Custom Dataset Creation
Build custom AI datasets around specific content, format, metadata, licensing, and delivery requirements.
Wavebreak Media helps AI teams scope, source, curate, produce, structure, and deliver custom datasets across image, video, document, template, and multimodal workflows.
Featured Datasets
Explore sample licensed datasets across image, video, audio, and text collections.
Custom Datasets Built Around Your AI Workflow
Existing datasets do not always provide the exact content coverage, format, metadata structure, rights documentation, or visual variation a model requires.
Wavebreak Media supports custom dataset creation for projects that need data built around a defined model task, content category, technical specification, or commercial requirement.
Projects can combine existing media curation with new content production where additional coverage is required.
What Can Be Customised
A custom dataset can be defined around requirements such as:
- Content categories and subject coverage
- Categories, labels, captions, and metadata
- Delivery format and packaging
- Image, video, document, template, or multimodal formats
- Annotation requirements
- Dataset volume and visual variation
- Licensing and release requirements
- File formats and dataset structure
- QA criteria
Custom Dataset Types
Custom image datasets
Create still-image collections around defined subjects, environments, products, people, visual conditions, or recognition requirements.
Custom video datasets
Produce or curate video data around actions, movement, human activity, presenter scenarios, temporal sequences, and other video-based AI requirements.
Custom template datasets
Build collections of reusable creative assets around layouts, editable structures, design variations, and related metadata.
Custom document datasets
Prepare document collections for OCR, classification, extraction, retrieval, forms, reports, receipts, invoices, and other document AI workflows.
Custom text datasets
Create structured text collections around captions, descriptions, categories, labels, keywords, extracted text, metadata, and other task-specific language fields.
Custom multimodal datasets
Connect images or video with captions, descriptions, labels, metadata, structured text, or other related modalities.
Licensing, Metadata, and Dataset Preparation
Custom datasets can require more than the underlying media files.
Depending on the project, Wavebreak Media can support structured metadata, categories, labels, captions, file organization, annotation fields, provenance information, available release documentation, and commercial usage documentation.
Licensing and rights requirements are reviewed according to the intended dataset and use case.
Why Wavebreak Media for Custom Dataset Creation
Wavebreak Media combines professional image and video production with existing visual collections, dataset curation, metadata preparation, and commercial media licensing.
This allows projects to use existing content where suitable while producing additional data when specific categories or coverage gaps need to be addressed.
Frequently Asked Questions (FAQ)
Custom dataset creation is the process of designing, sourcing, producing, curating, structuring, and delivering a dataset around a specific AI workflow, model task, content category, file format, metadata requirement, licensing scope, or delivery standard.
Wavebreak Media can create custom image, video, document, and multimodal datasets scoped around specific subjects, environments, formats, and model requirements.
Yes. Content can be newly produced or sourced and curated depending on the coverage, subject matter, and volume required for the dataset.
Yes. Custom datasets are delivered with licensing and release documentation suitable for commercial AI training, evaluation, and product development.
Yes. Custom dataset creation supports model training, fine-tuning, evaluation, benchmarking, and enrichment workflows.
Yes. Custom datasets can include structured metadata, labels, and annotation tailored to the requesting team's taxonomy and model task.
Existing datasets are pre-built collections available for licensing as-is, while custom datasets are scoped, sourced, or produced specifically to match a requesting team's requirements.
You can submit a dataset request describing the content category, format, volume, and any metadata or licensing requirements, and the Wavebreak Media team will follow up to scope the project.
Request Custom Dataset Creation
Tell us what dataset you need, including model use case, content category, file format, dataset size, metadata fields, annotation requirements, release requirements, licensing needs, and delivery timeline. Wavebreak Media will review custom dataset creation options for your AI workflow.
