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CN110751695B - Adaptive data processing methods - Google Patents

Adaptive data processing methods Download PDF

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CN110751695B
CN110751695B CN201910061326.8A CN201910061326A CN110751695B CN 110751695 B CN110751695 B CN 110751695B CN 201910061326 A CN201910061326 A CN 201910061326A CN 110751695 B CN110751695 B CN 110751695B
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CN110751695A (en
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徐海龙
李龙跃
汪禹喆
余刚
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Air Force Engineering University of PLA
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    • G06T9/00Image coding

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Abstract

The invention relates to an adaptive data processing method, which comprises the step of providing an adaptive data processing platform for establishing an adaptive context-based adaptive variable length coding mode based on the shape of a maximum target in an image to be coded while carrying out radiometric evaluation on a coding device. Because the adaptive context-based adaptive variable length coding mode based on the shape of the maximum target in the image to be coded is established, the effectiveness of image coding is improved, meanwhile, an electromagnetic radiation analysis mechanism based on local data measurement and remote data measurement is established, and the detection precision of the electromagnetic radiation is improved.

Description

Adaptive data processing method
Technical Field
The invention relates to the field of data analysis, in particular to a self-adaptive data processing method.
Background
In data analysis, purposeful collection of data is the basis for ensuring that the data analysis process is effective. Organizations need to plan the content, channels, methods of collecting data. The planning should consider:
(1) the identified requirements are converted into specific requirements, for example, when a supplier is evaluated, the data to be collected may include relevant data such as process capacity, uncertainty of a measurement system and the like;
(2) specifying who and when and where data is collected by, through what channels and methods;
(3) the record table should be convenient to use;
(4) effective measures are taken to prevent data loss and the interference of false data to the system.
Disclosure of Invention
According to an aspect of the present invention, there is provided an adaptive data processing method, the method comprising providing an adaptive data processing platform for establishing an adaptive context-based adaptive change length coding mode based on a shape of a largest target in an image to be coded while radiometric evaluation is performed on a coding device, the adaptive data processing platform comprising:
the data analysis equipment is used for receiving an image to be coded and analyzing the shape of the maximum target in the image to be coded so as to obtain and output a shape to be referred;
the FLASH memory is connected with the data analysis equipment and is used for storing the corresponding relation between each shape to be referred to and the selection strategy of the peripheral blocks referred by the block codes;
the strategy searching device is respectively connected with the data analysis device and the FLASH FLASH memory and is used for searching the FLASH FLASH memory for the selection strategy of the peripheral blocks of the block code reference corresponding to the shape to be referred to;
the adaptive change length coding device based on the context is connected with the strategy searching device and is used for selecting one or more peripheral blocks of the blocks to be coded based on the selection strategy acquired by the strategy searching device aiming at each block to be coded in the image to be coded so as to execute adaptive change length coding processing based on the context on the blocks to be coded;
in the FLASH memory, the correspondence between each shape to be referred to and the selection strategy of the peripheral blocks referred to by the block codes is as follows: matching the pattern shape formed by the block to be coded and each selected peripheral block with the shape to be referred to;
the WIFI connection interface is connected with the radiation quantity evaluation equipment and used for requesting a configuration strategy to a configuration server through a WIFI connection network to obtain an encrypted configuration strategy and decrypting the encrypted configuration strategy;
the home terminal measuring equipment is connected with the strategy searching equipment, arranged on one side of the strategy searching equipment and used for measuring the electromagnetic radiation quantity of the position where the strategy searching equipment is located so as to obtain a corresponding home terminal electromagnetic radiation quantity value;
the remote measuring equipment is connected with the context-based adaptive change length coding equipment at the remote end of the strategy searching equipment and is used for measuring the electromagnetic radiation quantity of the position where the context-based adaptive change length coding equipment is located so as to obtain a corresponding remote electromagnetic radiation quantity value;
the distance measurement processing equipment comprises an infrared transmitting unit, an infrared receiving unit and an embedded processing chip, wherein the infrared receiving unit and the embedded processing chip are arranged on the local measuring equipment, and the infrared transmitting unit is arranged on the far-end measuring equipment and is used for determining the distance between the local measuring equipment and the far-end measuring equipment based on the interval time of the infrared transmitting unit transmitting infrared signals and the infrared receiving unit receiving infrared signals so as to output the distance as equipment distance;
the radiation quantity evaluation equipment is connected with the ranging processing equipment and used for determining the influence factor of the local electromagnetic radiation quantity value of the local measuring equipment and the influence factor of the far-end electromagnetic radiation quantity value of the far-end measuring equipment based on the equipment distance and also used for determining the instant equipment electromagnetic radiation quantity of the strategy search equipment based on the local electromagnetic radiation quantity value, the influence factor of the local electromagnetic radiation quantity value, the far-end electromagnetic radiation quantity value and the influence factor of the far-end electromagnetic radiation quantity value.
