective time of the line scanning, the line noise signal can be obtained from the line scanning image signal. The noise signal of the row is averaged to obtain the average noise signal of the row. The noise-containing sample image signal is subjected to noise reduction processing using the average noise signal of the row to obtain a second image signal of the row, for example, the noise-reduced sample image signal. Those skilled in the art can understand that the particle beam may be an electron beam of a scanning electron microscope or other particle beams, which is not limited in the present disclosure.
根据本公开实施例提供的技术方案,通过使用粒子束对成像区域做行扫描,获取行扫描图像信号;在所述行扫描的有效时间内,从所述行扫描图像信号中获取所述行的第一图像信号;在所述行扫描的非有效时间内,从所述行扫描图像信号中获取所述行的噪声信号;根据所述行的噪声信号,获取所述行的平均噪声信号;根据所述行的第一图像信号和所述行的平均噪声信号,获取所述行的第二图像信号,从而对成像区域的噪声进行逐行估计和消除,噪声估计准确,能良好跟踪噪声在不同位置和不同时间的变化,有效提高成像质量。According to the technical solution provided by the embodiments of the present disclosure, a line scanning image signal is obtained by using a particle beam to perform line scanning on the imaging area; The first image signal; during the non-effective time of the line scanning, obtain the noise signal of the line from the image signal of the line scanning; according to the noise signal of the line, obtain the average noise signal of the line; according to The first image signal of the row and the average noise signal of the row are obtained to obtain the second image signal of the row, so that the noise in the imaging area is estimated and eliminated row by row, the noise estimation is accurate, and the noise can be well tracked in different Changes in position and time can effectively improve the imaging quality.
在本公开的实施例中,行扫描的有效时间可以包括粒子束在所述行扫描的正向周期中,进入样品区域的时间;行扫描的非有效时间可以包括:所述粒子束在所述行扫描的正向周期中,进入样品区域前的时间和/或所述粒子束在所述行扫描的反向周期中的时间。对扫描的每一行,均设置了扫描的有效时间和行扫描的非有效时间,可以逐行对噪声进行估计,良好跟踪成像区域不同位置的噪声和不同时间的噪声。In an embodiment of the present disclosure, the effective time of the row scanning may include the time when the particle beam enters the sample region in the forward period of the row scanning; the ineffective time of the row scanning may include: the particle beam is in the In the forward period of the line scan, the time before entering the sample region and/or the time of the particle beam in the reverse period of the line scan. For each line of scanning, the effective time of scanning and the non-effective time of line scanning are set, and the noise can be estimated line by line, and the noise at different positions and different times of the imaging area can be well tracked.
根据本公开实施例提供的技术方案,通过所述行扫描的有效时间包括:所述粒子束在所述行扫描的正向周期中,进入样品区域的时间;和/或所述行扫描的非有效时间包括:所述粒子束在所述行扫描的正向周期中,进入样品区域前的时间;和/或所述粒子束在所述行扫描的反向周期中的时间,从而逐行利用行扫描的非有效时间,获得无样品信息的噪声信号,良好跟踪噪声在不同位置和不同时间的变化,提高噪声估计精度。According to the technical solution provided by the embodiments of the present disclosure, the effective time of passing the row scanning includes: the time when the particle beam enters the sample area in the forward period of the row scanning; The effective time includes: the time before the particle beam enters the sample area in the forward period of the row scanning; and/or the time of the particle beam in the reverse period of the row scan, so that the The non-effective time of line scanning can obtain the noise signal without sample information, track the change of noise at different positions and different times well, and improve the accuracy of noise estimation.
图3示出根据图2所示实施方式中的步骤S203的流程图。如图3所示,图2中的步骤S203包括:步骤S301、S302。FIG. 3 shows a flow chart of step S203 in the embodiment shown in FIG. 2 . As shown in FIG. 3, step S203 in FIG. 2 includes: steps S301 and S302.
在步骤S301中,在所述行扫描的非有效时间内,消减所述粒子束,从所述行扫描图像信号中获取所述行的噪声信号。In step S301, during the non-effective time of the line scanning, the particle beam is cut off, and the noise signal of the line is obtained from the line scanning image signal.
在步骤S302中,在所述行扫描的非有效时间内,偏折所述粒子束,从所述行扫描图像信号中获取所述行的噪声信号。In step S302, during the non-effective time of the line scanning, the particle beam is deflected, and the noise signal of the line is obtained from the line scanning image signal.
