--- 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 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. The full catalog holds **800,000+ hours in stock**, licensable per hour for robot learning, VLA pretraining and world models. 👉 **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)** ## What's in this sample - `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 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. ## Scenarios and source specs | 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) | ## Full catalog | 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_ | Hour counts are labelled *indicative* on dataclue.app until audited; deliverable hours are confirmed in writing in every quote. ## Use cases - 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 ## Licence **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. **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). ## Privacy 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. ## Contact [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