The invention has at least the following three key points:
(1) an adaptive context-based adaptive variable length coding mode based on the shape of the maximum target in the image to be coded is established, and the effectiveness of image coding is improved;
(2) an electromagnetic radiation quantity analysis mechanism based on local data measurement and remote data measurement is established, and meanwhile, a distance configuration strategy is introduced for the electromagnetic radiation quantity analysis mechanism;
(3) in order to ensure the reliability of data, a WIFI connection interface with a decryption mode is adopted.
The self-adaptive data processing platform has strong self-adaptive level and is convenient to use. Because the adaptive context-based adaptive variable length coding mode based on the shape of the maximum target in the image to be coded is established, the effectiveness of image coding is improved, meanwhile, an electromagnetic radiation analysis mechanism based on local data measurement and remote data measurement is established, and the detection precision of the electromagnetic radiation is improved.
Detailed Description
Embodiments of the adaptive data processing platform of the present invention will be described in detail below.
Image coding, also called image compression, is a technique for representing an image or information included in an image with a small number of bits under a condition that a certain quality (a requirement of a signal-to-noise ratio or a subjective evaluation score) is satisfied. The transmitting end of the image coding system is basically composed of two parts. Firstly, performing decorrelation processing on an original digital image subjected to high-precision analog-digital conversion to remove redundancy of information; the decorrelated signal is then encoded, i.e. re-encoded, according to certain allowable distortion requirements. Decorrelation processing is generally performed using linear prediction and orthogonal transformation; correspondingly, image coding schemes are also classified into two major categories, prediction coding and transform domain coding.
At present, in image coding, a context-based adaptive variable length coding mode is fixed, adaptive level difference exists, corresponding coding operation cannot be carried out according to specific image conditions, and an effective electromagnetic radiation analysis mechanism of a coding device is lacked on site.
In order to overcome the defects, the invention builds an adaptive data processing method, which comprises the step of providing an adaptive data processing platform used for carrying out radiometric evaluation on coding equipment and simultaneously establishing an adaptive context-based adaptive change length coding mode based on the shape of the maximum target in an image to be coded.