本领域普通技术人员可以理解,步骤S301、S302中的操作可以任意选择一个使用,也可以同时使用,本公开对此不作限定。Those skilled in the art can understand that the operations in steps S301 and S302 can be used arbitrarily, or can be used at the same time, which is not limited in the present disclosure.
在本公开的实施例中,可以在行扫描的非有效时间内采用消减和/或偏折粒子束的方式,防止粒子束在行扫描的非有效时间内到达成像区域,进而从行扫描图像信号中获取行的准确噪声信号。In the embodiments of the present disclosure, the method of reducing and/or deflecting the particle beam may be used during the non-effective time of the line scanning to prevent the particle beam from reaching the imaging area during the non-effective time of the line scanning, and then the image signal from the line scanning Get the accurate noise signal of the row in .
根据本公开实施例提供的技术方案,通过在所述行扫描的非有效时间内,从所述行扫描图像信号中获取所述行的噪声信号包括:在所述行扫描的非有效时间内,消减所述粒子束,从所述行扫描图像信号中获取所述行的噪声信号;和/或在所述行扫描的非有效时间内,偏折所述粒子束,从所述行扫描图像信号中获取所述行的噪声信号,从而防止粒子束在行扫描的非有效时间内到达成像区域,获取准确的噪声信号。According to the technical solution provided by the embodiments of the present disclosure, acquiring the noise signal of the row from the row-scanning image signal during the non-effective time of the row-scanning includes: during the non-effective time of the row-scanning, Suppressing the particle beam, obtaining the line noise signal from the line scanning image signal; and/or deflecting the particle beam during the non-effective time of the line scanning, and obtaining the line scanning image signal In order to obtain the noise signal of the row, the particle beam is prevented from reaching the imaging area during the non-effective time of row scanning, and an accurate noise signal is obtained.
在本公开的实施例中,可以在所述粒子束进入所述成像区域的通道上设置吸收和/或反射和/或散射粒子束的物质,从而消减粒子束,使粒子束无法到达成像区域。In an embodiment of the present disclosure, a substance that absorbs and/or reflects and/or scatters the particle beam may be arranged on the passage where the particle beam enters the imaging area, so as to reduce the particle beam and prevent the particle beam from reaching the imaging area.
根据本公开实施例提供的技术方案,通过所述消减所述粒子束包括:在所述粒子束进入所述成像区域的通道上吸收所述粒子束,使所述粒子束无法到达所述成像区域;和/或在所述粒子束进入所述成像区域的通道上反射所述粒子束,使所述粒子束无法到达所述成像区域;和/或在所述粒子束进入所述成像区域的通道上散射所述粒子束,使所述粒子束无法到达所述成像区域,从而获取准确的噪声信号。According to the technical solution provided by the embodiments of the present disclosure, the attenuation of the particle beam includes: absorbing the particle beam on the passage where the particle beam enters the imaging area, so that the particle beam cannot reach the imaging area and/or reflect the particle beam on the path where the particle beam enters the imaging region, so that the particle beam cannot reach the imaging region; and/or reflect the particle beam on the path that the particle beam enters the imaging region Scattering the particle beam upwards prevents the particle beam from reaching the imaging area, thereby obtaining accurate noise signals.
在本公开的实施例中,可以使用线圈产生磁场,和/或极板产生电场,使得粒子束偏折而无法达到成像区域。In embodiments of the present disclosure, coils may be used to generate a magnetic field, and/or plates may be used to generate an electric field, so that the particle beam is deflected and cannot reach the imaging region.
根据本公开实施例提供的技术方案,通过所述偏折所述粒子束包括:在所述粒子束进入所述成像区域的通道上使用电场和/或磁场偏折所述粒子束,使所述粒子束无法到达所述成像区域,从而获取准确的噪声信号。According to the technical solution provided by an embodiment of the present disclosure, the deflecting the particle beam includes: using an electric field and/or a magnetic field to deflect the particle beam on the path where the particle beam enters the imaging region, so that the The particle beam cannot reach the imaging area, so that accurate noise signals can be obtained.
在本公开的实施例中,可以使用模拟域或者数字域的积分处理或例如卡尔曼滤波、维纳滤波的均值滤波处理方式,由行的噪声信号得到行的平均噪声信号。本领域普通技术人员可以理解,还可以采用其它模拟或者数字域的均值滤波器方式实现,本公开对此不作限定。In the embodiments of the present disclosure, the average noise signal of the row can be obtained from the noise signal of the row by using integration processing in the analog domain or digital domain or mean filtering processing such as Kalman filtering and Wiener filtering. Those of ordinary skill in the art can understand that other means of averaging filters in analog or digital domains can also be used, which is not limited in the present disclosure.
