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Rendered image denoising method with filtering guided by lighting information 被引量:1
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作者 MA Minghui HU Xiaojuan +2 位作者 ZHANG Ripei CHEN Chunyi YU Haiyang 《Optoelectronics Letters》 2025年第4期242-248,共7页
The visual noise of each light intensity area is different when the image is drawn by Monte Carlo method.However,the existing denoising algorithms have limited denoising performance under complex lighting conditions a... The visual noise of each light intensity area is different when the image is drawn by Monte Carlo method.However,the existing denoising algorithms have limited denoising performance under complex lighting conditions and are easy to lose detailed information.So we propose a rendered image denoising method with filtering guided by lighting information.First,we design an image segmentation algorithm based on lighting information to segment the image into different illumination areas.Then,we establish the parameter prediction model guided by lighting information for filtering(PGLF)to predict the filtering parameters of different illumination areas.For different illumination areas,we use these filtering parameters to construct area filters,and the filters are guided by the lighting information to perform sub-area filtering.Finally,the filtering results are fused with auxiliary features to output denoised images for improving the overall denoising effect of the image.Under the physically based rendering tool(PBRT)scene and Tungsten dataset,the experimental results show that compared with other guided filtering denoising methods,our method improves the peak signal-to-noise ratio(PSNR)metrics by 4.2164 dB on average and the structural similarity index(SSIM)metrics by 7.8%on average.This shows that our method can better reduce the noise in complex lighting scenesand improvethe imagequality. 展开更多
关键词 establish paramet rendered image denoising Monte Carlo method filtering guided lighting information denoising algorithms image segmentation algorithm rendered image denoising method monte carlo methodhoweverthe
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Study on mode-filtered light sensor for methane detection 被引量:4
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作者 Suo Zhu Wu Shao Min Shuang +4 位作者 Yan Zhang Zhong Ping Li Martin M.E Choi Cai Hong Zhang Chuan Dong 《Chinese Chemical Letters》 SCIE CAS CSCD 2009年第2期210-212,共3页
A novel mode-filtered light gas sensor has been reported. It was constructed by inserting an optical fiber deposited by a thin silicone cladding of cryptophane A into a fused-silica capillary. When different concentra... A novel mode-filtered light gas sensor has been reported. It was constructed by inserting an optical fiber deposited by a thin silicone cladding of cryptophane A into a fused-silica capillary. When different concentration of methane gas was introduced to the sensor, the phenomenon that mode-filtered light intensity decreased with the increasing concentration of methane was observed. And a linear relationship was obtained within the methane concentration range of 0.0-16.0% (v/v). The detection limit was 0.06% (v/v). The mode-filtered light sensor has been exploited to respond to various concentrations of methane gas at room temperature. 展开更多