An adaptive data processing platform according to an embodiment of the present invention is shown comprising:
the data analysis equipment is used for receiving an image to be coded and analyzing the shape of the maximum target in the image to be coded so as to obtain and output a shape to be referred;
the FLASH memory is connected with the data analysis equipment and is used for storing the corresponding relation between each shape to be referred to and the selection strategy of the peripheral blocks referred by the block codes;
the strategy searching device is respectively connected with the data analysis device and the FLASH FLASH memory and is used for searching the FLASH FLASH memory for the selection strategy of the peripheral blocks of the block code reference corresponding to the shape to be referred to;
the adaptive change length coding device based on the context is connected with the strategy searching device and is used for selecting one or more peripheral blocks of the blocks to be coded based on the selection strategy acquired by the strategy searching device aiming at each block to be coded in the image to be coded so as to execute adaptive change length coding processing based on the context on the blocks to be coded;
in the FLASH memory, the correspondence between each shape to be referred to and the selection strategy of the peripheral blocks referred to by the block codes is as follows: matching the pattern shape formed by the block to be coded and each selected peripheral block with the shape to be referred to;
the WIFI connection interface is connected with the radiation quantity evaluation equipment and used for requesting a configuration strategy to a configuration server through a WIFI connection network to obtain an encrypted configuration strategy and decrypting the encrypted configuration strategy;
the home terminal measuring equipment is connected with the strategy searching equipment, arranged on one side of the strategy searching equipment and used for measuring the electromagnetic radiation quantity of the position where the strategy searching equipment is located so as to obtain a corresponding home terminal electromagnetic radiation quantity value;
the remote measuring equipment is connected with the context-based adaptive change length coding equipment at the remote end of the strategy searching equipment and is used for measuring the electromagnetic radiation quantity of the position where the context-based adaptive change length coding equipment is located so as to obtain a corresponding remote electromagnetic radiation quantity value;
the distance measurement processing equipment comprises an infrared transmitting unit, an infrared receiving unit and an embedded processing chip, wherein the infrared receiving unit and the embedded processing chip are arranged on the local measuring equipment, and the infrared transmitting unit is arranged on the far-end measuring equipment and is used for determining the distance between the local measuring equipment and the far-end measuring equipment based on the interval time of the infrared transmitting unit transmitting infrared signals and the infrared receiving unit receiving infrared signals so as to output the distance as equipment distance;
the radiation quantity evaluation device is connected with the ranging processing device, and is used for determining an influence factor of a local electromagnetic radiation quantity value of the local measuring device and an influence factor of a remote electromagnetic radiation quantity value of the remote measuring device based on the device distance, and also used for determining an instant device electromagnetic radiation quantity of the strategy search device based on the local electromagnetic radiation quantity value, the influence factor of the local electromagnetic radiation quantity value, the remote electromagnetic radiation quantity value and the influence factor of the remote electromagnetic radiation quantity value;
in the WIFI connection interface, the configuration policy is configured to determine an influence factor of a local electromagnetic radiation amount value of the local measurement device and an influence factor of a remote electromagnetic radiation amount value of the remote measurement device based on the device distance.
Next, the detailed structure of the adaptive data processing platform of the present invention will be further described.
In the adaptive data processing platform:
in the WIFI connection interface, an influence factor of a local electromagnetic radiation amount value of the local measurement device is greater than an influence factor of a far-end electromagnetic radiation amount value of the far-end measurement device.
The adaptive data processing platform may further include:
and the distortion correction device is arranged at the front end of the data analysis device and used for receiving the image to be coded and executing distortion correction operation on the image to be coded so as to obtain a corresponding distortion correction image.
The adaptive data processing platform may further include:
and the curve modification device is connected with the distortion correction device and used for executing curve modification processing based on the nearest neighbor method on the distortion correction image to obtain a corresponding curve modification image and outputting the curve modification image.
The adaptive data processing platform may further include:
and the block extraction device is connected with the curve modification device and is used for performing image block processing on the Lena image with the standard contrast and the curve modification image according to the same image block size to obtain each image block of the Lena image and each block of the curve modification image, extracting an image block at the middle position of each image block of the Lena image as a first image block, and extracting an image block at the middle position of each image block of the curve modification image as a second image block.
The adaptive data processing platform may further include:
and the signal trigger equipment is connected with the block extraction equipment and used for sending a first trigger signal when the contrast of the second image block is greater than or equal to the contrast of the first image block, and also used for sending a second trigger signal when the contrast of the second image block is less than the contrast of the first image block.
The adaptive data processing platform may further include:
and the successive modification device is respectively connected with the data analysis device and the signal trigger device, and is used for dividing the contrast of the second image block by the contrast of the first image block to obtain a corresponding multiple when the second trigger signal is received, determining the number of times of subsequent multiple times of brightness curve modification on the curve modification image based on the multiple, performing multiple times of brightness curve modification on the curve modification image to obtain a corresponding successive modification image, and replacing the image to be encoded with the successive modification image to send the successive modification image to the data analysis device.