根据本公开实施例提供的技术方案,通过所述根据所述行的噪声信号,获取所述行的平均噪声信号包括:对所述行的噪声信号进行积分处理,获取所述行的平均噪声信号;或对所述行的噪声信号进行均值滤波处理,获取所述行的平均噪声信号,从而获得准确的行的平均噪声,跟踪不同区域、不同时间的行的平均噪声。According to the technical solution provided by the embodiments of the present disclosure, obtaining the average noise signal of the row according to the noise signal of the row includes: performing integral processing on the noise signal of the row to obtain the average noise signal of the row ; or perform mean value filtering on the noise signal of the row to obtain the average noise signal of the row, thereby obtaining an accurate average noise of the row, and tracking the average noise of the row in different regions and at different times.
在本公开的实施例中,可以对例如含噪声样品图像信号的第一图像信号进行保持操作,得到例如图像保持后的含噪声样品图像信号的第三图像信号,再与行的平均噪声信号进行处理而消减噪声,得到例如降噪后样品图像信号的第二图像信号。In the embodiment of the present disclosure, the hold operation can be performed on the first image signal, such as the sample image signal containing noise, to obtain the third image signal, such as the sample image signal containing noise after the image is held, and then perform the operation with the average noise signal of the row processing to reduce noise, to obtain a second image signal such as a sample image signal after noise reduction.
根据本公开实施例提供的技术方案,通过所述根据所述行的第一图像信号和所述行的平均噪声信号,获取所述行的第二图像信号包括:对所述行的第一图像信号进行保持操作,得到所述行的第三图像信号;从所述行的第三图像信号中消减所述行的平均噪声信号,得到所述行的第二图像信号,从而使得第三图像信号与行的平均噪声信号保持同步,准确地进行噪声消除,提高成像质量。According to the technical solution provided by an embodiment of the present disclosure, acquiring the second image signal of the row according to the first image signal of the row and the average noise signal of the row includes: performing the first image of the row The signal is held to obtain the third image signal of the row; the average noise signal of the row is subtracted from the third image signal of the row to obtain the second image signal of the row, so that the third image signal Synchronized with the average noise signal of the line, the noise can be eliminated accurately and the image quality can be improved.
在本公开的实施例中,可以使用卡尔曼滤波处理,从例如图像保持后的含噪声样品图像信号的第三图像信号中消减行的平均噪声信号。本领域普通技术人员可以理解,卡尔曼滤波可以在模拟域实现,也可以在数字域实现,也可以采用例如分数阶卡尔曼滤波的其它滤波器方式,本公开对此不作限定。In an embodiment of the present disclosure, Kalman filter processing may be used to subtract the row average noise signal from the third image signal, such as the image-holding noise-containing sample image signal. Those skilled in the art can understand that the Kalman filter can be implemented in the analog domain or in the digital domain, and other filter methods such as fractional-order Kalman filter can also be used, which is not limited in the present disclosure.
根据本公开实施例提供的技术方案,通过所述从所述行的第三图像信号中消减所述行的平均噪声信号包括:使用卡尔曼滤波处理,从所述行的第三图像信号中消减所述行的平均噪声信号,从而有效跟踪不同行、不同时间的行的平均噪声,降低行中噪声对图像质量的不利影响,提高图像质量。According to the technical solution provided by an embodiment of the present disclosure, the subtracting the average noise signal of the row from the third image signal of the row includes: using Kalman filter processing to subtract the noise signal from the third image signal of the row The average noise signal of the row, so as to effectively track the average noise of rows in different rows and at different times, reduce the adverse effect of noise in the row on the image quality, and improve the image quality.
图4示出根据本公开另一实施方式的粒子束成像降噪方法的流程图。图4中除了包括和图2中相同的步骤S201、S202、S203、S204、S205,还包括步骤S401。Fig. 4 shows a flowchart of a method for reducing noise in particle beam imaging according to another embodiment of the present disclosure. In addition to steps S201 , S202 , S203 , S204 , and S205 that are the same as those in FIG. 2 , FIG. 4 also includes step S401 .
