首页|双边滤波下的低光照激光雷达图像超分辨增强技术

双边滤波下的低光照激光雷达图像超分辨增强技术

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为了提高低光照激光雷达图像分辨率,提出基于双边滤波的低光照激光雷达图像超分辨增强技术。采用高斯加权双边滤波法计算像素间的空间邻近性和光照强度的相近度系数,精确调节像素点间的亮度差异,生成一个初步的低光照估计图像,利用引导增强方法抑制噪声,结合对数变换法提升图像的整体亮度与对比度,通过计算相邻像素间的权值增强低光照激光雷达图像的超分辨。实验结果表明,应用该技术后,低光照激光雷达图像的亮度值稳定在约130 的水平,清晰度提升至约21,标准差超过70,信息熵也达到了7。6 bit以上,显著改善低光照条件下的激光雷达图像质量。
Low light LiDAR image super-resolution enhancement technology under bilateral filtering
In order to improve the resolution of low light lidar images,a low light lidar image super-resolution en-hancement technique based on bilateral filtering is proposed.The Gaussian weighted bilateral filtering method is used to calculate the spatial proximity between pixels and the similarity coefficient of illumination intensity,accurately adjus-ting the brightness difference between pixels to generate a preliminary low illumination estimation image.The guided enhancement method is used to suppress noise,and the logarithmic transformation method is combined to improve the overall brightness and contrast of the image.The super-resolution of the low illumination lidar image is enhanced by calculating the weights between adjacent pixels.The experimental results show that after applying this technology,the brightness value of low light lidar images remains stable at about 130,the clarity is improved to about 21,the standard deviation exceeds 70,and the information entropy reaches over 7.6 bits,significantly improving the quality of lidar im-ages under low light conditions.

bilateral filteringlidar imagesguidance enhancementlow light imagesimage super-resolution enhancement

周君、高焱、姜晴

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淮阴工学院,江苏 淮安 223003

双边滤波 激光雷达图像 引导增强 低光照图像 图像超分辨增强

2024

激光杂志
重庆市光学机械研究所

激光杂志

CSTPCD北大核心
影响因子:0.74
ISSN:0253-2743
年,卷(期):2024.45(12)