← Video Training Data

Fiund / Dataset solution

Audiovisual video datasets for multimodal understanding

Specify how visible events, speech, and environmental sound should correspond.

A real camera frame of Jaeden Schafer speaking into a microphone
Frame from Jaeden’s Riverside recording archiveSource & media notes ↗

An audiovisual project should explain what the picture contributes and what the sound contributes. Narrated demonstrations, conversations, and sound-producing actions require different footage and annotations. Describe the cross-modal relationship your model needs. Fiund can review prospective sourcing options and project-specific commercial requirements against that concrete brief.

Separate modality roles

State whether the model should connect visible motion with sound, understand spoken references to the scene, or combine independent evidence from both. Specify languages, environmental sound, music, voiceovers, and off-screen speakers as distinct properties. AudioSet and AVA provide primary research background on sound events and audiovisual activity, but their designs do not substitute for your task’s own acceptance criteria.

Inspect tracks and alignment

Identify the exact soundtrack intended for delivery and whether alternate tracks exist. Review alignment at several points in representative recordings, including clear visible and audible cues. Keep timestamps, transcripts, and visual annotations attached to the same media version. Document trimming, remixes, and other transformations so a later export does not quietly break the relationship the model is expected to learn. If one modality is absent or unusable for part of a recording, keep those intervals identifiable. A collection-level label should not conceal incomplete evidence within individual examples.

Review content and source suitability

Use complete sample intervals to inspect ordinary content, transitions, inserted media, and difficult cases. Define how missing audio, ambiguous correspondence, and excluded soundtrack components are handled. Commercial usage and supporting source documentation are reviewed separately from technical quality. Fiund establishes proposed availability, sample access, annotation scope, and terms for each project; this page does not offer blanket permissions or a verified audiovisual inventory.

Include in your inquiry

  • Tasks requiring both picture and sound.
  • Language, soundtrack, and inserted-media requirements.
  • Track selection, alignment, and timestamp references.
  • Sample acceptance and intended commercial use.

Technical references

Your project, in focus

Tell us what should happen on screen, and for how long.

Speak directly with Jaeden Schafer at Fiund about the source material, specifications, and review your project needs.

Source fit, permissions, samples, pricing, and delivery are reviewed for the individual project.

Start with these details

  1. Model task and content categories
  2. Desired duration and total volume
  3. Video and audio specifications
  4. Overlays, edits, and content exclusions
  5. Commercial use, sample criteria, and timing
Build your project brief ↗

Original studio and recording photography. See the media notes for source context.