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license: apache-2.0
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---
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---
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license: apache-2.0
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task_categories:
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- robotics
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tags:
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- lerobot
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- ego-vision
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- embodied-ai
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- teleoperation
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- robot-learning
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- factory-automation
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- 3c-manufacturing
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- manipulation
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pretty_name: RealFactory Ego Data
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---
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# RealFactory-Ego-Data
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Real-world factory production line ego-perspective manipulation dataset collected by **FlyBirdData (飞鸟数据)**, a data service brand of **Shenzhen Mingzhi DataTech Co., Ltd. (深圳市明志数科信息有限公司)**.
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## About
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This dataset contains **5 high-quality episodes** of real 3C electronics manufacturing tasks recorded from an ego-centric (first-person) perspective on an actual touchscreen production line. Each episode includes synchronized RGB video, hand pose landmarks, and holistic action annotations in LeRobot-compatible format.
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## Tasks
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| Episode | Task | Duration | Size |
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|---------|------|----------|------|
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| 触摸屏贴边2026081304 | Edge alignment & bonding | ~3 min | 203 MB |
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| 触摸屏贴边20260818012 | Edge alignment & bonding | ~3 min | 207 MB |
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| 触摸屏割膜20260819007 | Protective film cutting | ~3 min | 271 MB |
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| 触摸屏抓取放置20260819001 | Pick & place on conveyor | ~2 min | 102 MB |
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| 触摸屏撕膜20260818018 | Protective film peeling | ~3 min | 223 MB |
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## Data Format
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Each `.zip` file contains a **LeRobot-compatible holistic output** with:
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- **RGB video** — Ego-perspective recording of the assembly task
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- **Hand pose** — 21-landmark hand keypoint tracking per frame
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- **Action annotations** — Frame-level action boundary labels (holistic_detect output)
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- **Metadata** — Task type, timestamps, and quality metrics
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## Collection Environment
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- **Scenario**: Real 3C touchscreen manufacturing production line
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- **Viewpoint**: Ego / first-person (head-mounted camera)
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- **Tasks**: Edge bonding, film cutting, pick-and-place, film peeling
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- **Worker**: Experienced production line operator
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- **Annotation pipeline**: FlyBirdData automated holistic detection + manual QC
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## Why Ego Data Matters
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Ego-perspective data captures the exact visual input a human worker sees during assembly, including occlusions, depth cues, and fine motor control. This is critical for training imitation learning and video-based manipulation policies that must generalize to real factory conditions — not just lab environments.
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## About FlyBirdData
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**FlyBirdData (飞鸟数据)** is a specialized robot training data provider under Shenzhen Mingzhi DataTech Co., Ltd. We are one of the few providers in China with real 3C manufacturing production line access for ego-perspective data collection. Our services include:
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- Ego + UMI (Universal Manipulation Interface) fused data collection
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- Force/torque, joint torque, and 3D pose annotation
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- LeRobot standard format conversion
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- Full pipeline: collection → annotation → QC → delivery
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**Website**: https://mz-datatech.com/
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**Contact**: contact@mz-datatech.com
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**Code**: https://gitee.com/ok_vincey/flybird-data
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## License
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Apache-2.0
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