| --- |
| pretty_name: DataClue Egocentric Video — Free Sample |
| license: other |
| license_name: dataclue-sample-license |
| license_link: https://dataclue.app/licensing |
| task_categories: |
| - robotics |
| - video-classification |
| tags: |
| - egocentric |
| - first-person |
| - embodied-ai |
| - robot-learning |
| - manipulation |
| - world-model |
| - hand-object-interaction |
| size_categories: |
| - n<1K |
| --- |
| |
| # DataClue Egocentric Video — Free Sample |
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| 18 de-identified 15-second clips from **DataClue**'s catalog of real-world, first-person video of people doing real work: household chores, factory bench assembly, warehouse picking, retail, food service, trades and office tasks. |
|
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| The full catalog holds **800,000+ hours in stock**, licensable per hour for robot learning, VLA pretraining and world models. |
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| 👉 **Browse the catalog, watch longer samples and request a quote: [dataclue.app](https://dataclue.app/?utm_source=huggingface&utm_medium=dataset_card&utm_campaign=sample)** |
|
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| ## What's in this sample |
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| - `videos/`: one 15 s preview clip per scenario (H.264, 960 px wide, 30 fps, no audio, metadata stripped) |
| - `metadata.csv`: scenario, category, price tier, actions, objects and the **source** capture specs of each recording |
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| Preview clips are downscaled. Full deliveries are original-quality files with per-session metadata. Most sessions are 1080p at 59.94 fps with embedded IMU, and published source samples run up to 19 minutes of continuous activity. |
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| ## Scenarios and source specs |
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| | Scenario | Source resolution | FPS | Capture device | Tier | |
| | --- | --- | --- | --- | --- | |
| | Screw and Nut Sorting and Assembly | 1920×1080 | 30 | Stereo wearable rig | Complex scenario ($35/h) | |
| | Small Electronic Component Insertion and Assembly | 2276×1280 | 30 | Wearable camera | Complex scenario ($35/h) | |
| | Pancake Cooking and Plating | 1280×720 | 30 | Wearable camera | Complex scenario ($35/h) | |
| | Vegetable Cutting and Preparation | 1280×720 | 30 | Wearable camera | Complex scenario ($35/h) | |
| | Handwashing Laundry | 1920×1080 | 59.94 | DJI Osmo Nano | Complex scenario ($35/h) | |
| | Stocking Warehouse Shelves | 1920×1080 | 59.94 | GoPro HERO13 Black | Standard scenario ($25/h) | |
| | Parcel Box Folding | 1920×1080 | 30 | Fisheye wearable camera | Standard scenario ($25/h) | |
| | Manual Pallet Truck Operation | 1920×1080 | 30 | Wearable camera | Standard scenario ($25/h) | |
| | Product Selection and Shopping Cart Loading | 1280×720 | 30 | Wide-angle wearable camera | Standard scenario ($25/h) | |
| | Pharmacy Product Picking and Basket Loading | 958×720 | 30 | Fisheye wearable camera | Standard scenario ($25/h) | |
| | Tableware Wiping | 1920×1080 | 59.94 | GoPro HERO13 Black | Standard scenario ($25/h) | |
| | Beverage Cup and Lid Assembly | 1920×1080 | 59.94 | GoPro HERO12 Black | Standard scenario ($25/h) | |
| | Wall Thermostat Installation | 1376×1824 | 30 | Meta smart glasses | Complex scenario ($35/h) | |
| | Manual Metal Pipe Assembly | 1376×1824 | 30 | Meta smart glasses | Complex scenario ($35/h) | |
| | Cable Coiling and Organization | 1920×1080 | 59.94 | GoPro HERO13 Black | Complex scenario ($35/h) | |
| | Paper Clip Linking and Arrangement | 1920×1080 | 59.94 | GoPro HERO13 Black | Standard scenario ($25/h) | |
| | Moving Packaging Materials in a Shared Area | 1920×1080 | 59.94 | GoPro HERO13 Black | Standard scenario ($25/h) | |
| | Library Lending Form and Book Organization | 1920×1080 | 59.94 | GoPro HERO13 Black | Standard scenario ($25/h) | |
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| ## Full catalog |
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| | Dataset | Hours in stock | Scenarios | |
| | --- | --- | --- | |
| | [Manufacturing & Production](https://dataclue.app/datasets/manufacturing-operations?utm_source=huggingface&utm_medium=dataset_card&utm_campaign=sample) | 176,000 | Screw and Nut Sorting and Assembly, Small Electronic Component Insertion and Assembly | |
| | [Household Services](https://dataclue.app/datasets/household-activities?utm_source=huggingface&utm_medium=dataset_card&utm_campaign=sample) | 152,000 | Pancake Cooking and Plating, Vegetable Cutting and Preparation, Handwashing Laundry | |
| | [Warehousing & Logistics](https://dataclue.app/datasets/warehouse-logistics?utm_source=huggingface&utm_medium=dataset_card&utm_campaign=sample) | 136,000 | Stocking Warehouse Shelves, Parcel Box Folding, Manual Pallet Truck Operation | |
| | [Retail Services](https://dataclue.app/datasets/retail-services?utm_source=huggingface&utm_medium=dataset_card&utm_campaign=sample) | 120,000 | Product Selection and Shopping Cart Loading, Pharmacy Product Picking and Basket Loading | |
| | [Food Service & Hospitality](https://dataclue.app/datasets/food-service?utm_source=huggingface&utm_medium=dataset_card&utm_campaign=sample) | 104,000 | Tableware Wiping, Beverage Cup and Lid Assembly | |
| | [Specialized Operations](https://dataclue.app/datasets/specialized-operations?utm_source=huggingface&utm_medium=dataset_card&utm_campaign=sample) | 72,000 | Wall Thermostat Installation, Manual Metal Pipe Assembly, Cable Coiling and Organization, Paper Clip Linking and Arrangement, Moving Packaging Materials in a Shared Area, Library Lending Form and Book Organization | |
| | [Hospitality & Accommodation](https://dataclue.app/datasets/hospitality-accommodation?utm_source=huggingface&utm_medium=dataset_card&utm_campaign=sample) | 40,000 | _samples on request_ | |
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| Hour counts are labelled *indicative* on dataclue.app until audited; deliverable hours are confirmed in writing in every quote. |
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| ## Use cases |
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| - Imitation learning and VLA pretraining from human video |
| - Dexterous and bimanual manipulation, hand–object interaction |
| - World models: long, continuous, action-rich sessions with egomotion |
| - Action recognition and task-progress detection |
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| ## Licence |
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| **This sample** is free to download and use for evaluation, benchmarking and non-commercial research. Please credit "DataClue (dataclue.app)". Redistribution of the clips themselves and use in commercial model training are not permitted under the sample licence. |
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| **The full catalog** is licensed per hour under a non-exclusive commercial training licence ($30/h standard, $40/h complex scenarios). Exclusive licences, annotation (2D/3D hand pose, action segments, narration) and custom collection are quoted per project. See [licensing](https://dataclue.app/licensing?utm_source=huggingface&utm_medium=dataset_card&utm_campaign=sample). |
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| ## Privacy |
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| Clips are de-identified before publication and file metadata, including location, is removed. If you believe you appear in this data, contact contact@dataclue.app and it will be removed. |
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| ## Contact |
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| [Request a quote](https://dataclue.app/request-quote?utm_source=huggingface&utm_medium=dataset_card&utm_campaign=sample) · contact@dataclue.app · DataClue, Jersey City, NJ, United States |
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