In the adaptive data processing platform:
the successive curve modification device is further configured to take the curve modification image as a successive modification image when receiving the first trigger signal.
In the adaptive data processing platform:
in the successive modification apparatus, each time the luminance curve modification is used to pull down the black end of the luminance curve of the image and pull up the white end of the luminance curve.
In addition, FLASH memory is one of the memory devices. Flash memory is a Non-Volatile (Non-Volatile) memory that can hold data for a long time without current supply, and has storage characteristics equivalent to a hard disk, which is the basis of flash memory becoming a storage medium for various portable digital devices. The memory unit of the NAND flash memory adopts a serial structure, the reading and writing of the memory unit are carried out by taking a page and a block as a unit (one page comprises a plurality of bytes, a plurality of pages form a memory block, and the size of the NAND memory block is 8-32 KB).
In the description herein, references to the description of the term "one embodiment," "some embodiments," "an example," "a specific example," or "some examples," etc., mean that a particular feature, structure, material, or characteristic described in connection with the embodiment or example is included in at least one embodiment or example of the invention.
Furthermore, the terms "first", "second" and "first" are used for descriptive purposes only and are not to be construed as indicating or implying relative importance or implicitly indicating the number of technical features indicated. Thus, a feature defined as "first" or "second" may explicitly or implicitly include at least one such feature.
Although the present invention has been described with reference to the above embodiments, it should be understood by those skilled in the art that various changes may be made and equivalents may be substituted without departing from the spirit and scope of the invention. Therefore, the protection scope of the present invention should be subject to the scope defined by the claims of the present application.

Claims (3)

1.一种自适应数据处理方法,所述方法包括提供一种自适应数据处理平台,用于在对编码设备进行辐射量评估的同时建立了基于待编码图像中的最大目标的形状的自适应的基于上下文的适应性变化长度编码模式,其特征在于,所述自适应数据处理平台包括:1. An adaptive data processing method comprising providing a self-adaptive data processing platform for establishing an adaptive data based on the shape of the largest target in the image to be encoded while evaluating the radiation dose to the encoding device The adaptive change length coding mode based on the context, is characterized in that, described adaptive data processing platform comprises: 数据分析设备,用于接收待编码图像,并对所述待编码图像中的最大目标的形状进行分析,以获得并输出待参考形状;a data analysis device, configured to receive an image to be encoded, and analyze the shape of the largest object in the image to be encoded to obtain and output the shape to be referenced; FLASH闪存,与所述数据分析设备连接,用于保存每一种待参考形状与块编码参考的周边块的选择策略的对应关系;FLASH flash memory, connected with the data analysis device, for saving the corresponding relationship between each shape to be referenced and the selection strategy of the surrounding blocks referenced by the block coding; 策略搜索设备,分别与所述数据分析设备和所述FLASH闪存连接,用于在所述FLASH闪存中搜索与所述待参考形状对应的块编码参考的周边块的选择策略;a strategy search device, respectively connected to the data analysis device and the FLASH flash memory, for searching the FLASH flash memory for a selection strategy of the surrounding blocks referenced by the block code corresponding to the shape to be referenced; 基于上下文的适应性变化长度编码设备,与所述策略搜索设备连接,针对所述待编码图像中的每一个待编码块,用于基于所述策略搜索设备获取的选择策略选择所述待编码块的一个或多个周边块以用于对所述待编码块执行基于上下文的适应性变化长度编码处理;A context-based adaptive change length coding device is connected to the strategy search device, and for each to-be-coded block in the to-be-coded image, is configured to select the to-be-coded block based on the selection