← Video Training Data

Fiund / Dataset solution

Long-form video for search and retrieval

Plan searchable sessions, evidence intervals, and reviewable temporal metadata.

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

Long recordings become useful for retrieval when a query can be connected to a defensible moment or session. Describe whether users seek spoken topics, visible events, or a combination. Video Training Data is a Fiund inquiry point for exploring prospective footage and annotations that support that retrieval objective.

Define results and relevance

Choose whether a result returns a full session, a clip, or a timestamped interval. Specify the context needed around a match and how repeated events or partial relevance are judged. Include hard nonmatches such as discussion of an action without its demonstration. Keep externally supplied titles separate from grounded descriptions so a benchmark does not accidentally reward metadata shortcuts when footage understanding is the goal.

Preserve session structure

Describe acceptable chapters, edits, inserted material, captions, and soundtrack conditions. Keep source identifiers and offsets for derived clips, and bind transcripts or descriptions to the exact media version. Test navigation from a metadata record to the playable evidence. Missing or coarse annotations should be visible in the scope rather than treated as if a long runtime automatically creates precise retrieval supervision. Preserve the annotation guideline version with relevance judgments. When query scope or result granularity changes, reviewers need to identify which earlier labels still answer the revised retrieval question.

Review representative long examples

Inspect complete sessions alongside selected search results, checking ordinary transitions and difficult queries. Decide how related productions are grouped for evaluation and whether labels truly require extended context. Source documentation and intended commercial uses are reviewed separately from import success. Fiund establishes potential availability, samples, annotation feasibility, and delivery terms per project rather than promising a searchable approved archive ready to download.

Include in your inquiry

  • Query types, relevance rules, and returned units.
  • Session duration, continuity, and content exclusions.
  • Transcript, description, and timestamp requirements.
  • Evaluation groups and project-specific commercial use.

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.