关键词 Mode-filtered light METHANE Cryptophane A
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Effect of High-Order Aberrations and Satisfaction on Cataract Patients Implanted with Four Types of AcrySof Blue Light Filtering Intraocular Lens
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作者 Wei Wu Shengyou Yu Shengsheng Ma 《International Journal of Clinical Medicine》 2021年第8期307-315,共9页
<strong>Objective: </strong>The objective is to evaluate the visual acuity, high-order aberrations and satisfaction in the cataract patients with the implantation of different types of AcrySof blue light f... <strong>Objective: </strong>The objective is to evaluate the visual acuity, high-order aberrations and satisfaction in the cataract patients with the implantation of different types of AcrySof blue light filtering intraocular lens, which would provide the clinical guidance for the selection of individualized intraocular lens. <strong>Methods:</strong> From January 2019 to December 2020, the patients with age-related cataract in Guangzhou Red Cross Hospital were equally randomized to be divided into four groups. 20 patients (20 eyes) were implanted with AcrySof (SN60WF), which was the blue light filtering single focus group;20 patients (20 eyes) were implanted with blue light filtering aspheric multifocal intraocular lens (AcrySof ReSTOR IOL +3.0D, SN6AD1), which was the multifocal intraocular lens group;20 patients (20 eyes) were implanted with aspheric astigmatism correction intraocular lens (Toric SN6AT), which was the astigmatism group;20 patients (20 eyes) were implanted with blue filtering aspheric multifocal astigmatism correction intraocular lens (AcrySof ReSTOR IOL +2.5D IQ, SV25T0), which was the ART group. Three months after the operation, the patients were followed up with slit lamp to check the visual acuity, including uncorrected distance visual acuity (UCDVA), uncorrected near visual acuity (UCNVA), best corrected distance visual acuity, (BCDVA);the questionnaire surveys on the satisfaction of different intraocular lens implantation (far and near vision, glare, halo and abnormal visual symptoms);the iTrace visual function analyzer was used to check the total high-order aberrations (spherical aberration, wisdom aberration and Clover aberration) in the 3 mm pupil diameter. <strong>Results:</strong> Three months after cataract surgery, American Simplified version of questionnaire survey showed that the scores of near removing glasses in the multifocal group and the ART group were significantly better than those in the single focus group and the astigmatism group (<em>P</em> < 0.05);there was no significant difference in the satisfaction of far removing glasses, glare and halo in each group (<em>P</em> > 0.05). Three months after cataract surgery, there were statistically significant differences about UCDVA, BCDVA and UCNVA among the four groups (<em>F</em> = 18.189, <em>P </em>< 0.001), the UCNVA in the multifocal group and ART group was significantly better than that in the single focus group and the astigmatism group (<em>P</em> < 0.01). The difference of higher-order aberrations (total higher-order aberrations, wisdom aberrations, spherical aberrations, clover aberrations) was no statistically significant among the four groups (<em>P</em> > 0.05). <strong>Conclusion: </strong>Different types of AcrySof blue light filtering intraocular lens implantation could improve the far vision and satisfaction of cataract patients, without different higher-order aberrations. Multifocal intraocular lens and ART intraocular lens could significantly improve the far vision of patients and reduce the dependence on near glasses. 展开更多
关键词 CATARACT Intraocular Lens High-Order Aberrations Blue light filtering
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Protective Film for NiSO4.6H2O UV Light Filter Based on Diisocyanate-Bridged Polysilsesquioxane
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作者 Weimei Shi Hong Tian +2 位作者 Shengwei Hu Yao Xu Dong WU 《材料科学与工程(中英文版)》 2011年第1期1-11,共11页
关键词 甲苯二异氰酸酯 聚倍半硅氧烷 保护膜 滤波器 紫外线 桥联 光学晶体 透明薄膜
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A novel sensor of potassium ions based on mode-filtered light detection
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作者 Xiao Hong Zhao Li Ping Yang +3 位作者 Suo Zhu Wu Wen Ping Cheng Shao Min Shuang Chuan Dong 《Chinese Chemical Letters》 SCIE CAS CSCD 2010年第10期1243-1246,共4页
A novel potassium ions sensor based on mode-filtered light detection was reported. The analyzer was consisting of an optical fiber immobilized with a dye of bromocresol green and a fused-silica capillary. It was found... A novel potassium ions sensor based on mode-filtered light detection was reported. The analyzer was consisting of an optical fiber immobilized with a dye of bromocresol green and a fused-silica capillary. It was found that mode-filtered light intensity decreased with the concentration of potassium ions and a linear detection range of 0.25-20 mmol/L (R^2 = 0.9977) was obtained with a detection limit of 9 ×10^-5 mol/L as well as fast response, good reproducibility and reversibility in the working concentration range. 展开更多
关键词 Mode-filtered light Potassium ions Aqueous solution Bromocresol green
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An Improved Filter of Progressive TIN Densification for LiD AR Point Cloud Data 被引量:3
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作者 WANG Huan WANG Shugen +2 位作者 CHEN Qi JIN Weihua SUN Mingwei 《Wuhan University Journal of Natural Sciences》 CAS CSCD 2015年第4期362-368,共7页
Based on the classic filter of progressive triangulated irregular network(TIN) densification, an improved filter is proposed in this paper. In this method, we divide ground points into grids with certain size and se... Based on the classic filter of progressive triangulated irregular network(TIN) densification, an improved filter is proposed in this paper. In this method, we divide ground points into grids with certain size and select the lowest points in the grids to reconstruct TIN in the process of iteration. Compared with the classic filter of progressive TIN densification(PTD), the improved method can filter out attached objects, avoid the interference of low objects and obtain relatively smooth bare-earth. In addition, this proposed filter can reduce memory requirements and be more efficient in processing huge data volume. The experimental results show that the filtering accuracy and efficiency of this method is higher than that of the PTD method. 展开更多
