采用物理可靠性门控的隧道偏振法线增强方法OA
Tunnel Polarization Normal Enhancement Method Using Physical Reliability Gating
针对高速公路隧道强眩光与低照度交替造成强度成像退化、偏振法线噪声放大的问题,提出一种面向隧道交通场景的偏振法线增强方法.基于菲涅尔反射关系分析线偏振度(DoLP)与法线估计可靠性的联系,构建融合 DoLP 和强度饱和度的复合可靠性模型,并将其作为软门控权重,自适应融合原始法线与空间平滑先验.结果表明:在 POLAR-GLV 隧道偏振数据集上,路面区域法线角度标准差由 2.03°降至 1.47°,较原始偏振形状恢复(SfP)降低 27.6%,优于高斯滤波、双边滤波等传统方法;文中方法能在低可靠区域抑制噪声,在高可靠区域保留几何细节,可为隧道交通三维感知提供有效的偏振法线预处理手段.
To address the issues of intensity-imaging degradation and polarization normal noise amplification caused by alternating glare and low-illumination conditions in highway tunnels,a polarization normal enhance-ment method for tunnel traffic scenes is proposed.Based on the Fresnel reflection relationship,the relationship between the degree of linear polarization(DoLP)and the reliability of normal estimation is analyzed.A com-posite reliability model integrating DoLP and intensity saturation is then constructed and used as a soft-gating weight to adaptively fuse raw normals with spatially smoothed priors.The results show that on the POLAR-GLV tunnel polarization dataset,the angular standard deviation of normals in the road-surface region has de-creased from 2.03°to 1.47°,representing a 27.6%reduction compared with the raw shape from polarization(SfP)and outperforming traditional methods such as Gaussian filtering and bilateral filtering.The proposed method suppresses noise in low-reliability regions while preserving geometric details in high-reliability regions,providing an effective polarization normal preprocessing method for 3D perception in tunnel traffic environ-ments.
饶人豪;欧阳志昭;黄国钦;崔长彩
华侨大学 制造工程研究院,福建 厦门 361021华侨大学 制造工程研究院,福建 厦门 361021华侨大学 制造工程研究院,福建 厦门 361021华侨大学 制造工程研究院,福建 厦门 361021
信息技术与安全科学
偏振成像表面法线估计可靠性评估自适应融合隧道感知
polarization imagingsurface normal estimationreliability evaluationadaptive fusiontunnel perception
《华侨大学学报(自然科学版)》 2026 (4)
418-425,8
国家自然科学基金资助项目(U1805251)
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