Instructions to use nobg/BiRefNet with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- nobg
How to use nobg/BiRefNet with nobg:
pip install nobg
import torch from loadimg import load_img from nobg import AutoModel, AutoProcessor model = AutoModel.from_pretrained("nobg/BiRefNet").eval() processor = AutoProcessor.from_pretrained("nobg/BiRefNet") image = load_img("input.jpg").convert("RGB") inputs = processor(image, return_tensors="pt") with torch.no_grad(): outputs = model(pixel_values=inputs["pixel_values"]) alpha = processor.post_process_alpha_matting(outputs, target_sizes=[(image.height, image.width)])[0] processor.cutout(image, alpha).save("output.png") - BiRefNet
How to use nobg/BiRefNet with BiRefNet:
# Option 1: use with transformers from transformers import AutoModelForImageSegmentation birefnet = AutoModelForImageSegmentation.from_pretrained("nobg/BiRefNet", trust_remote_code=True)# Option 2: use with BiRefNet # Install from https://github.com/ZhengPeng7/BiRefNet from models.birefnet import BiRefNet model = BiRefNet.from_pretrained("nobg/BiRefNet") - Notebooks
- Google Colab
- Kaggle
metadata
library_name: nobg
tags:
- birefnet
- model_hub_mixin
- nobg
- pytorch_model_hub_mixin
This model has been pushed to the Hub using the PytorchModelHubMixin integration.
Library: nobg
how to load
pip install nobg
use the AutoModel class
from nobg import AutoModel
model = AutoModel.from_pretrained("nobg/BiRefNet")
or you can use the model class directly
from nobg import BiRefNet
model = BiRefNet.from_pretrained("nobg/BiRefNet")
Citation
If you use this model, please cite the original paper (https://arxiv.org/abs/2401.03407):
@article{zheng2024birefnet,
title={Bilateral Reference for High-Resolution Dichotomous Image Segmentation},
author={Zheng, Peng and Gao, Dehong and Fan, Deng-Ping and Liu, Li and
Laaksonen, Jorma and Ouyang, Wanli and Sebe, Nicu},
journal={CAAI Artificial Intelligence Research},
year={2024}
}
Contributions
Any contributions are welcome at https://github.com/feyninc/nobg