关键词 light detection and ranging(Li DAR) filtering progressive TIN densification(PTD) triangulated irregular network(TIN)
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Backscattering Light Model of Seawater for Modulated Lidar Based on the Stationarity of Light Field 被引量:1
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作者 冀航 马泳 +1 位作者 梁琨 王宏远 《Journal of Beijing Institute of Technology》 EI CAS 2007年第4期481-485,共5页
The backscattering signal, which arises from the pulsed laser traveling through water, has limited the lidar system sensitivity and underwater target contrast. The transmitted optical carrier is modulated to be ultras... The backscattering signal, which arises from the pulsed laser traveling through water, has limited the lidar system sensitivity and underwater target contrast. The transmitted optical carrier is modulated to be ultrashort pulsed laser and it is effective to suppress the backscattering to adopt the coherent detection technology by identifying the modulation envelope. A nonstationary light field is formed in seawater by the ultrashort pulsed laser. The inherent relationship between the nonstationary light field formed by modulated lidar and the stationary light field formed by conventional lidar was discussed and the backscattering light model of the stationary light field for the ultrashort pulsed laser was proposed. The backscattering signal in modulated lidar system was processed and analyzed in the frequency domain on the basis of the model. 展开更多
关键词 BACKSCATTERING stationary light field nonstationary light field frequency filtering modulated lidar
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VLC-Based Indoor Positioning Algorithm Combined with OFDM and Particle Filter 被引量:10
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作者 Jin Wang Haoxu Li +1 位作者 Xiaofeng Zhang Rangzhong Wu 《China Communications》 SCIE CSCD 2019年第1期86-96,共11页
Visible light communications(VLC) have recently attracted a growing interest and can be a potential solution to realize indoor positioning,however,the performance of existing indoor positioning system is limited by mu... Visible light communications(VLC) have recently attracted a growing interest and can be a potential solution to realize indoor positioning,however,the performance of existing indoor positioning system is limited by multipath distortion inside a room.In order to combat the effect of multipath distortion,this paper proposes an LED-based indoor positioning algorithm combined with hybrid OFDM(HOFDM),in which asymmetrically clipped optical OFDM(ACOOFDM) is transmitted on the odd subcarriers while using pulse amplitude modulated discrete multitone(PAM-DMT) to modulate the imaginary part of each even subcarrier.In this scheme,we take a combined approach where a received-signal-strength(RSS) technique is employed to determine the location of the receiver and realize the 3-D positioning by Trust-region-based positioning.Moreover,a particle filter is used to further improve the positioning accuracy.Results confirm that this proposed positioning algorithm can achieve high accuracy even with multipath distortion,and the algorithm has better performance when combined with particle filter. 展开更多
