Data · dataset · 2019
YouTube-8M Dataset
Listed in BERD@NFDI Data Portal
YouTube-8M is a large-scale labeled video dataset that consists of millions of YouTube video IDs and with high-quality machine-generated & partially human-verified annotations from a diverse vocabulary of 3,800+ visual entities.
Description
It comprises two subsets: 8M Segments Dataset: 230K human-verified segment labels, 1000 classes, 5 segments/video 8M Dataset: May 2018 version (current): 6.1M videos, 3862 classes, 3.0 labels/video, 2.6B audio-visual features Thus, it comes with precomputed audio-visual features from billions of frames and audio segments, designed to fit on a single hard disk.
This makes it possible to train a strong baseline model on this dataset in less than a day on a single GPU! At the same time, the dataset's scale and diversity can enable deep exploration of complex audio-visual models that can take weeks to train even in a distributed fashion. YouTube offers the YouTube8M dataset for download as TensorFlow Record files on their website.
Read the rest (1 more)
Starter code for the dataset can be found on their GitHub page.
Links
Where it is published
- BERD@NFDI Data Portal record berd-platform.de/records/3m5k1-zhn69 ↗
landing page · from berd platform de
Catalogue records · 1
- InvenioRDM API berd-platform.de/api/records/3m5k1-zhn69 ↗
metadata API · from berd platform de
Topics
- Stated by source
- Audio-visual · Labels · Large-scale · Segments · Video · YouTube
- From keywords
- Economics & Finance · Video
- Inferred from text
- Audio 75%
Provenance · 1 source records, 15 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| BERD@NFDI Data Portal | 3m5k1-zhn69 | 9 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · berd platform de | connector:berd_platform_de@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · berd platform de | connector:berd_platform_de@1.0.0 | |
| concepts[modality].local:modality:audio | enrichment · berd platform de | keyword-concept-rules@1.0.0 | title+description (75%) |
| concepts[modality].local:modality:video | mapping · berd platform de | vocabulary-mapper@1.0.0 | keywords['Video'] |
| concepts[topic].invenio_subject:berd_platform_de:audio-visual | source · berd platform de | connector:berd_platform_de@1.0.0 | |
| concepts[topic].invenio_subject:berd_platform_de:labels | source · berd platform de | connector:berd_platform_de@1.0.0 | |
| concepts[topic].invenio_subject:berd_platform_de:large-scale | source · berd platform de | connector:berd_platform_de@1.0.0 | |
| concepts[topic].invenio_subject:berd_platform_de:segments | source · berd platform de | connector:berd_platform_de@1.0.0 | |
| concepts[topic].invenio_subject:berd_platform_de:video | source · berd platform de | connector:berd_platform_de@1.0.0 | |
| concepts[topic].invenio_subject:berd_platform_de:youtube | source · berd platform de | connector:berd_platform_de@1.0.0 | |
| description | source · berd platform de | connector:berd_platform_de@1.0.0 | /metadata/description |
| license | source · berd platform de | connector:berd_platform_de@1.0.0 | |
| publication_date | source · berd platform de | connector:berd_platform_de@1.0.0 | |
| title | source · berd platform de | connector:berd_platform_de@1.0.0 | /metadata/title |
| updated_date | source · berd platform de | connector:berd_platform_de@1.0.0 |