Human Activity Recognition Datasets for AI Training
License human-centered video and image data from Wavebreak Media's wholly owned archive for action recognition, gesture recognition, human-object interaction, and evaluation, or commission custom production for defined actions and capture conditions.
Datasets can be curated by activity class, sequence duration, temporal boundaries, participant count, object interaction, environment, viewpoint, execution variation, annotations, usage rights, and delivery format.
Featured Datasets
Explore sample licensed datasets across image, video, audio, and text collections.
Human Activity Data by Task
Configure human activity recognition (HAR) and action recognition datasets from archive-curated or custom-produced video around the required actions, sequence structure, variation, and labels. For broader visual AI tasks, review our computer vision datasets.
Video Action Classification
Organize trimmed clips or ordered frames by defined actions, with class IDs, inclusion rules, duration criteria, hard-negative definitions, and controlled training, validation, and test splits.
Temporal Action Localization
Locate actions within continuous or multi-action video using start and end times, segment labels, background intervals, overlap rules, and multi-label annotations where commissioned.
Gesture Recognition
Cover defined hand, arm, body, and communicative gestures across relevant viewpoints, execution styles, participant appearances, speeds, and levels of visibility or occlusion.
Human-Object Interaction
Structure people using, carrying, preparing, operating, or exchanging objects by action-object pair, object category, participant role, environment, and sequence stage where required.
Multi-Person Activity Recognition
Use the People and Human Interaction Images Dataset for frame-level group activity and the Human Emotion and Milestone Celebrations Video Dataset for temporal coverage of celebrations and social actions.
Evaluation and Class Expansion
Use held-out actions, underrepresented classes, hard negatives, and difficult temporal or visual conditions for model evaluation and benchmarking against fixed criteria and controlled dataset versions.
Activities and Environments Available
Wavebreak Media can assess existing footage and custom production across the following activity groups. Availability is confirmed against the required action, participant, environment, and sequence depth.
Specialized procedures, controlled scripts, exact object interactions, repeated viewpoints, and balanced participant coverage may require custom production.
For participant variation in frame-level classification and evaluation, review the Diverse People Images Dataset. For family routines, friendships, household activities, conversations, and leisure, review the Candid Family and Lifestyle Image Dataset.
Daily Living and Household Routines
Use the Egocentric First-Person Household Activities Dataset and Long-Form Human Procedural Video Dataset for household routines; the Everyday Moments and Daily Life Images Dataset adds frame-level coverage.
Workplace Tasks and Tool Use
Cover computer use, meetings, manual work, equipment handling, collaboration, and recurring professional tasks across varied participants, viewpoints, workplaces, and sequence lengths.
Fitness, Exercise, and Sports
The Sports Dataset DV06 covers padel, MMA, kickboxing, cricket, and volleyball, while the Sports Video Dataset broadens coverage across exercise, fitness, and other sports movements.
Product and Device Interaction
Cover people using phones, computers, appliances, consumer products, tools, and equipment, with the participant, object, action stage, environment, and outcome visible where required.
Retail and Shopping Activities
Cover browsing, product selection, cart or basket use, item comparison, queueing, payment, and staff-customer interaction across relevant store layouts, viewpoints, and participant roles.
Mobility, Gestures, and Social Interaction
The Urban City Life and Mobility Video Dataset covers movement, commuting, navigation, phone use, and social interaction, while the Milestone Celebrations Images Dataset adds frame-level group events and expressive contexts.
Temporal and Visual Coverage
Projects can combine video datasets for AI training with extracted frames or image datasets for AI training when both temporal and frame-level representations are required.
- Complete action sequences, including preparation, execution, and completion
- Action duration, speed, repetition, transition, and execution-style variation
- Camera viewpoint, orientation, distance, framing, movement, and resolution
- Single-person, multi-person, and person-object interaction coverage
- Indoor and outdoor settings, lighting conditions, backgrounds, and scene contexts
- Occlusion, clutter, wardrobe variation, body-position changes, and object-state changes
Labels, Annotations, and Dataset Splits
Selected human activity assets can be prepared with:
- Activity structure - stable asset and sequence IDs, hierarchical action classes, object relationships, participant counts, and multi-label rules.
- Temporal and spatial annotations - clip labels, timestamps, action segments, person or object boxes, tracks, keypoints, or pose data where commissioned.
- Context and technical metadata - scene, viewpoint, duration, frame rate, resolution, camera movement, captions, and specified descriptive fields.
- Split and delivery controls - actor-, shoot-, location-, and sequence-aware grouping, near-duplicate rules, manifests, media formats, checksums where required, and secure dataset delivery.
Human Activity Dataset Options
Existing footage, archive curation, and custom production can be used separately or combined under one dataset specification.
Ready Human Motion Data
Review the Human Motion Dataset DV01 for current clip volume, activity coverage, technical specifications, sample assets, metadata, and licensing information.
Archive-Curated Activity Datasets
Build an archive-curated activity dataset from eligible footage when existing actions, environments, participant coverage, sequence structure, and technical characteristics match the brief.
Custom Human Activity
Use custom human activity production for missing actions, participants, settings, viewpoints, repetitions, or hard negatives, with capture, annotation, release, and acceptance requirements defined before production.
Why Wavebreak Media for Human Activity Recognition Data?
Since 2005, Wavebreak Media has produced and managed an extensive image archive and more than one million wholly owned video assets. Its human-centered footage covers everyday routines, exercise, work, retail, travel, product use, gestures, and social interaction.
Projects can combine archive curation with controlled capture, project-defined annotations, and quality checks. Available provenance, applicable releases, and dataset licensing and compliance requirements can be reviewed before approval.
Frequently Asked Questions (FAQ)
Not always. Existing assets may include descriptions and technical metadata. Action labels, timestamps, tracks, boxes, keypoints, or other annotations are confirmed or commissioned per project.
Yes, where source footage supports the sequence. Complete clips preserve temporal information; extracted frames support frame-level classification or annotation.
Yes, when action boundaries are annotated. Classification labels a clip; temporal detection also identifies when actions start and end within longer video.
Yes, when commissioned. Projects can specify boxes, tracks, action-object relationships, keypoints, pose data, participant roles, and temporal segments.
Yes. Existing footage can cover suitable activities; custom production fills gaps in actions, participants, objects, viewpoints, environments, or class balance.
Licensing is finalized for selected files and intended AI use. Available provenance and applicable releases are reviewed before approval; permitted uses are defined in the agreement.
Request a Human Activity Recognition Dataset
Send the target activities, model task, sequence requirements, participant and object criteria, environments, viewpoints, format, volume, annotations, split rules, rights requirements, and delivery format. Wavebreak Media will assess ready-made, archive-curated, and custom options against the specification.