在步骤S401中,将所述行扫描图像信号由模拟信号转换为数字信号。In step S401, the line scanning image signal is converted from an analog signal to a digital signal.
在本公开的实施例中,可以将探测器输出的行扫描图像信号由模拟域转换到数字域,后续处理均在数字域进行,从而提高灵活性。In the embodiments of the present disclosure, the line scan image signal output by the detector can be converted from the analog domain to the digital domain, and subsequent processing is performed in the digital domain, thereby improving flexibility.
根据本公开实施例提供的技术方案,通过在所述行扫描的有效时间内,从所述行扫描图像信号中获取所述行的第一图像信号之前,还包括:将所述行扫描图像信号由模拟信号转换为数字信号,从而在数字域实现大部分处理,提高灵活性。According to the technical solution provided by an embodiment of the present disclosure, before acquiring the first image signal of the row from the row-scanning image signal within the effective time of the row-scanning image signal, further includes: converting the row-scanning image signal Converting from analog to digital signals enables most of the processing to be done in the digital domain, increasing flexibility.
图5示出根据本公开又一实施方式的粒子束成像降噪方法的流程图。图5中除了包括和图2中相同的步骤S201、S202、S203、S204、S205,还包括步骤S501。Fig. 5 shows a flowchart of a method for reducing noise in particle beam imaging according to yet another embodiment of the present disclosure. In addition to steps S201 , S202 , S203 , S204 , and S205 as in FIG. 2 , FIG. 5 also includes step S501 .
在步骤S501中,将所述第二图像信号由模拟信号转换为数字信号。In step S501, the second image signal is converted from an analog signal to a digital signal.
在本公开的实施例中,可以在所有处理完成之后,将例如降噪后样品图像信号的第二图像信号从模拟域转换到数字域,利于降噪后样品图像信号的存储和传输。In the embodiments of the present disclosure, the second image signal such as the noise-reduced sample image signal can be converted from the analog domain to the digital domain after all processing is completed, which facilitates storage and transmission of the noise-reduced sample image signal.
根据本公开实施例提供的技术方案,通过还包括:将所述第二图像信号由模拟信号转换为数字信号,从而将降噪后样品图像信号转换到数字域,利于存储和传输。According to the technical solution provided by the embodiments of the present disclosure, by further including: converting the second image signal from an analog signal to a digital signal, thereby converting the noise-reduced sample image signal into a digital domain, which facilitates storage and transmission.
图6示出根据本公开一实施方式的粒子束成像降噪装置的结构框图。Fig. 6 shows a structural block diagram of a particle beam imaging noise reduction device according to an embodiment of the present disclosure.
如图6所示,粒子束成像降噪装置600包括:行扫描图像信号获取模块601、第一图像信号获取模块602、噪声信号获取模块603、平均噪声信号获取模块604、第二图像信号获取模块605。As shown in Figure 6, the particle beam imaging
行扫描图像信号获取模块601被配置为使用粒子束对成像区域做行扫描,获取行扫描图像信号;The line scanning image
第一图像信号获取模块602被配置为在所述行扫描的有效时间内,从所述行扫描图像信号中获取所述行的第一图像信号;The first image
噪声信号获取模块603被配置为在所述行扫描的非有效时间内,从所述行扫描图像信号中获取所述行的噪声信号;The noise
平均噪声信号获取模块604被配置为根据所述行的噪声信号,获取所述行的平均噪声信号;The average noise
第二图像信号获取模块605被配置为根据所述行的第一图像信号和所述行的平均噪声信号,获取所述行的第二图像信号。The second image
根据本公开实施例提供的技术方案,通过行扫描图像信号获取模块,被配置为使用粒子束对成像区域做行扫描,获取行扫描图像信号;第一图像信号获取模块,被配置为在所述行扫描的有效时间内,从所述行扫描图像信号中获取所述行的第一图像信号;噪声信号获取模块,被配置为在所述行扫描的非有效时间内,从所述行扫描图像信号中获取所述行的噪声信号;平均噪声信号获取模块,被配置为根据所述行的噪声信号,获取所述行的平均噪声信号;第二图像信号获取模块,被配置为根据所述行的第一图像信号和所述行的平均噪声信号,获取所述行的第二图像信号,从而对成像区域的噪声进行逐行估计和消除,噪声估计准确,能良好跟踪噪声在不同位置和不同时间的变化,有效提高成像质量。According to the technical solution provided by the embodiments of the present disclosure, the line-scanning image signal acquisition module is configured to use particle beams to perform line-scanning on the imaging area to acquire line-scanning image signals; the first image signal acquisition module is configured to Acquiring the first image signal of the line from the line scanning image signal during the effective time of the line scanning; the noise signal acquisition module is configured to acquire the image from the line scanning during the non-effective time of the line scanning Obtain the noise signal of the row from the signal; the average noise signal acquisition module is configured to acquire the average noise signal of the row according to the noise signal of the row; the second image signal acquisition module is configured to obtain the average noise signal of the row according to the row The first image signal of the row and the average noise signal of the row are obtained to obtain the second image signal of the row, so that the noise in the imaging area is estimated and eliminated row by row, the noise estimation is accurate, and the noise can be well tracked at different positions and different The change of time can effectively improve the imaging quality.
