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一种基于颜色通道运算的去背景方法

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为降低实时图像识别中去背景方法的计算复杂度以提升用户体验,基于通道运算,提出一种轻量级的去背景方法.研究围绕通道运算的概念和相关性质,利用彩色图片各通道之间的关系,通过简单算术、关系运算即可实现目标像素点的选择,避免使用空间距离公式、梯度等较为复杂的计算形式,有效降低了计算复杂度.理论与实验结果均表明,在前景主色调单一的应用场景下,该方法能够在较低的计算复杂度下选取目标像素,高效地实现去背景,在与图片处理相关的实时智能应用中,有助于提高用户体验.
A Background Removal Method Based on Color Channel Calculations
To enhance user experience by reducing the computational complexity of background removal methods in real-time image recognition,a lightweight background removal method based on channel calculations is proposed.The study revolves around the concept and related properties of channel calculations.By utilizing the relationship between the channels of a color image,the selection of target pixels can be achieved through simple arithmetic and relational calculations,avoiding the use of more complex computational forms such as spatial distance formulas and gradients.This effectively reduces computational complexity.Both theoretical and experimental results demonstrate that under application scenarios where the foreground main color is single,the proposed method can select target pixels with low computational complexity and efficiently achieve background removal.This can contribute to improving user experience in real-time intelligent applications related to image processing.

Channel calculationBackground removalImage preprocessingPixel processing

李凤坤、张永

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大连东软信息学院智能与电子工程学院,大连 100063

大连东软信息学院研究院,大连 100063

通道运算 去背景 图像预处理 像素处理

辽宁省博士启动基金

20170520398

2024

微处理机
中国电子科技集团公司第四十七研究所

微处理机

影响因子:0.183
ISSN:1002-2279
年,卷(期):2024.45(3)
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