关键词 orthogonal frequency division multiplexing(OFDM) indoor positioning particle filter trust region VISIBLE light communications(VLC)
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Calibration and data restoration of light field modulated imaging spectrometer
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作者 Li-Juan Su Qiang-Qiang Yan +2 位作者 Yan Yuan Shi-Feng Wang Yu-Jian Liu 《Chinese Physics B》 SCIE EI CAS CSCD 2018年第8期179-186,共8页
A light field modulated imaging spectrometer (LFMIS) can acquire the spatial-spectral datacube of targets of interest or a scene in a single shot. The spectral information of a point target is imaged on the pixels c... A light field modulated imaging spectrometer (LFMIS) can acquire the spatial-spectral datacube of targets of interest or a scene in a single shot. The spectral information of a point target is imaged on the pixels covered by a microlens. The pixels receive spectral information from different spectral filters to the diffraction and misalignments of the optical components. In this paper, we present a linear spectral multiplexing model of the acquired target spectrum. A calibration method is proposed for calibrating the center wavelengths and bandwidths of channels of an LFMIS system based on the liner-variable filter (LVF) and for determining the spectral multiplexing matrix. In order to improve the accuracy of the restored spectral data, we introduce a reconstruction algorithm based on the total least square (TLS) approach. Simulation and experimental results confirm the performance of the spectrum reconstruction algorithm and validate the feasibility of the proposed calibrating scheme. 展开更多
关键词 light field modulated imaging spectrometer linear-variable filter spectral calibration spectral re-construction
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基于多尺度加权引导滤波的弱光图像细节增强研究
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作者 翟书娟 索艳滨 李亚平 《激光杂志》 北大核心 2025年第4期140-145,共6页
图像传感器在捕捉弱光图像时往往会受到各种噪声的干扰,这些噪声不仅降低了弱光图像质量,还增加了弱光图像细节增强的难度。为此,提出了基于多尺度加权引导滤波的细节增强方法。对于弱光图像进行混合灰度变换以及多尺度加权引导滤波,实... 图像传感器在捕捉弱光图像时往往会受到各种噪声的干扰,这些噪声不仅降低了弱光图像质量,还增加了弱光图像细节增强的难度。为此,提出了基于多尺度加权引导滤波的细节增强方法。对于弱光图像进行混合灰度变换以及多尺度加权引导滤波,实现图像噪声去除。在弱光图像噪声去除的基础上,根据弱光图像的亮度分量、平均照射分量、反射分量进行全局非线性亮度校正,实现弱光图像细节增强。实验结果表明,所提方法对弱光图像的引导滤波效果较好,增强后的图像分辨率较高,色彩失真和灰度不均现象不显著,实际应用价值较高。 展开更多
关键词 多尺度加权引导滤波 弱光图像细节增强 像素点均值过滤 反射分量 全局非线性亮度校正
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轻型柴油机选择性催化还原颗粒捕集器怠速再生控制策略及其验证
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作者 马标 张方戈 +1 位作者 张波 滕勤 《车用发动机》 北大核心 2025年第4期74-78,86,共6页
为了满足国6b轻型车排放法规对氮氧化物和颗粒物排放的要求,开发了某轻型柴油机选择性催化还原颗粒捕集器(SDPF)。当车辆在交通拥挤、红绿灯较多的城市状况下运行时,SDPF再生效率低,导致SDPF堵塞甚至烧蚀,为了解决这一问题,构建车辆怠... 为了满足国6b轻型车排放法规对氮氧化物和颗粒物排放的要求,开发了某轻型柴油机选择性催化还原颗粒捕集器(SDPF)。当车辆在交通拥挤、红绿灯较多的城市状况下运行时,SDPF再生效率低,导致SDPF堵塞甚至烧蚀,为了解决这一问题,构建车辆怠速工况和怠速与城市工况之间转换的识别逻辑,基于压差流阻的碳载量模型计算碳载量作为再生触发条件,建立SDPF怠速再生控制策略。通过实车测试,在车辆减速至怠速、怠速、怠速转换至行车状态下,验证SDPF怠速再生控制策略。结果表明,SDPF再生效率显著提升,证明了SDPF怠速再生控制策略的有效性,提高了SDPF运行的安全性。 展开更多
