Lyft-perception
3D Box
Autonomous Driving
|...
许可协议: CC BY-NC-SA 4.0

Overview

A robust collection of raw sensor data.

Our autonomous vehicles are equipped with an in-house sensor suite that collects raw sensor data on other cars, pedestrians, traffic lights, and more. This dataset features the raw lidar and camera inputs collected by our autonomous fleet within a bounded geographic area. It includes:

  • 3D annotations.(1.3M)
  • lidar point clouds.(30K)
  • scenes at 60-90 minutes long.(350+)

Data Collection

Level 5’s in-house sensor suite

Lyft

Lidar

Our vehicles are equipped with 40 and 64-beam lidars on the roof and bumper. They have an Azimuth resolution of 0.2 degrees and jointly produce ~216,000 points at 10 Hz. Firing directions of all lidars are synchronized.

Lyft

Camera

Our vehicles are also equipped with six 360° cameras built in-house. One long-focal camera points upward. Cameras are synchronized with the lidar so the beam is at the center of each camera’s field of view when images are captured.

Data Format

We use the familiar nuScenes format for our dataset to ensure compatibility with previous work. We’ve also customized the nuScenes devkit and included instructions on how to use it.

Citation

Please use the following citation when referencing the dataset:

@misc{
lyft2019,
title = {Lyft Level 5 Perception Dataset 2020},
author = {Kesten, R. and Usman, M. and Houston, J. and Pandya, T. and Nadhamuni, K. and Ferreira,
A. and Yuan, M. and Low, B. and Jain, A. and Ondruska, P. and Omari, S. and Shah, S. and Kulkarni,
A. and Kazakova, A. and Tao, C. and Platinsky, L. and Jiang, W. and Shet, V.},
year = {2019},
howpublished = {\url{https://level5.lyft.com/dataset/}}
}

License

CC BY-NC-SA 4.0

数据概要
数据格式
Point Cloud, Image,
数据量
--
文件大小
189.75GB
发布方
Lyft Level 5
Lyft’s mission is to improve people’s lives with the world’s best transportation. From rideshare to bikes and scooters, we’re constantly innovating new ways to get around. With self-driving, we can increase safety and access for people wherever they are.
标注方
Scale AI, Inc
Trusted by world class companies, Scale delivers high quality training data for AI applications such as self-driving cars, mapping, AR/VR, robotics, and more
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