EgoDemo

An open, ungated trial pack sampled from the formal EgoSuite-Open10K repositories.

20–50 selected hours · duplicate samples · full source provenance · excluded from the 10,000-hour total

Collection · EgoStandard · EgoPro · 中文 · EgoSuite

Public ungated landing card. EgoDemo is publicly discoverable and remains ungated. The Dataset Viewer remains disabled until the audited demo manifests, media, approved license, and final citation are uploaded. Each published row must preserve source provenance and counts_toward_10k=false; public visibility does not imply that the final demo payload is complete.

Start here

EgoDemo is the zero-friction entry point to EgoSuite-Open10K. It contains a curated 20–50-hour subset copied from the two formal repositories so users can inspect schemas, test loading and evaluate research fit before requesting gated access.

Counting rule: every Demo row is a duplicate of a formal source row and carries counts_toward_10k=false. EgoDemo is never added to the official 10,000-hour total.

The complete release

Repository	Role	Configs	Formal hours	Access at release
EgoStandard	Head-view series	EgoStandard / EgoStand-motion / EgoFull	9,000	Manual gated
EgoPro	Head + wrist series	EgoPro / EgoPro-motion / EgoProMax	1,000	Manual gated
EgoDemo	Open duplicate trial pack	EgoDemo	20–50, excluded from total	Public, ungated

Load the trial pack

from datasets import load_dataset

demo = load_dataset(
    "LightwheelAI/EgoDemo",
    "EgoDemo",
    split="train",
    streaming=True,
)

first = next(iter(demo))
print(first["source_repo"], first["source_config"], first["source_clip_id"])

Provenance contract

Field	Type	Meaning
demo_clip_id	string	Demo-local anonymous row key
source_repo	string	LightwheelAI/EgoStandard or LightwheelAI/EgoPro
source_config	string	One of the six formal SKU names
source_clip_id	string	Stable clip key in the source release
source_revision	string	Immutable source commit or release tag
counts_toward_10k	bool	Must always be false
scene_family	string	One of seven top-level scene families
duration_s	float32	Audited usable duration in seconds
head_video_ref	string	Demo-local or immutable source media reference
wrist_video_ref	string, nullable	Present for sampled Pro-series rows
hand_pose_3d_ref	string	Hand-pose reference
body_pose_3d_ref	string, nullable	Body-pose reference when available
semantics_v7_ref	string, nullable	V7 semantic reference when available
sha256	string	Integrity checksum

The schema is defined in metadata/schema.json. The final statistics.json must report the exact Demo duration and source-config mix.

Repository layout

EgoDemo/
├── README.md
├── README_zh.md
├── assets/
├── manifests/EgoDemo/part-*.parquet
├── media/<selected-demo-shards>.tar
├── annotations/<selected-demo-shards>.tar
└── metadata/
    ├── source_map.parquet
    ├── schema.json
    ├── statistics.json
    └── checksums.sha256

Scene coverage

The Demo should sample across Home, Hospitality, Retail, Sports, Logistics, Office, and Industry, while keeping the precise mix traceable to the formal source rows. Selection criteria and exact hours must be disclosed in the release manifest.

Access and responsible use

EgoDemo is public and ungated, but open access does not remove the dataset license, participant-consent scope, privacy requirements, or downstream-use restrictions.

Users must not attempt to identify participants, reconstruct sensitive locations, or use the data for surveillance, profiling, or harmful applications.

License, citation, and contact

The approved dataset license and citation author list are still pending. Public visibility and ungated access do not grant rights beyond the governing terms and provenance rules approved for the demo source data.

For product information, visit Lightwheel EgoSuite. For release or collaboration inquiries, use the official Lightwheel contact form.

@dataset{lightwheel_egosuite_open10k_egodemo_2026,
  author    = {{Lightwheel}},
  title     = {EgoSuite-Open10K: EgoDemo},
  year      = {2026},
  publisher = {Hugging Face},
  url       = {https://huggingface.co/datasets/xuejf/EgoDemo}
}

Citation metadata is a release-candidate template until the approved author list and publication record are locked.

