Training data for your next model.

Product Image Annotation

• Bounding boxes
• Captions
• Classification
• Shot type

Reported coverage: Global

395,000 reported samples

Craft, workshop & kitchen footage

Volume not published

Egocentric — Cleaning & Maintenance

• Collection

Reported coverage: Mixed

30,716 reported samples · 5,364.9 reported hours

Egocentric — Clothing & Self-Care

• Collection

Reported coverage: Asia

1,091 reported samples · 3 reported hours

Egocentric — Containers & Access

• Collection

Reported coverage: Asia

41,501 reported samples · 170.8 reported hours

Egocentric — Cooking & Food Prep

• Collection

Reported coverage: Mixed

9,266 reported samples · 1,463.5 reported hours

Egocentric — Digital Devices & Screens

• Collection

Reported coverage: Asia

1,413 reported samples · 3.6 reported hours

Egocentric — Hand Tools & Trades

• Collection

Reported coverage: Asia

2,170 reported samples · 214.5 reported hours

Egocentric — Social Interaction

• Collection

Reported coverage: Asia

1,401 reported samples · 2.8 reported hours

Egocentric — Sports & Play

• Collection

Reported coverage: Asia

432 reported samples · 0.9 reported hours

Egocentric — Transportation & Vehicles

• Collection

Reported coverage: Asia

1,280 reported samples · 3 reported hours

Egocentric Activity Capture (Asia Short Duration)

• Collection

Reported coverage: Global — North America, Southeast Asia and Africa

231,368 reported samples · 1,482 reported hours

Egocentric IMU — Sample Catalog

• 6-DOF IMU
• Activity labels
• Egocentric

58 reported samples · 2.7 reported hours

Egocentric US / Canada Commercial Samples

• Activity taxonomy
• Temporal segments
• Frame captions
• Hand analysis

Reported coverage: United States and Canada

14 reported samples · 0.2 reported hours

Egocentric Video with Synchronized IMU

• Collection

Reported coverage: Mixed

35 reported samples · 4 reported hours

First Person

25 reported samples · 1.7 reported hours

Bellwood Municipal Dashcam Collection

• Collection
• Dashcam

Reported coverage: Bellwood, Illinois, United States

300 reported samples · 37.6 reported hours

Cinematic Action Footage

• Collection

Reported coverage: India and Southeast Asia

600 reported samples · 500 reported hours

Licensed Stock Video Library

• Structured caption
• Quality score
• Camera classification
• Scene decomposition

Reported coverage: Global — professional stock footage from worldwide sources

237,000,000 reported samples · 330,000 reported hours

Premium Stock Footage

• Structured caption
• Quality score
• Scene segmentation

Reported coverage: Global

35,000 reported samples · 8,500 reported hours

Professional Cinematography Collection

• Structured caption
• Quality score
• Metadata

Reported coverage: 44 countries — Americas, Europe, Africa, Asia and Middle East

28,000 reported samples · 12,000 reported hours

Royalty-Free Stock Video

• Caption
• Metadata

Reported coverage: Global

42,841 reported samples · 2,400 reported hours

Stock Video with Descriptions

• Collection

Reported coverage: Global

63,613 reported samples

Web Scenes

20 reported samples · 0.8 reported hours

Game Environment Capture

• Collection

Reported coverage: Virtual environments

67,647 reported samples · 7,579.9 reported hours

Gaming — GTA 5

• Collection

Reported coverage: Mixed

11,736 reported samples · 939.7 reported hours

Gaming — Minecraft

• Collection

Reported coverage: Mixed

13,784 reported samples · 1,971.8 reported hours

Gaming — Roblox

• Collection

Reported coverage: Mixed

7,955 reported samples · 731.8 reported hours

Gaming — Tactical FPS

• Collection

Reported coverage: Mixed

20,033 reported samples · 2,517 reported hours

Gaming — Valorant

• Collection

Reported coverage: Mixed

14,424 reported samples · 1,933.8 reported hours

Prompt & Video Selection Rankings

• Best-of-N selection
• Prompt evaluation
• Video ranking

5,000 reported samples

Systematic Quality Parameter Evaluations

• Quality assessment
• Aesthetic quality
• Motion realism
• Color consistency

61,000 reported samples

Video Classification — Supervised Labels

• Hierarchical categorization
• Supervised labeling

286,712 reported samples

Video Generation Preference Data

• A/B comparison
• Preference ranking
• Model comparison

13,300 reported samples

Video Quality Annotations

• Quality assessment
• Motion classification
• Interest classification
• Text alignment

Reported coverage: Global — North America, Europe and Asia

976,355 reported samples · 0 reported hours

Object & Face Identity Matching

• Identity matching
• Bounding boxes
• Facial keypoints
• Segment verification

Reported coverage: Global

1,071,463 reported samples

AI Image Generation Evaluation

• Best-of-N selection
• Quality assessment
• Image selection
• Prompt adherence

Reported coverage: Global

192,264 reported samples

Content Safety & Policy Review

• Policy review
• Safety classification
• Sensitive-content detection
• Text review

Reported coverage: Global

241,435 reported samples

Licensed Web Video Collection

• Scene analysis
• Quality score
• Camera movement
• Content classification

Reported coverage: Global — web-sourced video across regions and languages

65,000,000 reported samples · 180,000 reported hours

Structured Video Captions

• Structured caption
• Quality score
• Scene segmentation

Reported coverage: Global — web-sourced video across regions

39,000,000 reported samples · 121,900 reported hours

Synthetic 3D Scene Collection

• Camera transforms
• Structured caption
• Quality score
• Scene decomposition

237,346 reported samples · 6,500 reported hours

Web Video Scene Clips

• Video caption
• Frame caption
• Quality score

Reported coverage: Global — web-sourced video across regions

61,400,000 reported samples

Captioned Image Collection

• Captioning
• Quality scoring

10,000,000 reported samples

Quality-Scored Image Library

• Captioning
• Quality scoring

10,000,000 reported samples

Re-Captioned Web Images

• Collection

Reported coverage: Global

10,000,000 reported samples

Web Image-Text Pairs

• Collection

Reported coverage: Global

5,000,000 reported samples

Interview Fraud Detection

• Classification
• Identity verification

Reported coverage: Global

1,718 reported samples · 74.3 reported hours