arielreplicate/ dichotomous_image_segmentation

Highly Accurate Dichotomous Image Segmentation (ECCV 2022)

Run time and cost

This model runs on Nvidia A100 (40GB) GPU hardware. Predictions typically complete within 1 seconds. The predict time for this model varies significantly based on the inputs.

Readme

Highly Accurate Dichotomous Image Segmentation (ECCV 2022)

Segment an image to background / foreground

Citation

@InProceedings{qin2022,
      author={Xuebin Qin and Hang Dai and Xiaobin Hu and Deng-Ping Fan and Ling Shao and Luc Van Gool},
      title={Highly Accurate Dichotomous Image Segmentation},
      booktitle={ECCV},
      year={2022}
}

@InProceedings{Qin_2020_PR,
      title = {U2-Net: Going Deeper with Nested U-Structure for Salient Object Detection},
      author = {Qin, Xuebin and Zhang, Zichen and Huang, Chenyang and Dehghan, Masood and Zaiane, Osmar and Jagersand, Martin},
      journal = {Pattern Recognition},
      volume = {106},
      pages = {107404},
      year = {2020}
}

@InProceedings{Qin_2019_CVPR,
        author = {Qin, Xuebin and Zhang, Zichen and Huang, Chenyang and Gao, Chao and Dehghan, Masood and Jagersand, Martin},
        title = {BASNet: Boundary-Aware Salient Object Detection},
        booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
        month = {June},
        year = {2019}
}

@article{qin2021boundary,
       title={Boundary-aware segmentation network for mobile and web applications},
       author={Qin, Xuebin and Fan, Deng-Ping and Huang, Chenyang and Diagne, Cyril and Zhang, Zichen and Sant'Anna, Adri{\`a} Cabeza and Suarez, Albert and Jagersand, Martin and Shao, Ling},
       journal={arXiv preprint arXiv:2101.04704},
       year={2021}
}