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Safeguard against background removal pipeline precision issues #1255

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merged 1 commit into from
Mar 25, 2025

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@xenova xenova commented Mar 24, 2025

This PR safeguards against precision issues of the sigmoid node, specifically affecting the modnet model (only in CPU/WASM, not WebGPU).

Before After (fixed)
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This is because the code which detects whether the model output is already normalized assumes (correctly) that the output from a sigmoid node should be between 0 and 1, but the onnxruntime implementation sometimes outputs values above 1 or below 0.

image

See microsoft/onnxruntime#23943 for more information.

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The docs for this PR live here. All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.

@xenova xenova merged commit 2c9991b into main Mar 25, 2025
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@xenova xenova deleted the fix-background-removal-precision-issues branch March 25, 2025 04:28
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