Datasets:

ArXiv:
License:
TruckDrive / README.md
truckingowl's picture
Upload README.md with huggingface_hub
cb3a4f7 verified
|
Raw
History Blame Contribute Delete
23.1 kB
metadata
extra_gated_heading: >-
  You must agree to the TruckDrive Dataset License Agreement to access this
  dataset.
extra_gated_prompt: >-
  ### TruckDrive Dataset NONCOMMERCIAL License Agreement

  TORC ROBOTICS TRUCKDRIVE DATASET NON-COMMERCIAL LICENSE

  Version 1.0  Effective May 1, 2026

  Copyright (c) 2026 TORC ROBOTICS, INC. All rights reserved.

  By exercising the Licensed Rights (defined below), You accept and agree to be
  bound by the terms and conditions of this Non-Commercial License ("License").
  To the extent this License may be interpreted as a contract, You are granted
  the Licensed Rights in consideration of Your acceptance of these terms and
  conditions, and the Licensor grants You such rights in consideration of
  benefits the Licensor receives from making the Licensed Material available
  under these terms and conditions.


  SECTION 1  DEFINITIONS

  As used in this License:

  "Adapted Material" means material subject to copyright or similar rights that
  is derived from or based upon the Licensed Material and in which the Licensed
  Material is translated, altered, arranged, transformed, or otherwise modified
  in a manner requiring permission under the copyright or similar rights held by
  the Licensor. For purposes of this License, Adapted Material includes any
  dataset, model, work, or output that incorporates, is trained on, fine-tuned
  on, or is otherwise derived in whole or in part from the Licensed Material,
  including but not limited to machine learning model weights, embeddings, and
  synthetic data generated using the Licensed Material.

  "Commercial Use" has the meaning set forth in Section 2.

  "Licensed Material" means the autonomous vehicle sensor data, annotations,
  labels, metadata, and associated documentation to which the Licensor has
  applied this License, published at torc-ai.github.io/TruckDrive and any
  mirrors or distributions thereof.

  "Licensed Rights" means the rights granted to You subject to the terms and
  conditions of this License, which are limited to all copyright and similar
  rights that apply to Your use of the Licensed Material and that the Licensor
  has authority to license.

  "Licensor" means Torc Robotics, Inc. and its affiliates.

  "Non-Commercial Use" means any use of the Licensed Material or Adapted
  Material that does not constitute Commercial Use as defined in Section 2.

  "Share" means to provide material to the public by any means or process that
  requires permission under the Licensed Rights, such as reproduction, public
  display, public performance, distribution, dissemination, communication, or
  importation, and to make material available to the public including in ways
  that members of the public may access the material from a place and at a time
  individually chosen by them.

  "You" or "Your" means the individual or legal entity exercising the Licensed
  Rights under this License.


  SECTION 2  DEFINITION OF COMMERCIAL USE

  "Commercial Use" means any use, reproduction, distribution, or modification of
  the Licensed Material or any Adapted Material, directly or indirectly, in
  connection with any of the following:

  (a) any product, service, software, or system offered for sale, license,
  subscription, or other commercial arrangement to third parties;

  (b) internal research, development, testing, or validation activities
  conducted by or on behalf of any entity whose primary or substantial business
  involves the development, testing, commercialization, or deployment of
  autonomous, semi-autonomous, or driver-assistance vehicle systems, robotics
  systems, or related perception or planning software;

  (c) any activity intended to generate, or that does generate, revenue,
  monetary compensation, or material competitive advantage, whether directly or
  indirectly; or

  (d) use by any entity or individual acting as a contractor, consultant, or
  agent on behalf of any entity described in (a), (b), or (c) above, where the
  Licensed Material is used in connection with that engagement.

  The following are expressly NOT Commercial Use under this License:

  (i) academic research conducted at accredited, non-profit educational
  institutions, published or intended for publication in peer-reviewed venues,
  provided the Licensed Material is not used in connection with a commercial
  product or service;

  (ii) research conducted by government agencies and government-funded national
  laboratories for non-commercial governmental purposes;

  (iii) personal, hobbyist, or educational use by individuals with no intent to
  generate revenue from such use; and

  (iv) journalism and non-profit public interest research, provided no
  commercial product or service incorporates the Licensed Material or any
  Adapted Material.