strategy obtained by the strategy search device one or more surrounding blocks for performing context-based adaptive length coding processing on the to-be-coded block; 在所述FLASH闪存中,每一种待参考形状与块编码参考的周边块的选择策略的对应关系如下:待编码块和选择的各个周边块一起组成的图案外形与所述待参考形状匹配;In the FLASH flash memory, the corresponding relationship between each shape to be referenced and the selection strategy of the surrounding blocks referenced by block coding is as follows: the shape of the pattern formed by the block to be coded and the selected surrounding blocks matches the shape to be referenced; WIFI连接接口,与辐射量评估设备连接,用于通过WIFI连接网络向配置服务器请求配置策略以获得加密后的配置策略,并对所述加密后的配置策略进行解密操作;The WIFI connection interface is connected with the radiation dose assessment device, and is used to request the configuration policy from the configuration server through the WIFI connection network to obtain the encrypted configuration policy, and perform decryption operation on the encrypted configuration policy; 本端测量设备,与策略搜索设备连接,设置在策略搜索设备的一侧,用于对策略搜索设备所在位置的电磁辐射量进行测量动作,以获得对应的本端电磁辐射量数值;The local measurement device is connected to the strategy search device, and is set at one side of the strategy search device, and is used to measure the electromagnetic radiation at the location of the strategy search device to obtain the corresponding local electromagnetic radiation value; 远端测量设备,设备在策略搜索设备的远端,与基于上下文的适应性变化长度编码设备连接,用于对基于上下文的适应性变化长度编码设备所在位置的电磁辐射量进行测量动作,以获得对应的远端电磁辐射量数值;A remote measurement device, the device is at the far end of the policy search device and is connected to the context-based adaptive change length coding device, and is used to measure the amount of electromagnetic radiation at the location of the context-based adaptive change length coding device to obtain The corresponding remote electromagnetic radiation value; 测距处理设备,包括红外发射单元、红外接收单元和嵌入式处理芯片,所述红外接收单元和所述嵌入式处理芯片设置在所述本端测量设备上,所述红外发射单元设置在所述远端测量设备上,以用于基于所述红外发射单元发射红外信号以及所述红外接收单元接收红外信号的间隔时间确定所述本端测量设备和所述远端测量设备之间的距离以作为设备间距输出;A ranging processing device includes an infrared transmitting unit, an infrared receiving unit and an embedded processing chip, the infrared receiving unit and the embedded processing chip are arranged on the local measuring device, and the infrared transmitting unit is arranged on the On the remote measurement device, the distance between the local measurement device and the remote measurement device is determined based on the interval between the infrared transmitting unit transmitting the infrared signal and the infrared receiving unit receiving the infrared signal as the distance between the local measurement device and the remote measurement device. Device spacing output; 辐射量评估设备,与所述测距处理设备连接,用于基于所述设备间距确定所述本端测量设备的本端电磁辐射量数值的影响因子以及所述远端测量设备的远端电磁辐射量数值的影响因子,还用于基于所述本端电磁辐射量数值、所述本端电磁辐射量数值的影响因子、所述远端电磁辐射量数值和所述远端电磁辐射量数值的影响因子确定策略搜索设备的即时设备电磁辐射量;A radiation dose evaluation device, connected to the distance measurement processing device, and configured to determine, based on the distance between the devices, the influence factor of the local electromagnetic radiation value of the local measurement device and the remote electromagnetic radiation of the remote measurement device The influence factor of the magnitude value is also used to be based on the local end electromagnetic radiation quantity value, the influence factor of the local end electromagnetic radiation quantity value, the far end electromagnetic radiation quantity value and the influence of the far end electromagnetic radiation quantity value The factor determines the instant device electromagnetic radiation amount of the strategy search device; 其中,在所述WIFI连接接口中,所述配置策略用于基于所述设备间距确定所述本端测量设备的本端电磁辐射量数值的影响因子以及所述远端测量设备的远端电磁辐射量数值的影响因子;Wherein, in the WIFI connection interface, the configuration strategy is used to determine the influence factor of the local electromagnetic radiation quantity value of the local measurement device and the remote electromagnetic radiation of the remote measurement device based on the device