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Fast vs Best Quality

The background remover offers two modes, and the right one depends entirely on your subject’s edge. Here is what actually differs between them and a one-line rule for picking.

FastBest Quality
What it does bestHard-edged subjects — products, logos, graphicsSoft edges — hair, fur, feathers, motion blur
Edge handlingCrisp yes/no mask (segmentation)Partial transparency along edges (matting)
SpeedFastest — often a second or twoSlower — a heavier model, more work per edge
Runs onAny modern browser (CPU/WASM)GPU (WebGPU) when available, CPU fallback
First-use downloadSmall, cached after first runLarger one-time download, then cached

Fast — a crisp yes/no mask

Fast mode runs a lightweight model that answers one question per pixel: subject, or not subject. That produces a clean, decisive edge and it does it quickly, on essentially any device, with only a small model to download the first time. For anything with a definite manufactured boundary — a bottle, a phone, a packaged product, a logo, a screenshot — this is the right tool, and reaching for the heavier mode buys you nothing but a longer wait.

Best Quality — soft edges done properly

Best Quality runs a heavier model that estimates how much of each edge pixel belongs to the subject, rather than forcing every pixel to fully-in or fully-out. That distinction — segmentation versus matting — is exactly what a windblown ponytail, a fur collar, or a fern needs. The cost is real: it is a bigger model and more computation per edge, so it takes longer and prefers a GPU.

Why Best Quality prefers a GPU (and what happens without one)

When your browser supports WebGPU, Best Quality runs on the GPU for speed. When it does not — older browsers, certain drivers — it automatically falls back to the CPU path, which is slower but produces the same result. We also added a safety check: if the GPU path ever returns a suspiciously empty mask, the tool re-runs the image once on the CPU before trusting it, so a backend hiccup can no longer hand you a blank cutout. The background on why that fallback exists is in how Best Quality uses WebGPU with a WASM safety net.

Downloads and privacy

Both models download to your device the first time you use them and are cached afterwards, so the wait is a one-time cost per browser. Best Quality’s model is the larger of the two. Crucially, the models come to your device — your images never leave it. Every removal happens locally, which is why there is no upload step and no account.

The simple rule

Hard edge → Fast. Soft edge → Best Quality. If your subject has a clean manufactured outline, Fast will nail it in a second. If it has hair, fur, feathers, or motion blur, spend the extra seconds on Best Quality. When a result still looks wrong, the troubleshooting guide walks through the fixes symptom by symptom.