  (v) benchmarking conducted for the purposes of academic or applied  research
  publication, where the benchmarking results are not directly  incorporated
  into a commercial product or service.

  If You are uncertain whether Your use qualifies as Non-Commercial Use, You
  must obtain written confirmation from the Licensor before proceeding. Contact:
  licensing@torc.ai.


  SECTION 3  LICENSE GRANT

  Subject to the terms and conditions of this License, the Licensor hereby
  grants You a worldwide, royalty-free, non-sublicensable, non-exclusive,
  irrevocable license to exercise the Licensed Rights in the Licensed Material
  to:

  (a) reproduce and Share the Licensed Material, in whole or in part, for
  Non-Commercial Use only; and

  (b) produce, reproduce, and Share Adapted Material for Non-Commercial Use
  only.

  The above rights are granted subject to the conditions in Section 4. Nothing
  in this License constitutes or may be construed as permission to assert or
  imply that You are, or that Your use of the Licensed Material is, connected
  with, or sponsored, endorsed, or granted official status by, the Licensor.


  SECTION 4  LICENSE CONDITIONS

  Your exercise of the Licensed Rights is expressly made subject to the
  following conditions.

  4(a) Attribution.

  If You Share the Licensed Material (including in modified form), You must:

  (i) retain the following if it is supplied by the Licensor with the Licensed
  Material: identification of the creator of the Licensed Material; a copyright
  notice; a notice that refers to this License; a notice that refers to the
  disclaimer of warranties; a URI or hyperlink to the Licensed Material to the
  extent reasonably practicable;

  (ii) indicate if You modified the Licensed Material and retain an indication
  of any previous modifications;

  (iii) indicate the Licensed Material is licensed under this License, and
  include the text of, or the URI or hyperlink to, this License; and

  (iv) include the following attribution notice in a location reasonably likely
  to be seen by recipients:

      "TruckDrive, provided by Torc Robotics, Inc., available at torc-ai.github.io/TruckDrive,
      used under the Torc Robotics Non-Commercial License v1.0."

  For academic publications, You must cite the Licensed Material using the
  format provided in CITATION.cff in the repository.

  You may satisfy the conditions in Section 4(a) in any reasonable manner based
  on the medium, means, and context in which You Share the Licensed Material.
  For example, it may be reasonable to satisfy the conditions by providing a URI
  or hyperlink to a resource that includes the required information.

  4(b) Non-Commercial Use Restriction.

  You may not exercise the Licensed Rights for Commercial Use. If Your use of
  the Licensed Material constitutes Commercial Use, You must obtain a separate
  written commercial license from the Licensor before proceeding. See Section 7
  and LICENSE-COMMERCIAL.txt.

  4(c) No Motor Vehicle Records Queries.

  You may not use any vehicle license plate data contained in the Licensed
  Material to query any motor vehicle records database, whether maintained by a
  government agency or a private party, or to attempt to identify the owner,
  registrant, operator, or passenger of any vehicle. Any such use is a material
  breach of this License and will result in automatic termination under Section
  8.

  4(d) No Endorsement.

  You may not publicly represent or imply that the Licensor is participating in,
  has sponsored, approved, or endorsed the manner or purpose of Your use or
  reproduction of the Licensed Material without the Licensor's prior written
  consent. The Licensor may pursue, to the fullest extent of the law, any use of
  the Licensed Material that falsifies, misrepresents, disparages, or
  fraudulently uses the Licensed Material.

  4(e) No Association.

  You may not use the Licensor's name, any trademark, official mark, logo, or
  other means of promotion or publicity without the Licensor's prior written
  consent, nor in any event to represent or imply an association or affiliation
  with the Licensor.

  4(f) Compliance with Law.

  You are solely responsible for ensuring that Your use of the Licensed Material
  complies with all applicable federal, state, and local laws, including any
  applicable privacy, data protection, biometric, and motor vehicle records
  laws. You agree to take reasonable steps to assist the Licensor in fulfilling
  any obligations arising from Your use of the Licensed Material.

