数据集 · Apple

EgoDex

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Download from ml-site.cdn-apple.com/datasets/egodex/ (Parts 1-5 at 300 GB each, test 16 GB, extra 200 GB). 3D hand/finger/body pose annotations included (not one of the fixed modality tags).

基本事实

机构
Apple
形态标签
人手 · 人类视频
本体(按原文)
human hands (egocentric video, Apple Vision Pro)
轨迹数
338,000
小时数
829
帧数
待核实
任务
194
场景
待核实
模态
rgb · language
格式
HDF5 + MP4 (paired per episode)
许可证
CC-by-NC-ND terms
商用
不允许(原文)
发布
2025-05
体积
1500 GB
来源 · 14 条来源
name https://arxiv.org/abs/2505.11709 官方页面 · 抓取 2026-09-18 · 尚未存快照 Abstract: 'we use Apple Vision Pro to collect EgoDex: the largest and most diverse dataset of dexterous human manipulation'
org https://arxiv.org/abs/2505.11709 官方页面 · 抓取 2026-09-18 · 尚未存快照 Abstract: 'we use Apple Vision Pro to collect EgoDex: the largest and most diverse dataset of dexterous human manipulation'
url https://arxiv.org/abs/2505.11709 官方页面 · 抓取 2026-09-18 · 尚未存快照 Abstract: 'we use Apple Vision Pro to collect EgoDex: the largest and most diverse dataset of dexterous human manipulation'
embodiments https://arxiv.org/abs/2505.11709 官方页面 · 抓取 2026-09-18 · 尚未存快照 Abstract: 'we use Apple Vision Pro to collect EgoDex: the largest and most diverse dataset of dexterous human manipulation'
form_tags https://arxiv.org/abs/2505.11709 官方页面 · 抓取 2026-09-18 · 尚未存快照 Abstract: 'we use Apple Vision Pro to collect EgoDex: the largest and most diverse dataset of dexterous human manipulation'
episodes https://arxiv.org/html/2505.11709 官方页面 · 抓取 2026-09-18 · 尚未存快照 Paper body: '338000 task demonstrations'
hours https://arxiv.org/abs/2505.11709 官方页面 · 抓取 2026-09-18 · 尚未存快照 '829 hours of egocentric video ... 194 different tabletop tasks'
tasks https://arxiv.org/abs/2505.11709 官方页面 · 抓取 2026-09-18 · 尚未存快照 '829 hours of egocentric video ... 194 different tabletop tasks'
modalities https://github.com/apple/ml-egodex 官方页面 · 抓取 2026-09-18 · 尚未存快照 '829 hours of 30 Hz 1080p egocentric video'; 3D pose annotations for head, upper body and hands; natural language annotation; camera intrinsics
format https://github.com/apple/ml-egodex 官方页面 · 抓取 2026-09-18 · 尚未存快照 HDF5 files paired with MP4 files; 'approximately 1.5 TB' total (train ~725h, test ~7h, extra ~97h)
size_gb https://github.com/apple/ml-egodex 官方页面 · 抓取 2026-09-18 · 尚未存快照 HDF5 files paired with MP4 files; 'approximately 1.5 TB' total (train ~725h, test ~7h, extra ~97h)
license https://github.com/apple/ml-egodex 官方页面 · 抓取 2026-09-18 · 尚未存快照 README: released under 'CC-by-NC-ND terms'
commercial_ok https://github.com/apple/ml-egodex 官方页面 · 抓取 2026-09-18 · 尚未存快照 README: released under 'CC-by-NC-ND terms'
release_date https://arxiv.org/abs/2505.11709 官方页面 · 抓取 2026-09-18 · 尚未存快照 arXiv v1 2025-05-16 (v3 2026-03-09)

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按写明的机器人名或形态匹配;匹配只说明形态覆盖,不代表某个模型在其上训练过。

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