根据本公开实施例提供的技术方案,通过所述行扫描的有效时间包括:所述粒子束在所述行扫描的正向周期中,进入样品区域的时间;和/或所述行扫描的非有效时间包括:所述粒子束在所述行扫描的正向周期中,进入样品区域前的时间;和/或所述粒子束在所述行扫描的反向周期中的时间,从而逐行利用行扫描的非有效时间,获得无样品信息的噪声信号,良好跟踪噪声在不同位置和不同时间的变化,提高噪声估计精度。According to the technical solution provided by the embodiments of the present disclosure, the effective time of passing the row scanning includes: the time when the particle beam enters the sample area in the forward period of the row scanning; The effective time includes: the time before the particle beam enters the sample area in the forward period of the row scanning; and/or the time of the particle beam in the reverse period of the row scan, so that the The non-effective time of line scanning can obtain the noise signal without sample information, track the change of noise at different positions and different times well, and improve the accuracy of noise estimation.
根据本公开实施例提供的技术方案,通过所述噪声信号获取模块包括:粒子束消减子模块,被配置为在所述行扫描的非有效时间内,消减所述粒子束,从所述行扫描图像信号中获取所述行的噪声信号;和/或粒子束偏折子模块,被配置为在所述行扫描的非有效时间内,偏折所述粒子束,从所述行扫描图像信号中获取所述行的噪声信号,从而防止粒子束在行扫描的非有效时间内到达成像区域,获取准确的噪声信号。According to the technical solution provided by the embodiments of the present disclosure, the noise signal acquisition module includes: a particle beam reduction sub-module configured to reduce the particle beam during the non-effective time of the line scanning, and from the line scanning Obtain the noise signal of the line from the image signal; and/or the particle beam deflection submodule is configured to deflect the particle beam during the non-effective time of the line scanning, and acquire the noise signal from the line scanning image signal The noise signal of the row, so as to prevent the particle beam from reaching the imaging area during the non-effective time of row scanning, and obtain an accurate noise signal.
根据本公开实施例提供的技术方案,通过所述消减所述粒子束包括:在所述粒子束进入所述成像区域的通道上吸收所述粒子束,使所述粒子束无法到达所述成像区域;和/或在所述粒子束进入所述成像区域的通道上反射所述粒子束,使所述粒子束无法到达所述成像区域;和/或在所述粒子束进入所述成像区域的通道上散射所述粒子束,使所述粒子束无法到达所述成像区域,从而获取准确的噪声信号。According to the technical solution provided by the embodiments of the present disclosure, the attenuation of the particle beam includes: absorbing the particle beam on the passage where the particle beam enters the imaging area, so that the particle beam cannot reach the imaging area and/or reflect the particle beam on the path where the particle beam enters the imaging region, so that the particle beam cannot reach the imaging region; and/or reflect the particle beam on the path that the particle beam enters the imaging region Scattering the particle beam upwards prevents the particle beam from reaching the imaging area, thereby obtaining accurate noise signals.
根据本公开实施例提供的技术方案,通过所述偏折所述粒子束包括:在所述粒子束进入所述成像区域的通道上使用电场和/或磁场偏折所述粒子束,使所述粒子束无法到达所述成像区域,从而获取准确的噪声信号。According to the technical solution provided by an embodiment of the present disclosure, the deflecting the particle beam includes: using an electric field and/or a magnetic field to deflect the particle beam on the path where the particle beam enters the imaging region, so that the The particle beam cannot reach the imaging area, so that accurate noise signals can be obtained.
