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| license: cc-by-4.0 | |
| pretty_name: Factory Manipulation Videos | |
| task_categories: | |
| - video-classification | |
| - robotics | |
| tags: | |
| - robotics | |
| - manipulation | |
| - factory | |
| - video | |
| - egocentric | |
| size_categories: | |
| - n<1K | |
| # Factory manipulation videos | |
| Procedural Robotics is open sourcing a small set of our factory data so teams can assess its quality. The videos show workers performing factory tasks. | |
|  | |
| ## Contents | |
| Seven continuous takes, 109 minutes in total. | |
| | Task | Station | Worker | Duration | File | | |
| |---|---|---|---|---| | |
| | cardboard manipulation | 01 | 041 | 23.6 min | `cardboard_manipulation_station01_worker041.mp4` | | |
| | cardboard manipulation | 04 | 026 | 16.5 min | `cardboard_manipulation_station04_worker026.mp4` | | |
| | defect testing | 08 | 009 | 14.3 min | `defect_testing_station08_worker009.mp4` | | |
| | plastic assembly | 05 | 032 | 7.7 min | `plastic_assembly_station05_worker032.mp4` | | |
| | plush manipulation | 05 | 020 | 13.3 min | `plush_manipulation_station05_worker020.mp4` | | |
| | screw assembly | 01 | 015 | 16.0 min | `screw_assembly_station01_worker015.mp4` | | |
| | screw assembly | 12 | 003 | 17.9 min | `screw_assembly_station12_worker003.mp4` | | |
| ## Format | |
| MP4, H.264, 1280x720, 30 fps, no audio. First person view from a wearable camera on the factory floor. Each file is one uninterrupted recording of a single task. | |
| ## Privacy | |
| Faces were detected and blurred in every video. Audio was removed. | |
| ## Loading | |
| ```python | |
| from datasets import load_dataset | |
| ds = load_dataset("videofolder", data_dir="videos", split="train") | |
| ``` | |
| `videos/metadata.csv` carries the task, station, worker, duration and resolution for each file. | |
| ## Intended use | |
| A sample for evaluating data quality, not a training scale release. Contact us for the full dataset. | |
| ## Contact | |
| Procedural Robotics, [proceduralrobotics.com](https://proceduralrobotics.com). | |