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MAN TruckScenes

autonomous vehicles computer vision deep learning GPS IMU lidar logistics machine learning object detection object tracking perception radar robotics transportation

Description

A large scale multimodal dataset for Autonomous Trucking. Sensor data was recorded with a heavy truck from MAN equipped with 6 lidars, 6 radars, 4 cameras and a high-precision GNSS. MAN TruckScenes allows the research community to come into contact with truck-specific challenges, such as trailer occlusions, novel sensor perspectives, and terminal environments for the first time. It comprises more than 740 scenes of 20s each within a multitude of different environmental conditions. Bounding boxes are available for 27 object classes, 15 attributes, and a range of more than 230m. The scenes are tagged according to 34 distinct scene tags, and all objects are tracked throughout the scene to promote a wide range of applications.

Update Frequency

The dataset may be updated with additional or corrected data on a need-to-update basis.

License

CC BY-NC-SA 4.0

Documentation

https://www.man.eu/truckscenes

Managed By

MAN Truck and Bus SE

See all datasets managed by MAN Truck and Bus SE.

Contact

truckscenes@man.eu

How to Cite

MAN TruckScenes was accessed on DATE from https://registry.opendata.aws/man-truckscenes.

Usage Examples

Tutorials
Tools & Applications
  • PyPi package by Felix Fent, Fabian Kuttenreich, Florian Ruch, Farija Rizwin
  • TruckScenes devkit by Felix Fent, Fabian Kuttenreich, Florian Ruch, Farija Rizwin
Publications

Resources on AWS

  • Description
    MAN TruckScenes mini
    Resource type
    S3 Bucket
    Amazon Resource Name (ARN)
    arn:aws:s3:::man-truckscenes/release/mini/
    AWS Region
    eu-central-1
    AWS CLI Access (No AWS account required)
    aws s3 ls --no-sign-request s3://man-truckscenes/release/mini/
  • Description
    MAN TruckScenes trainval
    Resource type
    S3 Bucket
    Amazon Resource Name (ARN)
    arn:aws:s3:::man-truckscenes/release/trainval/
    AWS Region
    eu-central-1
    AWS CLI Access (No AWS account required)
    aws s3 ls --no-sign-request s3://man-truckscenes/release/trainval/
  • Description
    MAN TruckScenes test
    Resource type
    S3 Bucket
    Amazon Resource Name (ARN)
    arn:aws:s3:::man-truckscenes/release/test/
    AWS Region
    eu-central-1
    AWS CLI Access (No AWS account required)
    aws s3 ls --no-sign-request s3://man-truckscenes/release/test/

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