Edge-aware joint neural denoising and normal estimation for mobile and handheld laser point clouds by T. Zhang, S. Filin

“…It is customary to enhance their quality by denoising the data by means of point position updates where current approaches independently predict the displacement per point. …”
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Manipulation of Topological Edge States and Realization of Zero-Dimensional Higher-Order Topological Point States by Jiahui Ren, Wenjing Ding, Sihan Wang, Shiwei Tang

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Point set registration-based image stitching in unmanned aerial vehicle transmission line inspection by Xiyu Wang, Xin Hu, Diyuan Xiang, Jian Xiao, Hongliang Cheng

“…Abstract To address the limitations of narrow field of view and insufficient target information in single frame images obtained by airborne cameras, this paper proposed a novel image stitching method using an improved robust point set registration algorithm based on neighborhood and local structural features(PR-NLS). …”
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Building Lightweight 3D Indoor Models from Point Clouds with Enhanced Scene Understanding by Minglei Li, Mingfan Li, Min Li, Leheng Xu

“…Indoor scenes often contain complex layouts and interactions between objects, making 3D modeling of point clouds inherently difficult. In this paper, we design a divide-and-conquer modeling method considering the structural differences between indoor walls and internal objects. …”
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Cytoprotection of the Gastric Mucosa and Eradication Therapy of <i>Helicobacter Pylori</i> Infection: Points of Conjugation by A. S. Trukhmanov, D. E. Rumyantseva, T. L. Lapina

“…Aim: to present data on the main components of gastric mucosal protection and the possibilities of H. pylori eradication and cytoprotective pharmacotherapy for its restoration.Key points. The various components of the protection system correspond to the pre-epithelial, epithelial and post-epithelial levels in accordance with the structural organization of the gastric mucosa. …”
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THE RELATIONSHIP BETWEEN THE STRUCTURE OF PHASE EQUILIBRIUM DIAGRAM AND THE STRUCTURE OF FLOWSHEET DIAGRAMS OF MULTIPHASE QUATERNARY MIXTURES SEPARATION by A. Yu. Sebyakin, A. K. Frolkova

“…In this work the structures of phase equilibrium diagrams of multiphase four-component systems n-hexane (n-heptane, n-octane) - cyclohexane - furfural - water were investigated. …”
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Research on the distribution structure of 2D piston electro-hydraulic pump based on fluid-structure interaction by Xin-Guo Qiu, Kui-Ge Chen, Ping Wu, Ying Zheng, Chen Wang, Xing-Jian Ji

“…The space cam mechanism serves as the primary force-bearing structure during its operation. Excessive wear occurs at the highest point of the space cam when subjected to significant axial forces, which leads to deviations between the motion law of the 2D piston and the theoretical design. …”
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Effects of Polyphenols on the Structure, Interfacial Properties, and Emulsion Stability of Pea Protein: Different Polyphenol Structures and Concentrations by Shiyao Tang, Xiyuan Yang, Chang Wang, Changyuan Wang

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Bitumen binders for the climatic conditions of Jordan from the point of view of the temperature range of road operation by Atout Hassan Abdellatif tahsin, Ya. M. Katrich, M. A. Vysotskaya

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FARVNet: A Fast and Accurate Range-View-Based Method for Semantic Segmentation of Point Clouds by Chuang Chen, Lulu Zhao, Wenwu Guo, Xia Yuan, Shihan Tan, Jing Hu, Zhenyuan Yang, Shengjie Wang, Wenyi Ge

“…This paper presents FARVNet, a novel real-time Range-View (RV)-based semantic segmentation framework that explicitly models the intrinsic correlation between intensity features and spatial coordinates to enhance feature representation in point cloud analysis. Our architecture introduces three key innovations: First, the Geometric Field of View Reconstruction (GFVR) module rectifies spatial distortions and compensates for structural degradation induced during the spherical projection of 3D LiDAR point clouds onto 2D range images. …”
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LiDAR point cloud denoising for individual tree extraction based on the Noise4Denoise by Xiangfei Lu, Zongyu Ye, Liyong Fu, Huaiyi Wang, Kaiyu Wang, Yaquan Dou, Dongbo Xie, Xiaodi Zhao

