AI & ML interests
Research arm of Velys Software. We release curated video datasets at production scale, processed via TornadoAPI managed extraction infrastructure.
Recent Activity
TornadoLabs
Research arm of Velys Software. We release curated video datasets at production scale.
Mission
Make high-quality video datasets accessible to the AI research community. All datasets are processed via TornadoAPI's managed video extraction infrastructure.
Datasets
Videos are re-hosted on Hugging Face storage and served through direct HTTPS URLs — no more dead YouTube links, no more flaky downloader scripts.
| Dataset | Videos | Volume | Annotations |
|---|---|---|---|
| VATEX | 32,997 | 1.06 TB | 41k clips, captions EN + ZH |
| ActivityNet v1.3 | 15,941 | 391 GB | 23k temporal activity segments, 200 classes |
| HowTo100M (subset) | 105,128 | 11.7 TB | category + task per video |
| MSR-VTT | 4,923 | 521 GB | 10k clips, 200k English captions |
| YouCook2 | 1,550 | 126 GB | 13.8k procedure segments, 89 recipes |
| MSVD | 1,058 | 21 GB | 85k English captions |
| AVA Actions v2.2 | 151 | 90 GB | 1.1M spatio-temporal boxes, 80 actions |
Each dataset ships with:
- Raw MP4 videos at source quality, plus the source subtitles when available
metadata.jsonlwith one direct download URL per video- The original academic annotations as
captions.parquet - A coverage note listing what could not be fetched (private / removed videos)
Figures as of 18 Sep 2026. Datasets are refreshed as more videos are delivered.
Still to come: HowTo100M is published as a 105,128-video subset of the 1.24M-video corpus and will grow in further batches. Kinetics-700 is next.
License
Videos remain the property of their uploaders; annotations belong to the original dataset authors (cite their papers). Re-hosted for reproducible research — see each dataset card for the source terms. For commercial use cases, contact TornadoAPI.
About
TornadoLabs is the research arm of Velys Software (Nice, France), a self-funded micro-enterprise. We operate TornadoAPI (managed video extraction infrastructure) and Tornado Data (custom datasets for AI labs).
Founded by Alexandre Sage.