Cerforma
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Everything you need to evaluate 3D generative models.

Five capabilities, one platform. Every model output tracked, every score connected to the geometry it came from, every review in one place.

01

Automated evaluation

Every model output gets scored automatically against your reference. No manual sampling, no spreadsheet gymnastics.

  • Metrics tuned per modality: PSNR, SSIM, chamfer, D1/D2, splat attribute deltas.
  • Your evaluation set grows with every run and stays under version control.
  • Score deltas surface regressions before they land in main.
02

Runs connected to results

Every metric traces back to the exact 3D output it came from. Click a score, open the model.

  • Reproducibility built in: score, config, inputs, and camera all linked.
  • No hunting through folders or matching timestamps.
  • Jump from a number in the dashboard to the geometry it describes.
03

Review in the viewer

Comments live on the geometry, not on a screenshot. Every note is pinned to a 3D point and the camera angle you wrote it from.

  • Open a comment and the viewer jumps to that exact view.
  • Reviewers see what you saw, from where you saw it.
  • Threads follow the model as it evolves, so context never gets lost.
04

Share at the same angle

The camera angle lives in the URL. Send a link and the reviewer opens the exact shot you were looking at.

  • Paste in Slack, Discord, or a pull request. It unfurls as a preview at that angle.
  • Click and the viewer opens the full 3D scene at the same shot.
  • Version-locked. The link points to a specific run, not a moving target.
05

Quality metrics

The full metric suite for every 3D representation, with error heatmaps that point to the geometry behind a score.

  • PSNR, SSIM, chamfer distance, geometry D1/D2, topology, splat attribute deltas.
  • Every score comes with a heatmap that shows where on the geometry the error lives.
  • Compare v1 vs v2 region by region, not just aggregate.

Try Cerforma today.

Open the viewer with your own file, or get on the beta list.

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