TheFluxTrain

Batch Face Comparison: One Face vs Many Photos

Batch Face Comparison: One Face vs Many Photos

Upload one reference face and a batch of candidates. Get ranked similarity scores so you can keep the best matches—ideal for AI character QA.

Quick answer: Upload one reference face and multiple comparison photos to get ranked face similarity scores sorted highest-first, entirely in your browser—free and private.

Got a similarity score? Learn how to interpret your similarity score — accuracy, thresholds, and why scores change between photos.

High Accuracy
Fast Processing
Privacy Safe

Reference Face

One photo

Upload Reference Photo

Drag & drop or click to select the face you want to compare against.

Faces to Compare

One or many photos

Upload Comparison Photos

Drag & drop or click to select one or more photos to score against the reference.

Ready to compare?

Detect faces and calculate similarity scores locally in your browser

Pro Tips for Best Results

Use clear, well-lit, front-facing faces.

Prefer one clear face per photo.

High-resolution crops beat tiny faces in a group shot.

Illustrated or heavy stylization can lower scores even for the same character.

How it works

  1. Upload one reference face.
  2. Add one or many comparison photos.
  3. Run Compare Faces and review results sorted by score.

Use cases

  • QA AI portrait batches against a real reference
  • Rank LoRA or character generations by face match
  • Shortlist headshots against a brief face
  • Score event candids against one person

Rank many photos against one face

Batch face comparison is for when two photos are not enough. Keep one reference face fixed, upload a set of candidates, and sort by similarity so the strongest matches rise to the top.

Creators use this for LoRA and character consistency checks. Casting and shortlisting work the same way: one brief face, many options, ranked scores.

Batch scoring runs locally. Photos are not uploaded to TheFluxTrain for this tool.

Frequently asked questions

Yes. That is what this page does—one reference, many candidates, ranked by similarity.
Yes. Results are sorted by similarity score with the best match first.
Yes. Score a real or chosen reference against a batch of generations and keep the closest face matches.
Yes. Export a JSON summary of scores after a run. Runs can also save to local history on this device.
Yes. No account or credits are required for in-browser face scoring.
Use Compare two faces when you only have two photos. Use this page when you need ranked results across a batch.