  4(g) No Additional Restrictions.

  You may not apply legal terms or technological measures to the Licensed
  Material or Adapted Material that you Share that restrict recipients from
  exercising the rights granted under this License.

  4(h) Downstream Recipients.

  Every recipient of the Licensed Material or Adapted Material from You
  automatically receives the same rights from the Licensor under this License.
  You may not impose additional or different terms or conditions on the Licensed
  Material that restrict exercise of the rights granted under this License. You
  are not responsible for enforcing compliance by third parties with this
  License.


  SECTION 5  DATA CONTENT NOTICE

  The Licensed Material consists of annotated autonomous vehicle driving data
  collected on public roads in the United States, excluding footage collected in
  Illinois and California. The Licensed Material includes 3D and 2D annotations,
  calibration data, localization poses, and associated metadata. Raw sensor
  streams are not distributed as part of the Licensed Material.

  The annotation data references objects captured in public road environments.
  By downloading or using the Licensed Material, You acknowledge that You are
  aware of this and accept sole responsibility for compliance with all
  applicable laws governing Your use.


  SECTION 6  DISCLAIMER OF WARRANTIES AND LIMITATION OF LIABILITY

  6(a) Disclaimer of Warranties.

  UNLESS OTHERWISE SEPARATELY UNDERTAKEN BY THE LICENSOR, TO THE EXTENT
  POSSIBLE, THE LICENSOR OFFERS THE LICENSED MATERIAL AS-IS AND AS-AVAILABLE,
  AND MAKES NO REPRESENTATIONS OR WARRANTIES OF ANY KIND CONCERNING THE LICENSED
  MATERIAL, WHETHER EXPRESS, IMPLIED, STATUTORY, OR OTHER. THIS INCLUDES,
  WITHOUT LIMITATION, WARRANTIES OF TITLE, MERCHANTABILITY, FITNESS FOR A
  PARTICULAR PURPOSE, NON-INFRINGEMENT, ABSENCE OF LATENT OR OTHER DEFECTS,
  ACCURACY, OR THE PRESENCE OR ABSENCE OF ERRORS, WHETHER OR NOT KNOWN OR
  DISCOVERABLE. WHERE DISCLAIMERS OF WARRANTIES ARE NOT ALLOWED IN FULL OR IN
  PART, THIS DISCLAIMER MAY NOT APPLY TO YOU.

  6(b) Limitation of Liability.

  TO THE EXTENT POSSIBLE, IN NO EVENT WILL THE LICENSOR BE LIABLE TO YOU ON ANY
  LEGAL THEORY (INCLUDING, WITHOUT LIMITATION, NEGLIGENCE) OR OTHERWISE FOR ANY
  DIRECT, SPECIAL, INDIRECT, INCIDENTAL, CONSEQUENTIAL, PUNITIVE, EXEMPLARY, OR
  OTHER LOSSES, COSTS, EXPENSES, OR DAMAGES ARISING OUT OF THIS LICENSE OR USE
  OF THE LICENSED MATERIAL, EVEN IF THE LICENSOR HAS BEEN ADVISED OF THE
  POSSIBILITY OF SUCH LOSSES, COSTS, EXPENSES, OR DAMAGES. WHERE A LIMITATION OF
  LIABILITY IS NOT ALLOWED IN FULL OR IN PART, THIS LIMITATION MAY NOT APPLY TO
  YOU.

  6(c) Scope of Disclaimer and Limitation.

  The disclaimer of warranties and limitation of liability provided above shall
  be interpreted in a manner that, to the extent possible, approximates an
  absolute disclaimer and waiver of all liability.


  SECTION 7  INDEMNIFICATION

  You agree to indemnify, defend, and hold harmless the Licensor and its
  affiliates, directors, employees, and agents from and against any and all
  claims, liabilities, damages, losses, costs, and expenses (including
  reasonable attorneys' fees) arising out of or relating to: (a) Your use or
  misuse of the Licensed Material; (b) Your violation of this License; (c) Your
  violation of any applicable law; or (d) any third-party claim arising from
  Your use or distribution of the Licensed Material or any Adapted Material.


