Generative AI Training Data for Image and Video Models
Wavebreak Media licenses wholly owned, professionally produced generative AI training data for commercial image and video model development. Choose ready-made image, video, RAW, and structured creative datasets, a custom-curated archive subset, or purpose-built data for training, fine-tuning, and evaluation, with provenance and usage rights defined for the project.
Featured Datasets
Explore sample licensed datasets across image, video, audio, and text collections.
Image, Video and Structured Data for Generative AI
Wavebreak Media supplies licensed image, video, and structured creative data for image generation, video generation, visual editing, transformation, motion modeling, and model evaluation. Collections can include relevant subject and scene variation, descriptive and technical metadata, and traceable provenance aligned with the intended commercial application.
Image Generation Datasets
Wavebreak Media can curate licensed image datasets for AI training from a wholly owned archive of professionally produced photographs and creative assets. Collections can be selected by visual and technical criteria and prepared with captions, metadata, and agreed dataset splits for text-conditioned generation, image transformation, fine-tuning, or evaluation.
Text-to-Image Generation
Train text-to-image and image-conditioned models with licensed visual data paired with captions, descriptions, and structured metadata.
Generative Image Editing
Support generative image editing, inpainting, outpainting, restoration, and controlled variation using diverse source images and contextual visual coverage.
Human-Centric Generation
Develop more realistic human representation using professionally produced images covering varied people, appearances, expressions, activities, interactions, and everyday environments.
Visual Attribute Control
Train models across subject, scene, composition, lighting, camera angle, orientation, background, and other controllable visual attributes.
Captioned Image Collections
Use image collections enriched with captions, descriptions, keywords, categories, technical metadata, and agreed dataset structures.
Model Fine-Tuning and Evaluation
Prepare curated training, validation, and evaluation splits for model fine-tuning, controlled testing, output review, and benchmarking.
Video Generation Datasets
Licensed video datasets for AI training include live-action footage, RAW video, finished video, human activity content, camera-motion data, and multi-view recordings for generation, transformation, motion modeling, temporal consistency, and evaluation. Projects requiring aligned video, audio, speech, or multiple views can use multimodal AI datasets prepared for the model workflow.
- Text-to-video, image-to-video, and video-to-video model training
- Live-action footage for motion, scene, temporal consistency, and camera-motion modeling
- Human activity, interaction, and expression coverage for realistic movement and behavior
- HD AI-generated video datasets and vertical AI-generated video datasets for synthetic-video classification, detection, retrieval, mobile-first outputs, and evaluation
- Blackmagic RAW video datasets for camera-aware models, RAW processing, color reconstruction, denoising, restoration, and generative video workflows
- Generative model evaluation and benchmarking with held-out or task-specific visual data
Training Data for Generative AI Workflows
Training data for generative AI can extend beyond finished images and videos. Wavebreak Media offers structured template datasets, source projects, layered compositions, alpha channels, and source-to-edited pairings that preserve relationships between creative inputs, editing decisions, and rendered outputs for models learning composition, transformation, editing sequences, animation timing, and layer relationships.
RAW-to-Edited Video Pairings
Connect source footage with corresponding edited outputs for source-to-result comparison and editing-model workflows.
After Effects Source Projects
Use composition hierarchies, layers, timelines, keyframes, and reusable motion graphics alongside linked After Effects templates.
JSON Layered Video Compositions
Use structured layers, asset relationships, positioning, and rendering information for composition-aware model development.
Video Alpha Channel Datasets
Support foreground isolation, visual compositing, transparency handling, and generative video editing.
Animated Sticker and GIF Datasets
Model short-loop motion, animation timing, repeatable movement, and lightweight generative animation.
Design Process Recording Datasets
Study design, animation, compositing, and video-editing workflows through recorded creative processes.
Licensed, Curated and Custom Generative AI Training Data
Projects can license an existing dataset, curate a project-specific archive subset using agreed selection criteria, or commission custom generative AI datasets when existing content does not meet the brief. Commercial usage rights, provenance records, applicable model or property releases, and permitted model uses are reviewed through Wavebreak Media’s dataset licensing and compliance process.
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, AI-generated video, RAW video, finished video, human activity content, camera-motion data, multi-view recordings, layered compositions, alpha-channel clips, and source-to-edited pairings. 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 curate a project-specific subset from its archive or produce a custom generative AI dataset based on a defined brief covering subject matter, visual style, technical specifications, captioning, metadata, acceptance criteria, and delivery format.
Depending on the agreed scope, delivery can include captions, descriptions, keywords, categories, custom labels, technical metadata, asset IDs, manifests, training, validation, or evaluation splits, provenance records, applicable release documentation, and usage documentation. Images and videos can be paired with text for conditioned generation; visual question answering, grounding, or retrieval requirements are covered under Vision-Language Model Datasets.
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.
Request Generative AI Training Data
Share the required data type, content, format, volume, metadata, licensing scope, and delivery timeline. Wavebreak Media will identify relevant existing collections or define a custom dataset for your generative AI workflow.