关键词 轻型柴油机 选择性催化还原颗粒捕集器 再生 控制策略
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面向空间遮挡的复合代价光场快速三维成像方法
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作者 李安虎 龚祯昱 赵鑫 《数据采集与处理》 北大核心 2025年第2期365-373,共9页
光场相机凭借其多维多尺度的成像能力和极简的资源配置,显著拓展了空地海探索等非结构化环境中的成像应用边界。光场成像过程中容易受到遮挡和噪声影响而产生不可靠的深度估计,传统的深度细化方法计算成本高且效果差。提出了一种面向空... 光场相机凭借其多维多尺度的成像能力和极简的资源配置,显著拓展了空地海探索等非结构化环境中的成像应用边界。光场成像过程中容易受到遮挡和噪声影响而产生不可靠的深度估计,传统的深度细化方法计算成本高且效果差。提出了一种面向空间遮挡的复合代价光场快速三维成像方法,深入分析影响深度估计准确性的主要因素,针对不同空间遮挡模式,建立最优的光场快速滤波构架。使用像素点的单比特特征构造高度集成的复合代价,实现深度图像的细化和遮挡优化。实验表明,该方法的运算效率显著优于基于马尔可夫随机场等为代表的后期细化手段,且使三维成像的均方根误差提高51.3%,以较低的运算成本显著提高深度估计算法的可靠性,有望为光场成像技术在复杂场景应用提供有力支持。 展开更多
关键词 复杂环境 三维成像 光场相机 复合代价 快速滤波
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基于特征点检测的热态H型钢断面尺寸测量算法研究 被引量:1
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作者 郑宪广 刘元铭 +3 位作者 杜旺哲 陈康辉 王涛 王志华 《塑性工程学报》 北大核心 2025年第1期255-268,共14页
针对当前热态H型钢断面全尺寸测量需求,设计了一种基于线结构光的热态H型钢断面尺寸测量系统。测量系统由4个线结构光子系统、H型钢、电机等组成,通过各侧相机对H型钢进行图像采集,并将测量数据拼接实现热态H型钢断面全尺寸测量。为实... 针对当前热态H型钢断面全尺寸测量需求,设计了一种基于线结构光的热态H型钢断面尺寸测量系统。测量系统由4个线结构光子系统、H型钢、电机等组成,通过各侧相机对H型钢进行图像采集,并将测量数据拼接实现热态H型钢断面全尺寸测量。为实现热态H型钢断面轮廓信息的精确提取,提出一种基于法线的高斯滤波线结构光中心线提取方法,分析高斯滤波对线结构光截面灰度分布对称均匀程度的影响规律,利用几何矩构建高斯截面灰度分布模型;在构建的模型基础上,设计一种基于法线的线结构光中心线提取方法,根据初提取中心线法线方向进行中心坐标计算和插值优化,实现热态H型钢线结构光图像中心线快速高精度提取。设计一种基于特征点检测的热态H型钢断面尺寸测量算法,分析热态H型钢轮廓形状特点和数学特征,拾取尺寸特征点,实现热态H型钢断面全尺寸测量。结果表明,与考虑膨胀系数后的热态H型钢尺寸相比,高度、宽度和翼缘的最大相对误差分别为0.06%、1.8%和1.76%;腹板厚度最大绝对误差为0.23 mm。提出的测量算法满足测量需求,能够实现热态H型钢断面尺寸测量。 展开更多
关键词 H型钢 线结构光测量 高斯滤波 几何矩 线结构光中心线提取
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基于改进的Retinex矿井低照度图像增强算法 被引量:3
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作者 董振良 王梦姣 +1 位作者 刘晓佩 田丰 《煤炭技术》 2025年第4期249-253,共5页
传统Retinex算法对低照度图像增强时存在局部光晕模糊、边缘细节保持不足和噪声严重等问题。为解决这些问题,提出了一种基于改进的Retinex矿井低照度图像增强算法。在HSV空间中,以改进的多尺度引导滤波替代Retinex中的高斯滤波,对光照... 传统Retinex算法对低照度图像增强时存在局部光晕模糊、边缘细节保持不足和噪声严重等问题。为解决这些问题,提出了一种基于改进的Retinex矿井低照度图像增强算法。在HSV空间中,以改进的多尺度引导滤波替代Retinex中的高斯滤波,对光照分量运用韦伯-费希纳定律进行亮度均衡,将对比度受限的自适应直方图均衡算法与改进的引导滤波融合,对反射分量进行对比度增强和去噪。同时,对饱和分量进行自适应拉伸,最后转换到RGB空间得到增强图像。该算法有效提高了图像亮度和对比度,在避免光晕伪影的同时保留了边缘细节,降低了噪声影响,为低光照图像增强提供了理论参考。 展开更多
关键词 引导滤波 低照度 RETINEX 图像增强 HSV
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太阳高光谱探测仪光栅多次衍射杂散光分析与抑制方法
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作者 张春英 王晓旭 +3 位作者 黄煜 李占峰 李乐 王彪 《激光杂志》 北大核心 2025年第5期59-63,共5页
天地一体化观测中,地基仪器是天基数据的重要补充,在大气成分探测与气象研究中发挥重要作用。低空机载和野外作业等场景常常要求地基仪器小型轻量。但便携化设计导致仪器光路紧凑,带来多次衍射杂散光问题,致使仪器不确定度增大。针对该... 天地一体化观测中,地基仪器是天基数据的重要补充,在大气成分探测与气象研究中发挥重要作用。低空机载和野外作业等场景常常要求地基仪器小型轻量。但便携化设计导致仪器光路紧凑,带来多次衍射杂散光问题,致使仪器不确定度增大。针对该问题,本文提出光谱匹配法,在光路中增加渐变滤光机构,利用其选择透过性抑制系统杂光。根据像面杂散光分布位置,构建滤光片参数仿真模型,精确获取所需滤光片的性能信息。结果表明,在滤光片带宽为10 nm,杂光水平不高于1.9×10^(-6)的情况下,仪器全波段(270 nm~530 nm)杂散辐射比由最初的10^(-3)量级提升到10^(-6)数量级,满足地基太阳光谱仪杂散光抑制水平优于10^(-5)的要求。 展开更多
关键词 光栅多次衍射 杂散光抑制 渐变滤光片 高光谱探测仪 杂散辐射比
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一种激光雷达轴棱锥光学空间滤波器
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作者 廖英琦 杨苏辉 +3 位作者 王超 杨丰源 李东 刘玉 《光学技术》 北大核心 2025年第6期656-659,共4页
在激光雷达探测中,太阳光等背景光会降低探测的对比度,影响探测准确度。文章提出在雷达接收端引入轴棱锥和小孔光阑组成的光学空间滤波器抑制背景光。在激光雷达的接收端引入轴棱锥,可将空间相干的目标探测回波转换为零阶贝塞尔光束;而... 在激光雷达探测中,太阳光等背景光会降低探测的对比度,影响探测准确度。文章提出在雷达接收端引入轴棱锥和小孔光阑组成的光学空间滤波器抑制背景光。在激光雷达的接收端引入轴棱锥,可将空间相干的目标探测回波转换为零阶贝塞尔光束;而背景光无法转换,只能被会聚。利用小孔光阑,可在保留激光回波通过的同时遮挡部分背景光。通过仿真软件模拟该空间滤波器对背景光的作用,仿真结果表明该滤波器可提高探测的对比度;入射光口径为3mm时,在轴棱锥焦平面上放置1mm孔径小孔光阑后,对比度可提升3.5倍。 展开更多