  SECTION 8  TERM AND TERMINATION

  8(a) This License applies for the term of the copyright and similar rights
  licensed here. However, if You fail to comply with this License, then Your
  rights under this License terminate automatically and immediately without
  notice.

  8(b) Where Your right to use the Licensed Material has terminated under
  Section 8(a), it does not reinstate automatically. The Licensor reserves sole
  discretion over whether to reinstate terminated rights and is under no
  obligation to do so.

  8(c) The Licensor may terminate Your rights under this License at any time,
  with or without cause, with or without notice, effective immediately. Upon
  termination for any reason, You must cease all use of the Licensed Material
  and destroy all copies in Your possession or control.

  8(d) Sections 1, 2, 4(d), 4(e), 5, 6, 7, and 9 survive termination of this
  License.


  SECTION 9  COMMERCIAL LICENSING

  The Licensor expressly reserves the right to license the Licensed Material for
  Commercial Use under separate written agreements. Nothing in this License
  shall be construed to limit the Licensor's ability to grant commercial
  licenses to other parties on any terms the Licensor chooses. To inquire about
  a commercial license, contact licensing@torc.ai. See LICENSE-COMMERCIAL.txt
  for further information.


  SECTION 10  OTHER TERMS AND CONDITIONS

  10(a) Governing Law. This License is governed by and construed in accordance
  with the laws of the State of New York, without regard to its conflict of law
  principles.

  10(b) Dispute Resolution. Any dispute arising out of or relating to this
  License or the Licensed Material shall be resolved exclusively in the state or
  federal courts located in New York County (Manhattan). You consent to the
  personal jurisdiction of such courts. Any cause of action arising out of or
  related to this License or the Licensed Material must be commenced within two
  (2) years after the cause of action arose; otherwise it is permanently barred.

  10(c) Entire Agreement. This License, together with COMMERCIAL-USE-
  POLICY.txt, constitutes the entire agreement between You and the Licensor with
  respect to Your Non-Commercial Use of the Licensed Material.

  10(d) Severability. If any provision of this License is found unenforceable,
  it shall be modified to the minimum extent necessary to make it enforceable,
  and the remaining provisions shall continue in full force and effect.

  10(e) No Waiver. The Licensor's failure to enforce any provision of this
  License shall not constitute a waiver of its rights.

  10(f) Amendment. The Licensor may amend this License from time to time at its
  sole discretion. Continued use of the Licensed Material following publication
  of an amended version constitutes acceptance of the amended terms. License
  versions are tracked in the repository's git history.

  10(g) Assignment. The Licensor may assign its rights and obligations under
  this License without Your consent. You may not assign Your rights under this
  License.

  10(h) No Agency. No agency, partnership, joint venture, or employment
  relationship is created as a result of this License, and neither party has
  authority to bind the other outside the terms of this License.

  10(i) Third-Party Data. Certain components of the Licensed Material may
  include data derived from or provided by third parties subject to terms
  separate from this License. Where applicable, those terms are identified in
  THIRD-PARTY-NOTICES.txt and control in the event of any conflict with this
  License.


  ### TruckDrive Dataset COMMERCIAL License Agreement

  Commercial Licensing

  TORC ROBOTICS TRUCKDRIVE DATASET

  Is a Commercial License Required?

  If Your use of the Dataset constitutes Commercial Use as defined in
  LICENSE-NONCOMMERCIAL.txt, You must obtain a commercial license before
  accessing or using any data.

  See COMMERCIAL-USE-POLICY.txt for a plain-language guide to determining
  whether Your use qualifies as commercial.

  What a Commercial License Covers

  A commercial license grants rights beyond those available under the Torc
  Robotics Non-Commercial License v1.0, including:

  - Use of the Dataset in connection with commercial products, services,
    or internal R&D at autonomous vehicle and related technology companies
  - Training, fine-tuning, or evaluating commercial machine learning
    models using the Dataset
  - Integration of the Dataset or Adapted Material into commercial
    software or data pipelines
  - Use by contractors and consultants working on behalf of commercial
    entities

  Commercial license terms are negotiated based on the nature, scope, and
  duration of use.