根据本公开实施例提供的技术方案,通过所述平均噪声信号获取模块包括:积分处理子模块,被配置为对所述行的噪声信号进行积分处理,获取所述行的平均噪声信号;或均值滤波处理子模块,被配置为对所述行的噪声信号进行均值滤波处理,获取所述行的平均噪声信号,从而获得准确的行的平均噪声,跟踪不同区域、不同时间的行的平均噪声。According to the technical solution provided by the embodiments of the present disclosure, the average noise signal acquisition module includes: an integral processing sub-module configured to perform integral processing on the noise signal of the row to obtain the average noise signal of the row; or the mean value The filter processing sub-module is configured to perform mean filtering processing on the noise signal of the row to obtain the average noise signal of the row, thereby obtaining accurate average noise of the row, and tracking the average noise of rows in different regions and at different times.
根据本公开实施例提供的技术方案,通过所述第二图像信号获取模块包括:第三图像信号获取子模块,被配置为对所述行的第一图像信号进行保持操作,得到所述行的第三图像信号;平均噪声信号消减子模块,被配置为从所述行的第三图像信号中消减所述行的平均噪声信号,得到所述行的第二图像信号,从而使得第三图像信号与行的平均噪声信号保持同步,准确地进行噪声消除,提高成像质量。According to the technical solution provided by the embodiments of the present disclosure, the second image signal acquisition module includes: a third image signal acquisition submodule configured to perform a hold operation on the first image signal of the row to obtain the first image signal of the row The third image signal; the average noise signal reduction sub-module, configured to subtract the average noise signal of the row from the third image signal of the row to obtain the second image signal of the row, so that the third image signal Synchronized with the average noise signal of the line, the noise can be eliminated accurately and the image quality can be improved.
根据本公开实施例提供的技术方案,通过所述从所述行的第三图像信号中消减所述行的平均噪声信号包括:使用卡尔曼滤波处理,从所述行的第三图像信号中消减所述行的平均噪声信号,从而有效跟踪不同行、不同时间的行的平均噪声,降低行中噪声对图像质量的不利影响,提高图像质量。According to the technical solution provided by an embodiment of the present disclosure, the subtracting the average noise signal of the row from the third image signal of the row includes: using Kalman filter processing to subtract the noise signal from the third image signal of the row The average noise signal of the row, so as to effectively track the average noise of rows in different rows and at different times, reduce the adverse effect of noise in the row on the image quality, and improve the image quality.
根据本公开实施例提供的技术方案,通过在所述行扫描的有效时间内,从所述行扫描图像信号中获取所述行的第一图像信号之前,还包括:第一模数转换模块,被配置为将所述行扫描图像信号由模拟信号转换为数字信号,从而在数字域实现大部分处理,提高灵活性。According to the technical solution provided by the embodiments of the present disclosure, before acquiring the first image signal of the row from the row-scanning image signal within the effective time of the row-scanning, it further includes: a first analog-to-digital conversion module, It is configured to convert the line scanning image signal from an analog signal to a digital signal, so as to realize most of the processing in the digital domain and improve flexibility.
根据本公开实施例提供的技术方案,通过还包括:第二模数转换模块,被配置为将所述第二图像信号由模拟信号转换为数字信号,从而将降噪后样品图像信号转换到数字域,利于存储和传输。According to the technical solution provided by the embodiments of the present disclosure, it further includes: a second analog-to-digital conversion module configured to convert the second image signal from an analog signal to a digital signal, thereby converting the noise-reduced sample image signal into a digital signal domain for storage and transmission.
附图中的流程图和框图,图示了按照本公开各种实施方式的系统、方法和计算机程序产品的可能实现的体系架构、功能和操作。在这点上,路程图或框图中的每个方框可以代表一个模块、程序段或代码的一部分,所述模块、程序段或代码的一部分包含一个或多个用于实现规定的逻辑功能的可执行指令。也应当注意,在有些作为替换的实现中,方框中所标注的功能也可以以不同于附图中所标注的顺序发生。例如,两个接连地表示的方框实际上可以基本并行地执行,它们有时也可以按相反的顺序执行,这依所涉及的功能而定。也要注意的是,框图和/或流程图中的每个方框、以及框图和/或流程图中的方框的组合,可以用执行规定的功能或操作的专用的基于硬件的系统来实现,或者可以用专用硬件与计算机指令的组合来实现。The flowchart and block diagrams in the Figures illustrate the architecture, functionality, and operation of possible implementations of systems, methods and computer program products according to various embodiments of the present disclosure. In this regard, each block in a roadmap or block diagram may represent a module, program segment, or part of code that contains one or more Executable instructions. It should also be noted that, in some alternative implementations, the functions noted in the block may occur out of the order noted in the figures. For example, two blocks shown in succession may, in fact, be executed substantially concurrently, or they may sometimes be executed in the reverse order, depending upon the functionality involved. It should also be noted that each block of the block diagrams and/or flowchart illustrations, and combinations of blocks in the block diagrams and/or flowchart illustrations, can be implemented by a dedicated hardware-based system that performs the specified functions or operations , or may be implemented by a combination of dedicated hardware and computer instructions.
