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BiRefNet Toonout GGUF

ToonOut is a fine-tuned variant of BiRefNet specialized for background removal in anime-style images. The weights in this repository are converted for lightweight inference on consumer hardware with vision.cpp.

KindOtherBase modeljoelseytre/toonoutVersionBi Ref Net Toon Out F16Bgrade

Model source

Kind
Other
File size
420 MB
Base model
joelseytre/toonout
Version
vBi Ref Net Toon Out F16
Updated
Oct 9, 2026
Source
Hugging Face

Source description

GGUF models for ToonOut

ToonOut is a fine-tuned variant of BiRefNet specialized for background removal in anime-style images. The weights in this repository are converted for lightweight inference on consumer hardware with vision.cpp.

Run

Example inference with vision.cpp:

CLI

vision-cli birefnet -m BiRefNet-ToonOut-F16.gguf -i input.png -o mask.png --composite comp.png

C++

image_data image      = image_load("input.png");
backend_device device = backend_init();
birefnet_model model  = birefnet_load_model("BiRefNet-ToonOut-F16.gguf", device);
image_data mask       = birefnet_compute(model, image);
image_save(mask, "mask.png");

Sources

1 source
Hugging FacePrimaryVersion 6432acdc89baac1dd8bf3a59caa0e527580740e0
huggingface.co/Acly/BiRefNet-toonout-GGUF/tree/6432acdc89baac1dd8bf3a59caa0e527580740e0

Verified Oct 9

Model artifacts

1 artifact

BiRefNet-ToonOut-F16.gguf

gguf · 420 MB · SHA-256 0ee521ea2a66…7689 · Hugging Face

Download file

Source excerpts

2 excerpts

--- license: mit base_model: joelseytre/toonout tags: - background-removal - mask-generation - Dichotomous Image Segmentation - anime - vision.cpp pipeline_tag: image-segmentation --- # GGUF models for ToonOut ToonOut is a fine-tuned variant of BiRefNet specialized for background removal in anime-style images. The weights in this repository are converted for lightweight inference on consumer hardware with [vision.cpp](https://github.com/Acly/vision.cpp). * Original repository: [MatteoKartoon/BiRefNet (Github)](https://github.com/MatteoKartoon/BiRefNet) * Original weights: [joelseytre/toonout (HuggingFace)](https://huggingface.co/joelseytre/toonout) ## Run Example inference with [vision.cpp](https://github.com/Acly/vision.cpp): #### CLI ```sh vision-cli birefnet -m BiRefNet-ToonOut-F16.gguf -i input.png -o mask.png --composite comp.png ``` #### C++ ```c++ image_data image = image_load("input.png"); backend_device device = backend_init(); birefnet_model model = birefnet_load_model("BiRefNet-ToonOut-F16.gguf", device); image_data mask = birefnet_compute(model, image); image_save(mask, "mask.png"); ```

Source context: 34 downloads · 0 likes · Pipeline image-segmentation · Repo Acly/BiRefNet-toonout-GGUF