Generative AI Training Data for Image and Video Models
Wavebreak Media is a generative AI training data provider for image and video models, licensing wholly owned, professionally produced image, video, RAW, and structured creative datasets for commercial model training, fine-tuning, and evaluation. Choose a ready-made dataset, a custom-curated subset of our archive, or purpose-built data with defined metadata, provenance, release documentation, and usage rights.
Featured Datasets
Explore sample licensed datasets across image, video, audio, and text collections.
What Is Generative AI Training Data?
Generative AI training data is the collection of examples used to train, fine-tune, or evaluate models that create or transform content. For visual models, effective datasets combine relevant images or video with sufficient variation, accurate descriptions and technical metadata, traceable provenance, and rights that match the intended use.
Generative AI datasets can support workflows such as:
- Image generation and diffusion model training
- Video generation and synthesis
- Text-to-image, text-to-video, and image-to-video training
- Image and video transformation and generative editing
- Creative asset generation and content variation
- Generation-focused model testing and evaluation
Human-Centric Visual Data for Generative AI
Wavebreak Media has particular depth in professionally produced image and video content featuring people, actions, interactions, expressions, and everyday environments. These collections provide variation in human appearance, movement, camera perspective, scene context, and temporal continuity for models that need realistic human representation.
Frequently Asked Questions (FAQ)
Curated photographs, illustrations, and templates can support text-to-image generation, image-conditioned generation, content variation, and generative editing. Collections can be selected by subject, setting, composition, camera angle, lighting, orientation, and visual style. Captions and descriptive metadata can be prepared by Wavebreak Media to an agreed schema.
Available video data includes live-action footage, RAW video, finished video, human activity content, camera-motion data, and multi-view recordings. These collections can support text-to-video, image-to-video, video transformation, motion modeling, and temporal generation workflows.
Yes. Generative AI datasets by Wavebreak Media can be licensed for commercial model development under dataset-specific terms. The agreement defines permitted use for training, fine-tuning, evaluation, deployment, and generated outputs. Applicable provenance and model or property release documentation can be provided for review.
Yes. Wavebreak Media can produce custom generative AI datasets based on a defined brief, covering subject matter, visual style, captioning, metadata, and delivery format.
Depending on the agreed scope, delivery can include source media, captions, descriptions, keywords, categories, custom labels, technical metadata, asset IDs, manifests, requested training, validation, or evaluation splits, provenance records, applicable release documentation, usage documentation, and secure delivery.
Wavebreak Media has produced professional visual media for more than 20 years. The archive offered through this service consists of Wavebreak Media-owned content created through professional media production rather than assembled by scraping public websites. This provides traceable source records and supports dataset-level review of rights and release status.
Yes. Images and videos can be paired with captions, descriptions, and metadata for text-conditioned image or video generation. Requirements focused on visual question answering, grounding, or retrieval are covered separately under Vision-Language Model Datasets.
Provide the model type, intended outputs, required data type, target volume, technical specifications, caption or metadata requirements, licensing scope, and delivery schedule. Wavebreak Media will identify relevant existing collections, determine whether custom curation or production is required, and provide a representative sample for evaluation.
Request Generative AI Training Data
Tell us what type of generative AI dataset you need, including output type, content category, format, dataset size, metadata needs, release requirements, and delivery timeline. Wavebreak Media will review available and custom dataset options for your generative AI workflow.