描述于本公开实施方式中所涉及到的单元或模块可以通过软件的方式实现,也可以通过硬件的方式来实现。所描述的单元或模块也可以设置在处理器中,这些单元或模块的名称在某种情况下并不构成对该单元或模块本身的限定。The units or modules involved in the embodiments described in the present disclosure may be implemented by means of software or hardware. The described units or modules may also be set in the processor, and the names of these units or modules do not constitute limitations on the units or modules themselves in some cases.
作为另一方面,本公开还提供了一种计算机可读存储介质,该计算机可读存储介质可以是上述实施方式中所述节点中所包含的计算机可读存储介质;也可以是单独存在,未装配入设备中的计算机可读存储介质。计算机可读存储介质存储有一个或者一个以上程序,所述程序被一个或者一个以上的处理器用来执行描述于本公开的方法。As another aspect, the present disclosure also provides a computer-readable storage medium. The computer-readable storage medium may be the computer-readable storage medium included in the node described in the above implementation manner; A computer-readable storage medium assembled in a device. The computer-readable storage medium stores one or more programs, and the programs are used by one or more processors to execute the methods described in the present disclosure.
以上描述仅为本公开的较佳实施例以及对所运用技术原理的说明。本领域技术人员应当理解,本公开中所涉及的发明范围,并不限于上述技术特征的特定组合而成的技术方案,同时也应涵盖在不脱离所述发明构思的情况下,由上述技术特征或其等同特征进行任意组合而形成的其它技术方案。例如上述特征与本公开中公开的(但不限于)具有类似功能的技术特征进行互相替换而形成的技术方案。The above description is only a preferred embodiment of the present disclosure and an illustration of the applied technical principle. It should be understood by those skilled in the art that the scope of the invention involved in this disclosure is not limited to the technical solution formed by the specific combination of the above technical features, but also covers the technical solutions made by the above technical features without departing from the inventive concept. Other technical solutions formed by any combination of or equivalent features thereof. For example, a technical solution formed by replacing the above-mentioned features with (but not limited to) technical features with similar functions disclosed in this disclosure.
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Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN102833462A (en) * | 2012-07-23 | 2012-12-19 | 苏州生物医学工程技术研究所 | Confocal point scanning and imaging signal preprocessing method |
CN103020913A (en) * | 2012-12-18 | 2013-04-03 | 武汉大学 | Remote-sensing image stripe noise removing method based on segmented correction |
CN104754181A (en) * | 2013-12-30 | 2015-07-01 | 浙江大华技术股份有限公司 | Video noise estimating method and device |
CN107564509A (en) * | 2017-10-23 | 2018-01-09 | 上海联影医疗科技有限公司 | Noise reduction system |
CN108027501A (en) * | 2015-09-21 | 2018-05-11 | 科磊股份有限公司 | The method and system of noise decrease in multi beam scanning electron microscope system |
CN110537201A (en) * | 2017-02-24 | 2019-12-03 | 新宁研究院 | System and method for noise reduction to be imaged |
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US11257190B2 (en) * | 2019-03-01 | 2022-02-22 | Topcon Corporation | Image quality improvement methods for optical coherence tomography |
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Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
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CN103020913A (en) * | 2012-12-18 | 2013-04-03 | 武汉大学 | Remote-sensing image stripe noise removing method based on segmented correction |
CN104754181A (en) * | 2013-12-30 | 2015-07-01 | 浙江大华技术股份有限公司 | Video noise estimating method and device |
CN108027501A (en) * | 2015-09-21 | 2018-05-11 | 科磊股份有限公司 | The method and system of noise decrease in multi beam scanning electron microscope system |
CN110537201A (en) * | 2017-02-24 | 2019-12-03 | 新宁研究院 | System and method for noise reduction to be imaged |
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