remove.bg
ProprietaryLicense: Paid cloud API

withoutBG Pro Model API vs remove.bg

Qualitative comparison, 10 photos. These photos have no ground-truth matte, so there are no scores: judge the outputs by eye. Use the view controls on each row to switch between transparency, chroma key, and alpha matte on all outputs.

Disclosure: withoutBG includes BiRefNet

withoutBG Open Weights and Pro Model API are routed pipelines. A classifier sends fine strands, soft detail and transparency to withoutBG's own matting model, and hard opaque objects, flat scenes and vehicles to BiRefNet (MIT license), which is part of the pipeline. On this page, 1 of 4 images went to BiRefNet. Pro Model API also runs an edge refiner on the result of either branch, so its BiRefNet-routed images are refined BiRefNet output, not raw BiRefNet.

Original photo: alvan nee rpkBHHu2TyE
withoutBG Pro Model API alpha matte: alvan nee rpkBHHu2TyE
Alpha matte
remove.bg alpha matte: alvan nee rpkBHHu2TyE
Alpha matte
Original
withoutBG Pro Model API
remove.bg

Photo by Alvan Nee on Unsplash

Original photo: carlo sierra Q9oW6Xb8VtM
withoutBG Pro Model API alpha matte: carlo sierra Q9oW6Xb8VtM
Alpha matte
remove.bg alpha matte: carlo sierra Q9oW6Xb8VtM
Alpha matte
Original
withoutBG Pro Model API
remove.bg

Photo by Carlo Sierra on Unsplash

Original photo: conor samuel T8p7Ak4HjF4
withoutBG Pro Model API alpha matte: conor samuel T8p7Ak4HjF4
Alpha matte
remove.bg alpha matte: conor samuel T8p7Ak4HjF4
Alpha matte
Original
withoutBG Pro Model API
remove.bg

Photo by Conor Samuel on Unsplash

Original photo: mayer tawfik nUC4Xyhq bc
withoutBG Pro Model API alpha matte: mayer tawfik nUC4Xyhq bc
Alpha matte
remove.bg alpha matte: mayer tawfik nUC4Xyhq bc
Alpha matte
Original
withoutBG Pro Model API
remove.bg

Photo by Mayer Tawfik on Unsplash

Original photo: niko tsviliov qW8WugAYC7g
withoutBG Pro Model API alpha matte: niko tsviliov qW8WugAYC7g
Alpha matte
remove.bg alpha matte: niko tsviliov qW8WugAYC7g
Alpha matte
Original
withoutBG Pro Model API
remove.bg

Photo by Niko Tsviliov on Unsplash

Original photo: norbert braun ldGoVkxopwI
withoutBG Pro Model API alpha matte: norbert braun ldGoVkxopwI
Alpha matte
remove.bg alpha matte: norbert braun ldGoVkxopwI
Alpha matte
Original
withoutBG Pro Model API
remove.bg

Photo by Norbert Braun on Unsplash

Original photo: pieter Qa8Y_W4PORw
withoutBG Pro Model API alpha matte: pieter Qa8Y_W4PORw
Alpha matte
remove.bg alpha matte: pieter Qa8Y_W4PORw
Alpha matte
Original
withoutBG Pro Model API
remove.bg

Photo by Pieter on Unsplash

Methodology

  • Alpha mattes are grayscale masks encoding per-pixel foreground probability. They capture fine edge detail (hair, fur, semi-transparent regions) that binary masks discard.
  • Qualitative comparison: these photos have no ground-truth matte, so the page shows outputs side by side without scores. Comparisons with ground truth show MGE and MAE per image.

Photo Credits

Source images are courtesy of the photographers below via Unsplash.

Why use it as a remove.bg API alternative#

  • Hosted on AWS in Frankfurt (EU).
  • Returns the cutout or the alpha matte, so you can composite it yourself.
  • Refine: fix an edge with Keep / Remove strokes and run it again.
  • Self-host on CPU with Pro Model Self-Host, or run the free Open Weights locally.