  How to Obtain a Commercial License

  Email: licensing@torc.ai

  Please include the following in your initial inquiry:

  1. Your organization's name and primary business description 2. A description
  of your intended use of the Dataset 3. The anticipated scope and duration of
  use 4. Whether you intend to distribute Adapted Material


  Existing Non-Commercial Users

  If You are currently using the Dataset under the Non-Commercial License and
  Your circumstances change such that Your use becomes Commercial Use, You must
  cease commercial use immediately and contact the Licensor to obtain
  appropriate licensing before continuing.

  Contact licensing@torc.ai

  Copyright (c) 2026 Torc Robotics, Inc. All rights reserved.
extra_gated_button_content: I accept the terms of the TruckDrive Dataset License Agreement
license: other
license_name: truckdrive-dataset
license_link: >-
  https://huggingface.co/datasets/Torc-Robotics/TruckDrive/blob/main/LICENSE-NONCOMMERCIAL.txt
viewer: false

TruckDrive: Long-Range Autonomous Highway Driving Dataset

Torc Robotics · Princeton University · CVPR 2026

Paper Supplementary arXiv Project Page Devkit

Filippo Ghilotti, Edoardo Palladin, Samuel Brucker, Adam Sigal, Mario Bijelic, Felix Heide

TruckDrive is a long-range autonomous highway driving dataset designed for heavy-truck safety, perception, prediction, and planning research. It targets high-speed highway operation, where reliable scene understanding hundreds of meters ahead is required for anticipatory planning and safe braking.

This repository hosts the TruckDrive Devkit together with release documentation.

License

See LICENSE-NONCOMMERCIAL.txt for the full non commercial license text. See LICENSE-COMMERCIAL for the full commercial license text.

Downloading the TruckDrive Dataset

To download the dataset from Hugginfg Face use the provided python script.

Download the full dataset:

python download_truckdrive.py \
  --out /PATH/TO/TruckDrive \
  --all-scenes \
  --all-modalities 

To download only one scene:

python download_truckdrive.py \
  --out /PATH/TO/TruckDrive \
  --scene scene_28_1 \
  --all-modalities 

To download only specific folders, replace --all-modalities with options such as: --camera --lidar --radar --poses --calibration --annotations --accumulated-gt-depth

To automatically unzip the downloaded files add: --unzip. To automatically remove the downloaded files after unzipping add: --remove-zips-after-unzip.

Highlights

  • 475k synchronized multimodal samples
  • 165k densely annotated frames
  • up to 1,000 m for 2D benchmark annotations
  • up to 400 m for 3D benchmark annotations
  • 7 long-range FMCW LiDARs, 3 short-range LiDARs, 10 4D radars, and 11-15 cameras
  • supports perception, tracking, depth estimation, prediction, planning, and end-to-end driving

Dataset Overview

TruckDrive targets long-range, highway-scale autonomous driving for semi-trucks and other heavy commercial vehicles. It is designed to stress perception and planning systems beyond the short-range assumptions common in urban autonomous-driving benchmarks.

Item Paper-reported description
Domain Long-range highway and commercial-vehicle driving
Platform Semi-truck-mounted multimodal sensor suite
Synchronized samples 475k
Densely annotated frames 165k
Unlabeled synchronized samples 310k
Sequences 3,828 sequences recorded over 2 years
Sequence duration 15-25 seconds
Average ego trajectory 500 m per sequence
2D annotation range Up to 1,000 m
3D annotation range Up to 400 m
Primary operating regime Highway-speed, long-range truck autonomy

Devkit

You can find the devkit for the TruckDrive data in the Devkit GitHub Page

Citation

If you find our dataset useful in your work, please cite us!

@inproceedings{ghilotti2026truckdrive,
  title     = {TruckDrive: Long-Range Autonomous Highway Driving Dataset},
  author    = {Ghilotti, Filippo and Palladin, Edoardo and Brucker, Samuel and Sigal, Adam and Bijelic, Mario and Heide, Felix},
  booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year      = {2026}
}