---

pretty_name: "EgoSuite-Open10K · EgoDemo" language: - en - zh tags: - robotics - embodied-ai - physical-ai - egocentric-video - human-demonstration - multimodal - demo - streaming viewer: false configs: - config_name: EgoDemo data_files: - split: train path: "manifests/EgoDemo/*.parquet"

EgoDemo

An open, ungated trial pack sampled from the formal EgoSuite-Open10K repositories.

20–50 selected hours · duplicate samples · full source provenance · excluded from the 10,000-hour total

Collection · Private staging · xuejf namespace · EgoStandard · EgoPro · 中文 · EgoSuite

Private staging preview. This repository currently contains the Dataset Card, visual assets, manifest contract, and schema only. The audited Parquet manifests, media shards, approved license, and final citation have not been uploaded; no access rights to the unpublished 10K corpus are granted by this preview.

Start here

EgoDemo is the zero-friction entry point to EgoSuite-Open10K. It contains a curated 20–50-hour subset copied from the two formal repositories so users can inspect schemas, test loading and evaluate research fit before requesting gated access.

Counting rule: every Demo row is a duplicate of a formal source row and carries counts_toward_10k=false. EgoDemo is never added to the official 10,000-hour total.

The complete release

Repository	Role	Configs	Formal hours	Access at release
EgoStandard	Head-view series	EgoStandard / EgoStand-motion / EgoFull	9,000	Manual gated
EgoPro	Head + wrist series	EgoPro / EgoPro-motion / EgoProMax	1,000	Manual gated
EgoDemo	Open duplicate trial pack	EgoDemo	20–50, excluded from total	Public, ungated

Load the trial pack

from datasets import load_dataset

demo = load_dataset(
    "xuejf/EgoDemo",
    "EgoDemo",
    split="train",
    streaming=True,
)

first = next(iter(demo))
print(first["source_repo"], first["source_config"], first["source_clip_id"])

Provenance contract

Field	Type	Meaning
demo_clip_id	string	Demo-local anonymous row key
source_repo	string	xuejf/EgoStandard or xuejf/EgoPro
source_config	string	One of the six formal SKU names
source_clip_id	string	Stable clip key in the source release
source_revision	string	Immutable source commit or release tag
counts_toward_10k	bool	Must always be false
scene_family	string	One of seven top-level scene families
duration_s	float32	Audited usable duration in seconds
head_video_ref	string	Demo-local or immutable source media reference
wrist_video_ref	string, nullable	Present for sampled Pro-series rows
hand_pose_3d_ref	string	Hand-pose reference
body_pose_3d_ref	string, nullable	Body-pose reference when available
semantics_v7_ref	string, nullable	V7 semantic reference when available
sha256	string	Integrity checksum

The schema is defined in metadata/schema.json. The final statistics.json must report the exact Demo duration and source-config mix.

Repository layout

EgoDemo/
├── README.md
├── README_zh.md
├── assets/
├── manifests/EgoDemo/part-*.parquet
├── media/<selected-demo-shards>.tar
├── annotations/<selected-demo-shards>.tar
└── metadata/
    ├── source_map.parquet
    ├── schema.json
    ├── statistics.json
    └── checksums.sha256

Scene coverage

The Demo should sample across Home, Hospitality, Retail, Sports, Logistics, Office, and Industry, while keeping the precise mix traceable to the formal source rows. Selection criteria and exact hours must be disclosed in the release manifest.

Access and responsible use

EgoDemo is intended to be public and ungated, but open access does not remove the dataset license, participant-consent scope, privacy requirements, or downstream-use restrictions.

Users must not attempt to identify participants, reconstruct sensitive locations, or use the data for surveillance, profiling, or harmful applications.

License, citation, and contact

The approved dataset license and citation author list must be added before public release. EgoDemo should use the same governing terms and provenance rules as its formal source data unless Lightwheel legal explicitly approves a separate demo license.

For product information, visit Lightwheel EgoSuite. For release or collaboration inquiries, use the official Lightwheel contact form.

@dataset{lightwheel_egosuite_open10k_egodemo_2026,
  author    = {{Lightwheel}},
  title     = {EgoSuite-Open10K: EgoDemo},
  year      = {2026},
  publisher = {Hugging Face},
  url       = {https://huggingface.co/datasets/xuejf/EgoDemo}
}

Citation metadata is a release-candidate template until the approved author list and publication record are locked.