关键词 背景光 激光雷达 轴棱锥 空间滤波
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基于FBMC的可见光通信系统
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作者 陈俊霖 赵黎 范琳 《光通信技术》 北大核心 2025年第1期52-57,共6页
正交频分复用(OFDM)系统应用于可见光通信(VLC)中时,存在易受多径干扰、噪声频偏和较高的峰均比(PAPR)等因素影响的问题。提出一种基于滤波器组多载波(FBMC)的VLC系统。首先,运用偏移正交幅度调制(OQAM)和由逆快速傅里叶变换(IFFT)和多... 正交频分复用(OFDM)系统应用于可见光通信(VLC)中时,存在易受多径干扰、噪声频偏和较高的峰均比(PAPR)等因素影响的问题。提出一种基于滤波器组多载波(FBMC)的VLC系统。首先,运用偏移正交幅度调制(OQAM)和由逆快速傅里叶变换(IFFT)和多相网络(PPN)组成的综合滤波器,有效提升系统误码率性能,并减少带外泄露。然后,通过蒙特卡罗方法对其进行仿真验证。仿真与实验结果表明:在子载波数量为128、调制方式为16QAM且系统误码率为10^(-3)的情况下,所提出的系统相较于OFDM系统所需的信噪比(SNR)改善了大约5 dB;同时,在归一化频率为0.1时,所提系统的带外泄漏功率相对于OFDM系统减少了40 dB,而系统的调制误差率(MER)达到了19.6 dB。 展开更多
关键词 正交频分复用 可见光通信 滤波器组多载波 原型滤波器 误码率
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基于联合双边滤波算法的水下图像复原
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作者 张振兴 尚小燕 孟祥众 《光学与光电技术》 2025年第2期122-129,共8页
针对水下图像色彩失真、对比度低、存在细节模糊等问题,对暗通道先验方法进行了改良,设计出一种基于联合滤波的水下图像复原算法。首先,对各个通道进行色彩补偿来得到新的水下模型;然后,利用拉普拉斯金字塔对补偿后的图像进行背景光强... 针对水下图像色彩失真、对比度低、存在细节模糊等问题,对暗通道先验方法进行了改良,设计出一种基于联合滤波的水下图像复原算法。首先,对各个通道进行色彩补偿来得到新的水下模型;然后,利用拉普拉斯金字塔对补偿后的图像进行背景光强度的估计并以此来计算粗透射率图,再通过联合滤波算法对透射率图进行细化,对图像进行复原处理;最后,将本算法与几种算法对不同水下图像进行处理,比较视觉效果和UCIQE等评价指标。实验结果显示,该算法相比较UDCP、MIP、IBLA、ULAP、NEW OPTICAL SYSTEM算法在水下图像颜色质量评价整体上提高了0.009;自然图像评价与峰值信噪比整体上下降了0.519 3以及1.561 0。上述实验结果表明该算法对水下资源勘探以及水下环境检测有重要参考意义。 展开更多
关键词 水下图像复原 红通道补偿 背景光 联合滤波算法 透射率
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基于核相关滤波器的强噪声焊缝跟踪 被引量:3
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作者 巩书青 章国宝 朱宏伟 《激光技术》 北大核心 2025年第2期289-295,共7页
在基于结构光视觉的焊缝跟踪中,焊接时产生的电弧和飞溅等强噪声会大幅降低焊缝的能见度,导致跟踪失败。为了解决这一问题,提出了一种基于改进核相关滤波器的焊缝跟踪算法,以更好地适应强噪声的环境。首先获取焊缝的初始特征点,基于焊... 在基于结构光视觉的焊缝跟踪中,焊接时产生的电弧和飞溅等强噪声会大幅降低焊缝的能见度,导致跟踪失败。为了解决这一问题,提出了一种基于改进核相关滤波器的焊缝跟踪算法,以更好地适应强噪声的环境。首先获取焊缝的初始特征点,基于焊缝激光条纹的灰度分布特征,通过Steger算法提取焊缝激光条纹的中心线;接着对中心线进行滤波并求导来获取焊缝的初始特征点;最后将焊缝的初始特征点作为初始输入,应用改进的核相关滤波器对焊缝特征点进行学习与跟踪。结果表明,在强噪声干扰的情况下,该算法的平均误差为0.305 mm,最大跟踪误差为0.479 mm,取得了良好的跟踪效果并有效避免了跟踪漂移。该研究为高精度焊缝跟踪提供了有益参考。 展开更多
关键词 图像处理 焊缝跟踪 核相关滤波器 强噪声 结构光视觉 跟踪漂移
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基于图像增强和改进YOLOv8的煤矿低光照目标检测
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作者 王宏伟 刘学刚 +4 位作者 王浩然 曹文艳 付翔 刘泽平 李建忠 《工矿自动化》 北大核心 2025年第9期33-42,65,共11页
目前煤矿井下图像增强技术在实际应用中存在稳定性不足和生成图像质量波动较大的问题,影响后续目标检测的精度;而目前基于YOLOv8的煤矿井下目标检测技术在低光照环境下应用时,由于图像特征弱化和信息丢失,YOLOv8的性能仍然存在一定局限... 目前煤矿井下图像增强技术在实际应用中存在稳定性不足和生成图像质量波动较大的问题,影响后续目标检测的精度;而目前基于YOLOv8的煤矿井下目标检测技术在低光照环境下应用时,由于图像特征弱化和信息丢失,YOLOv8的性能仍然存在一定局限性。针对上述问题,提出一种基于图像增强和改进YOLOv8的煤矿低光照目标检测算法。采用去噪概率扩散模型(DDPM)对原始图像进行去噪和增强处理,恢复图像的光照及细节信息;在YOLOv8基础上进行改进,通过引入低频滤波增强模块(LEF)和特征增强模块(FEM)提高低光照图像的特征提取性能,并将YOLOv8模型原有的CIoU回归损失更换为MPDIoU,得到YOLOv8-DLFM;使用YOLOv8-DLFM进行目标检测,提高目标检测准确性和鲁棒性。实验结果表明:(1)与目前主流的图像增强方法进行对比,DDPM的峰值信噪比为28.379 dB,结构相似性为0.886,感知相似性为0.104,表现出优越的图像重建质量和结构相似性。(2) YOLOv8-DLFM在综合性能上表现优异,准确率、召回率和mAP@0.5分别达到0.878,0.791和0.896,帧率达到88.6帧/s,相较于原始YOLOv8n模型,YOLOv8-DLFM的准确率、召回率与m AP@0.5分别提升了8.13%,6.6%和8.74%。(3)与目前主流目标检测模型相比,YOLOv8-DLFM在复杂低光照环境下具有更强的鲁棒性和更高的检测精度;在目标遮挡、光照干扰、目标稀疏和目标密集等典型工况下,YOLOv8-DLFM展现出较高的鲁棒性和适应性。 展开更多
关键词 井下目标检测 低光照 图像增强 YOLOv8n 去噪概率扩散模型 低频滤波 特征增强
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