distance The influence factor of the quantity value; 在所述WIFI连接接口中,所述本端测量设备的本端电磁辐射量数值的影响因子大于所述远端测量设备的远端电磁辐射量数值的影响因子;In the WIFI connection interface, the influence factor of the local electromagnetic radiation quantity value of the local measurement device is greater than the influence factor of the remote electromagnetic radiation quantity value of the remote measurement device; 畸变校正设备,设置在所述数据分析设备的前端,用于接收所述待编码图像,对所述待编码图像执行畸变校正操作,以获得对应的畸变校正图像;a distortion correction device, arranged at the front end of the data analysis device, for receiving the to-be-coded image, and performing a distortion-correction operation on the to-be-coded image to obtain a corresponding distortion-corrected image; 曲线修改设备,与所述畸变校正设备连接,用于对所述畸变校正图像执行基于最邻近元法的曲线修改处理,以获得相应的曲线修改图像,并输出所述曲线修改图像;a curve modification device, connected to the distortion correction device, for performing a curve modification process based on the nearest neighbor element method on the distortion correction image to obtain a corresponding curve modification image, and outputting the curve modification image; 分块提取设备,与所述曲线修改设备连接,用于对对比度达标的莱娜图和所述曲线修改图像执行相同图像分块大小的图像分块处理,以获得所述莱娜图的各个图像分块以及所述曲线修改图像的各个分块,提取所述莱娜图的各个图像分块的中间位置的图像分块以作为第一图像分块,以及所述曲线修改图像的各个图像分块的中间位置的图像分块以作为第二图像分块;A block extraction device, connected with the curve modification device, is used for performing image block processing with the same image block size on the Lena map with the contrast up to the standard and the curve modified image, so as to obtain each image of the Lena map Segmenting and each segment of the curve-modified image, extracting an image segment in the middle of each image segment of the Lena map as a first image segment, and each image segment of the curve-modified image The image block at the middle position is used as the second image block; 信号触发设备,与所述分块提取设备连接,用于在所述第二图像分块的对比度大于等于第一图像分块的对比度时,发出第一触发信号,还用于在所述第二图像分块的对比度小于第一图像分块的对比度时,发出第二触发信号;A signal triggering device, connected to the segment extracting device, is used for sending a first trigger signal when the contrast of the second image segment is greater than or equal to the contrast of the first image segment, and is also used to generate a first trigger signal when the second image segment has a contrast ratio greater than or equal to that of the first image segment. When the contrast of the image block is smaller than the contrast of the first image block, a second trigger signal is sent; 逐次修改设备,分别与所述数据分析设备和所述信号触发设备连接,用于在接收到所述第二触发信号时,将所述第二图像分块的对比度除以所述第一图像分块的对比度以获得相应的倍数,并基于所述倍数确定对所述曲线修改图像执行后续多次亮度曲线修改的次数,以对所述曲线修改图像执行多次亮度曲线修改,获得相应的逐次修改图像,并将所述逐次修改图像替换所述待编码图像发送给所述数据分析设备。The successive modification device is respectively connected with the data analysis device and the signal trigger device, and is used for dividing the contrast of the second image segment by the first image segment when receiving the second trigger signal. The contrast ratio of the block is obtained to obtain a corresponding multiple, and based on the multiple, the number of times of performing subsequent multiple luminance curve modifications on the curve modified image is determined, so as to perform multiple luminance curve modifications on the curve modified image to obtain corresponding successive modifications. image, and the successively modified image replaces the to-be-encoded image and is sent to the data analysis device. 2.如权利要求1所述的方法,其特征在于:2. The method of claim 1, wherein: 在所述逐次修改设备中,还用于在接收到第一触发信号时,将所述曲线修改图像作为逐次修改图像。In the successive modification device, when the first trigger signal is received, the curve modification image is used as the successive modification image. 3.如权利要求1所述的方法,其特征在于:3. The method of claim 1, wherein: 在所述逐次修改设备中,每一次亮度曲线修改用于拉低图像的亮度曲线的黑端并拉高亮度曲线的白端。In the successive modification device, each time the luminance curve modification is used to lower the black end of the luminance curve of the image and increase the white end of the luminance curve.
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