Datasets:

Modalities:
Video
License:

Request access: single-use evaluation licence

Access is reviewed manually by Fidelity Dynamics and is granted for 7 days. Please request with your work identity and your organisation's legal name.

This dataset is provided only to run your existing models (hand tracking, video understanding) on it and return the outputs to Fidelity Dynamics for evaluation. It may not be used to train, fine-tune or validate any model, may not be shared, and must be deleted within 30 days. Read the full Fidelity Dynamics Single-Use Evaluation Licence (on this page, below) before submitting. Your answers below, and the time you submit them, are recorded as your organisation's acceptance.

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Fidelity Dynamics early access

Egocentric video clips of table-top manipulation tasks, shared with Fidelity Dynamics early-access partners for evaluation: 100 hand-evaluation clips and 43 task clips, raw video with metadata.

Access is granted on request under the Fidelity Dynamics Single-Use Evaluation Licence, reproduced in full below (also in LICENSE.md), and is reviewed manually. Once approved, see DOCS.md for the contents, the folder layout and the camera details.

For the language_eval clips, run your model with the prompt in prompt.md, exactly as written, and return the raw responses. The file says how to fill its placeholders, how to prepare frames or video, and what to send back.

Licence: Fidelity Dynamics Single-Use Evaluation Licence

Fidelity Dynamics early access (hand and task evaluation clips). Licensor: Fidelity Dynamics ("we", "us"). Licensee: the organisation on whose behalf access is requested ("you").

By requesting access to, downloading or using this dataset you confirm that you are authorised to bind your organisation and that your organisation accepts these terms. If you do not accept them, do not access the Data.

1. Definitions

  • Data: all files in this repository (videos, calibration, metadata, documentation), and any copy, frame, crop, feature, embedding or other material derived from them.
  • Purpose: running your organisation's existing models and software (hand detection and tracking on the hand_eval clips; video understanding on the language_eval clips) on the Data, to produce outputs that you return to us for evaluation.
  • Outputs: the per-frame or per-clip predictions your software produces on the Data, in the format agreed with us.

2. Licence

We grant you a limited, non-exclusive, non-transferable, non-sublicensable, revocable licence to use the Data solely for the Purpose, during the Access Period (section 6).

3. Restrictions

You must not, and must not allow anyone else to:

  1. use the Data, in whole or in part, to train, fine-tune, distil, validate, calibrate, tune hyperparameters of, or otherwise improve any machine-learning model, algorithm or system;
  2. use the Data to create datasets, benchmarks, annotations, pseudo-labels or synthetic data;
  3. upload the Data to any third-party service that may retain or learn from it (including public AI services);
  4. copy, share, publish, sell, lend or otherwise make the Data available to anyone other than your employees and contractors who need it for the Purpose and are bound by obligations at least as strict as these;
  5. publish, present or disclose results obtained on the Data, or compare third parties on it, without our prior written consent;
  6. attempt to identify, profile or contact any person appearing in the Data, or reverse any face blurring;
  7. remove or alter any notice, watermark or identifier in the Data.

4. Security

You will keep the Data on access-controlled systems under your organisation's control and will notify us within 72 hours of becoming aware of any unauthorised access to or use of the Data.

5. Outputs and results

You keep all rights in your software and Outputs. You permit us to use the Outputs you send us to compute evaluation results for you and for our internal benchmarking. We will not publish your Outputs or results attributed to you without your consent.

6. Access Period and deletion

Access is granted for 7 days from approval, after which it is revoked. Within 30 days of approval you will permanently delete all copies of the Data (including backups where technically feasible) and, on request, confirm the deletion in writing signed by an authorised representative.

7. Audit

On reasonable notice, you will answer our written questions about your use of the Data and provide evidence of deletion.

8. Confidentiality

The Data, this licence and our evaluation results are our confidential information.

9. Ownership

We retain all rights, title and interest in the Data. No rights are granted except those expressly stated here.

10. No warranty; limitation of liability

The Data is provided "as is", without warranties of any kind. To the extent permitted by law, we are not liable for any indirect or consequential damages arising from its use.

11. Breach and remedies

Any breach of sections 3, 4 or 6 may cause us irreparable harm; we may seek injunctive relief in addition to any other remedies. This licence terminates automatically on breach, and section 6 deletion applies immediately.

12. Records

You agree that your access request, including the answers and confirmations you give in the request form and the time of acceptance, is a binding record of your acceptance of this licence.

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