XDA Developers on MSN

5 reasons an old PC is better than any consumer firewall you can buy

Having a properly configured firewall on your computer is an important part of staying safe online, but having one on your ...
IEEE

Norest-Net: Normal Estimation Neural Network for 3-D Noisy Point Clouds

Abstract: The widely deployed ways to capture a set of unorganized points, e.g., merged laser scans, fusion of depth images, and structure-from-$x$ , usually yield a ...
IEEE

EDT-Net: A Lightweight Tunnel Water Leakage Detection Network Based on LiDAR Point Clouds Intensity Images

Abstract: Water leakage poses a significant threat to the safe operation of tunnels. We utilized a mobile laser Scanner (MLS) to collect point cloud data under adverse tunnel conditions. A data ...
IEEE

RPVNet: A Deep and Efficient Range-Point-Voxel Fusion Network for LiDAR Point Cloud Segmentation

Abstract: Point clouds can be represented in many forms (views), typically, point-based sets, voxel-based cells or range-based images(i.e., panoramic view). The point-based view is geometrically ...
IEEE

Graph Convolutional Network with Local Topology and Spectral Feature Representation for Multispectral Point Cloud Classification

Abstract: Multispectral LiDAR contributes to the rapid acquisition of 3D spatial and spectral information of land covers, providing more comprehensive features for classification. Despite the ...
IEEE

Task-Oriented Compact Representation of 3D Point Clouds via A Matrix Optimization-Driven Network

Abstract: This paper explores the task-oriented compact representation of 3D point clouds, which should maintain the performance of subsequent applications applied to such compact point clouds as much ...
IEEE

MNAT-Net: Multi-Scale Neighborhood Aggregation Transformer Network for Point Cloud Classification and Segmentation

Abstract: Accurate understanding of 3D objects in complex scenes plays essential roles in the fields of intelligent transportation and autonomous driving technology. Recent deep neural networks have ...
IEEE

PN-Internet: Point-and-Normal Interactive Network for Noisy Point Clouds

Abstract: Point cloud denoising and normal estimation are two fundamental yet dependent problems in digital geometry processing. However, both are often independently researched, leading to ...
IEEE

Point to Point Virtual Private Network Scheme Based on 5G Communication Terminal

Abstract: Aiming at the long-distance trans-regional transmission of power data in the new power system, this paper first analyzes the suitability of 5G communication network and power business, then ...
IEEE

ERINet: Effective Rotation Invariant Network for Point Cloud based Place Recognition

Abstract: Place recognition task is a crucial part of 3D scene recognition in various applications. Nowadays, learning-based point cloud place recognition approaches have achieved remarkable success.
IEEE

Recurrent Temporal Point Process Network for First and Repeated Clinical Events

Abstract: Clinical applications that involves risk stratification of patients often predict the likely occurrence of an event such as the development of a complication as well as the time to the next ...
IEEE

A Category-Contrastive Guided-Graph Convolutional Network Approach for the Semantic Segmentation of Point Clouds

Abstract: The semantic segmentation of light detection and ranging (LiDAR) point clouds plays an important role in 3-D scene intelligent perception and semantic modeling. The unstructured, sparse and ...