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Registration of large-scale terrestrial laser scanner point clouds: A review and benchmark
This study had two main aims:(1) to provide a comprehensive review of terrestrial laser
scanner (TLS) point cloud registration methods and a better understanding of their strengths …
scanner (TLS) point cloud registration methods and a better understanding of their strengths …
Deepgmr: Learning latent gaussian mixture models for registration
Point cloud registration is a fundamental problem in 3D computer vision, graphics and
robotics. For the last few decades, existing registration algorithms have struggled in …
robotics. For the last few decades, existing registration algorithms have struggled in …
Deepvcp: An end-to-end deep neural network for point cloud registration
We present DeepVCP-a novel end-to-end learning-based 3D point cloud registration
framework that achieves comparable registration accuracy to prior state-of-the-art geometric …
framework that achieves comparable registration accuracy to prior state-of-the-art geometric …
Voxelized GICP for fast and accurate 3D point cloud registration
This paper presents the voxelized generalized iterative closest point (VGICP) algorithm for
fast and accurate three-dimensional point cloud registration. The proposed approach …
fast and accurate three-dimensional point cloud registration. The proposed approach …
[PDF][PDF] Efficient surfel-based SLAM using 3D laser range data in urban environments.
Accurate and reliable localization and map** is a fundamental building block for most
autonomous robots. For this purpose, we propose a novel, dense approach to laserbased …
autonomous robots. For this purpose, we propose a novel, dense approach to laserbased …
[HTML][HTML] Sensors and sensor fusion methodologies for indoor odometry: A review
Although Global Navigation Satellite Systems (GNSSs) generally provide adequate
accuracy for outdoor localization, this is not the case for indoor environments, due to signal …
accuracy for outdoor localization, this is not the case for indoor environments, due to signal …
Balm: Bundle adjustment for lidar map**
A local Bundle Adjustment (BA) on a sliding window of keyframes has been widely used in
visual SLAM and proved to be very effective in lowering the drift. But in lidar SLAM, BA …
visual SLAM and proved to be very effective in lowering the drift. But in lidar SLAM, BA …
M2DP: A novel 3D point cloud descriptor and its application in loop closure detection
In this paper, we present a novel global descriptor M2DP for 3D point clouds, and apply it to
the problem of loop closure detection. In M2DP, we project a 3D point cloud to multiple 2D …
the problem of loop closure detection. In M2DP, we project a 3D point cloud to multiple 2D …
High definition 3D map creation using GNSS/IMU/LiDAR sensor integration to support autonomous vehicle navigation
Recent developments in sensor technologies such as Global Navigation Satellite Systems
(GNSS), Inertial Measurement Unit (IMU), Light Detection and Ranging (LiDAR), radar, and …
(GNSS), Inertial Measurement Unit (IMU), Light Detection and Ranging (LiDAR), radar, and …