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Grandzxw's Projects

3dline-slam icon 3dline-slam

3DLines-SLAM: A Monocular Vision Semi-Dense 3D Reconstruction Based on ORB-SLAM Abstract-Producing high-quality 3D maps and calculating more accurate camera pose has always been the goal of SLAM technology. The requirements of SLAM technology such as real-time, low computational cost, and low hardware cost are contradictory to the above objectives. For the issues listed above, we propose a novel semi-dense reconstruction algorithm based on the monocular ORB-SLAM system by matching the line segment features extracted from keyframes. Specifically, we build upon ORB-SLAM, the system first provides a set of keyframes and their corresponding camera poses and a series of map points in real-time. Then we use our developed a keyframe re-culling algorithm to culling redundant keyframes. Then an improved line segment extraction method is used to extract line segments in each keyframe. Finally, we use purely geometric constraints to generates accurate 3D scene model by matching 2D line segments from different keyframes. We thoroughly evaluate and in-depth analysis of our approach, the results show our system runs steadily and reliably. Not only the whole system has strong robustness, but also it can quickly generate an accurate 3d model online with low computational costs.

3dlinedetection icon 3dlinedetection

A simple and efficient 3D line detection algorithm for large scale unorganized point cloud

awesome-implicit-nerf-robotics icon awesome-implicit-nerf-robotics

A comprehensive list of Implicit Representations and NeRF papers relating to Robotics/RL domain, including papers, codes, and related websites

awesome-implicit-nerf-slam icon awesome-implicit-nerf-slam

A comprehensive list of Implicit Representations and NeRF papers relating to SLAM/Robotics domain, including papers, video, codes, and related websites

awesome-lidar icon awesome-lidar

😎 Awesome LIDAR list. The list includes LIDAR manufacturers, datasets, point cloud-processing algorithms, point cloud frameworks and simulators.

awesome-multi-robot-system icon awesome-multi-robot-system

Recent multi-robot projects and papers: Including SLAM, place recognition, Large Language Models navigation. (continually updated)

awesome-slam icon awesome-slam

A curated list of awesome SLAM tutorials, projects and communities.

bb_vins icon bb_vins

Improved YOLO detection by sensor fusion with Mono-VINS on a mobile robot

bird-view icon bird-view

A tool and examples of general bird-view on KITTI data-set.

but_velodyne icon but_velodyne

ROS packages for Velodyne 3D LIDARs provided by Robo@FIT group.

cae-lo icon cae-lo

CAE-LO: LiDAR Odometry Leveraging Fully Unsupervised Convolutional Auto-Encoder for Interest Point Detection and Feature Description

cnn_slam icon cnn_slam

CNN SLAM implementation of https://arxiv.org/abs/1704.03489

cpl-sync icon cpl-sync

An implementation of the CPL-Sync algorithm for planar pose graph optimization (PGO)

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