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[3D PERCEPTION & LIDAR CATEGORY OVERVIEW]

3D LiDAR Point Cloud & Spatial Cuboid Data

Calibrated 3D point cloud datasets with bounding cuboid annotations, point density classification, and camera-LiDAR sensor fusion alignment.

CATEGORY TELEMETRY INSPECTOR • 50Hz PASS: GROUND TRUTH VERIFIED

Hardware & Sensor Specifications

LIDAR SENSOR
Hesai / Velodyne 64-Beam LiDAR
POINT RATE
1.32M Points/Sec
CAMERA RGB-D
Intel RealSense D435i
CALIBRATION RIG
Sub-millimeter Target Matrix

Target Tasks & Execution Scenarios

Individual Types in 3D LiDAR Point Cloud & Spatial Cuboid Data (3)

Click any specific Type card below to open its dedicated page with complete 12-section technical details:

[SPECIFIC TYPE]

3D Bounding Cuboid Annotations

Volumetric 3D bounding box extent, centroid coordinate, and orientation yaw angle labeling.

View Type Full Specs & Details โ†’
[SPECIFIC TYPE]

Point Cloud Semantic Segmentation

Point-wise spatial category classification across terrain, obstacles, vegetation, and structures.

View Type Full Specs & Details โ†’
[SPECIFIC TYPE]

Camera-LiDAR Sensor Fusion Alignments

Time-aligned RGB-D images and 3D point cloud coordinate frame projections.

View Type Full Specs & Details โ†’

Quality Standards (Right vs Wrong)

COMMON COMPETITOR ERRORS (WRONG) BLUE PROJECTS GROUND TRUTH (RIGHT)
FAIL: Loose cuboids ignoring ground plane PASS: Ground-truth tight-fit 3D cuboids
FAIL: 2D bounding box lacking 3D depth PASS: 3D point cloud volumetric extent annotation

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