“…The processing of LiDAR point cloud data is of critical importance in the context of forest resource surveys, as well as representing a pivotal element in the realm of forest physiological and ecological studies.Nonetheless, conventional denoising algorithms frequently exhibit deficiencies with regard to adaptability and denoising efficacy, particularly when employed in relation to disparate datasets.To address these issues, this study introduces DEN4, an unsupervised, deep learning-based point cloud denoising algorithm designed to improve the accuracy of single tree segmentation in LiDAR point clouds.DEN4 introduces a multilevel noise separation module that effectively distinguishes between signal and noise, thereby improving the signal-to-noise ratio (SNR) and reducing the error.The experimental results demonstrate that DEN4 significantly outperforms traditional denoising methods in several key metrics, including mean square error (MSE), SNR, Hausdorff distance, and structural similarity index (SSIM).In the 60 sample dataset, DEN4 achieved the best mean and standard deviation on all metrics: Specifically, the MSE mean was found to be 0.0094, with a standard deviation of 0.0008, the SNR mean was 149.1570, with a standard deviation of 0.5628, the Hausdorff mean was 0.8503, with a standard deviation of 0.0947, and the SSIM mean was 0.8399, with a standard deviation of 0.0054. …”
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SP-Pillars: An Efficient LiDAR 3D Objects Detection Framework With Multi-Scale Feature Perception and Optimization by Tingshuai Chen, Ye Yuan, Bingyang Yin, Yuanhong Liao

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Comparative analysis of Neoclassical and Behavioral Economics in their policy approach toward poverty alleviation by Mahmoud Motevasseli, Mahmoud Amiri, Reza Akhshik

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An Investigation on Three-Point Bending of Foam-Filled Double Tubes and Parameter Optimization Using Response Surface Methodology by Abdolvahed Kami, Javad Shahbazi Karami

“…The goal was to create an optimal structure that could absorb the most energy while weighing the least. …”
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Topological Eigenvalue Braiding and Quantum State Transfer Near a Third-Order Exceptional Point by He Zhang, Tong Liu, Zhongcheng Xiang, Kai Xu, Heng Fan, Dongning Zheng

“…Non-Hermitian systems exhibit a variety of unique features rooted in the presence of exceptional points (EPs). The distinct topological structure in the proximity of an EP gives rise to counterintuitive behaviors absent in Hermitian systems, which emerge after encircling the EP either quasistatically or dynamically. …”
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3D Building Modelling from ALS Point Clouds by Delaunay Triangulation and Graph Theories by G. Kong, H. Fan, G. Lobaccaro

“…This method simplifies the process of 3D roof reconstruction, and the experiment results demonstrate that the proposed method can effectively reconstruct 3D roof structures from point clouds.…”
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Comprehensive Monitoring Method for Diaphragm Wall Deformation Combining Distributed and Point Monitoring in Key Areas by Chun Lan, Hui Zhang, Guangqing Hu, Feng Han, Heming Han

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Abu Dhabi Public Health Workforce Development: Learning Points From the Comparison of Six Countries by Tahani Al Qadiri, Marília Silva Paulo, Marília Silva Paulo, Mohamud Sheek-Hussein, Mohamud Sheek-Hussein, Katarzyna Czabanowska, Katarzyna Czabanowska, Erik Koorneef, Michal Grivna, Michal Grivna

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Vyacheslav Ivanov’s Tragedy Prometheus and his Poem The Dream of Melampus: Obvious and Hidden Points of Convergence by Leonid G. Kayanidi

“…This model becomes reenacted in Prometheus, however it not so much determines the structure of space as it fosters the development of the tragic plot and the character system of the play. …”
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SECTOR LOCALIZATION, PARAMETERIZATION AND IDENTIFICATION OF REFERENCE POINTS BASED ON CORNER COEFFICIENTS FOR ALIGNING THE OVERLAPPING IMAGES by O. J. Al-Furaiji, V. K. Kanapelka, V. YU. Tsviatkou

“…Algorithms of sector localization and parameterization of reference points in the wavelet domain for aligning the overlapping images based on the utility of corner coefficients to describe the contour structure in the vicinity of the reference point are proposed. …”
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