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Cutcraft — our own engine: IS-Net + halo erode + despeckle +
Photoroom foreground estimation (ICIP 2021).
Color decontamination removes background halos at semi-transparent edges — cleaner than raw model output.
Benchmark: 409 DIS5K-VD images (product-relevant categories: Tool, Kitchenware, Accessories).
All engines open-source: IS-Net (Apache-2.0), U2-Net (Apache-2.0), BEN2 (MIT), BiRefNet (MIT), MODNet (Apache-2.0).
Sample images from rembg (MIT). Built by ERPFit.
Color decontamination removes background halos at semi-transparent edges — cleaner than raw model output.
| Engine | IoU | bandIoU | Speed | |
|---|---|---|---|---|
| Cutcraft | 0.945 | 0.928 | ~2.5s | best quality |
| IS-Net | 0.945 | 0.928 | ~2.3s | |
| IS-Net Fast | 0.942 | 0.926 | ~1.3s | 1.8× faster |
| BEN2 | 0.920 | 0.897 | ~5s | |
| BiRefNet | 0.914 | 0.898 | ~6s | best for portraits |
Benchmark: 409 DIS5K-VD images (product-relevant categories: Tool, Kitchenware, Accessories).
All engines open-source: IS-Net (Apache-2.0), U2-Net (Apache-2.0), BEN2 (MIT), BiRefNet (MIT), MODNet (Apache-2.0).
Sample images from rembg (MIT). Built by ERPFit.