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[Colab Demo Code] OneFormer: One Transformer to Rule Universal Image Segmentation.

Home Page: https://praeclarumjj3.github.io/oneformer

License: MIT License

Python 84.59% Shell 0.22% C++ 1.51% Cuda 13.68%
ade20k cityscapes coco image-segmentation instance-segmentation oneformer panoptic-segmentation semantic-segmentation transformer universal-segmentation

oneformer-colab's Introduction

OneFormer Colab Demo

Framework: PyTorch HuggingFace space HuggingFace transformers YouTube License

PWC PWC PWC PWC PWC PWC PWC PWC PWC PWC PWC PWC

Jitesh Jain, Jiachen Li†, MangTik Chiu†, Ali Hassani, Nikita Orlov, Humphrey Shi

† Equal Contribution

[Project Page] [arXiv] [GitHub] [BibTeX]

This repo contains the code for the colab demo for our paper OneFormer: One Transformer to Rule Universal Image Segmentation. For more information about OneFormer, please check out our Project Page and GitHub repo.

Citation

If you found OneFormer useful in your research, please consider starring ⭐ us on GitHub and citing 📚 us in your research!

@inproceedings{jain2023oneformer,
      title={{OneFormer: One Transformer to Rule Universal Image Segmentation}},
      author={Jitesh Jain and Jiachen Li and MangTik Chiu and Ali Hassani and Nikita Orlov and Humphrey Shi},
      journal={CVPR}, 
      year={2023}
    }

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oneformer-colab's Issues

Get one segment using label or index

Hello my question is how can i get a single segment of image by passing either class index or class name.

#@title C. Run Inference (CPU)
#@markdown Specify the task. Default: panoptic. Execution may take upto 2 minutes

task = "panoptic" #@param
%load_ext autotime
out = TASK_INFER[task](img, predictor, metadata).get_image()
cv2_imshow(out[:, :, ::-1])

This code returns me an image with segmentation and labeled image.

But lets say i just want to extract the specific segment of a target class from this image.. for example segment of tree from whole picture. how can i do that.

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