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On-Device Product Photo Studio

Remove backgrounds and create clean product shots without uploading images.

Intermediate14h1–2 people17/20 fit
TL;DR

Build On-Device Product Photo Studio for small sellers and creators in ~14h with 1–2 people. Stack: Transformers.js + Canvas + WebGPU.

Why it wins: Fast, private and the before and after is visual.

Build flow

01 · Problem
Good product photos need editing skills or paid tools that upload your images.
02 · Solution
Run a segmentation model in the browser with Transformers.js to cut out the product, then place it on clean templates with shadows.
03 · Build
  1. 1Load a segmentation model
  2. 2Apply the mask on canvas
  3. 3Add templates and shadow
  4. 4Batch export
04 · Demo
Turn a phone photo of a mug on a messy desk into a white-background listing photo.

MVP checklist

  • Background removal
  • Template backgrounds
  • Batch processing
  • No uploads

Tech stack

TechRole
Transformers.jsOn-device ML models
Canvas2D rendering
WebGPUGPU compute in the browser

Reference repos

Open-source projects you can build on. Links checked 2026-10-31.

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