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BiRefNet_HR

Image Segmentation
BiRefNet
Safetensors
background-removal
mask-generation
Dichotomous Image Segmentation
Camouflaged Object Detection
Salient Object Detection
pytorch_model_hub_mixin
model_hub_mixin
custom_code
Model card Files
xet
Community
ZhengPeng7 commited on
Commit
707a63f
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1 Parent(s): 1b2860f

Add complete metric scores of BiRefNet_HR and BiRefNet for general use.

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  1. README.md +8 -4
README.md CHANGED
@@ -15,10 +15,14 @@ license: mit
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  > This BiRefNet was trained with images in `2048x2048` for higher resolution inference.
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  ### Performance:
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- | Dataset | Method | maxFm | wFmeasure | MAE | Smeasure | meanEm | HCE | maxEm | meanFm | adpEm | adpFm | mBA | maxBIoU | meanBIoU |
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- | :------: | :------: | :------: | :------: | :------: | :------: | :------: | :------: | :------: | :------: | :------: | :------: | :------: | :------: | :------: |
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- | DIS-VD | **BiRefNet_HR**-general-epoch_130 | .925 | .894 | .026 | .927 | .952 | 811 | .960 | .909 | .944 | .888 | .828 | .837 | .817 |
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- | DIS-VD | [**BiRefNet**-general-epoch_244](https://huggingface.co/ZhengPeng7/BiRefNet) | .907 | .875 | .033 | .911 | .943 | 1069 | .953 | .892 | .944 | .879 | .000 | .000 | .000 |
 
 
 
 
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  <h1 align="center">Bilateral Reference for High-Resolution Dichotomous Image Segmentation</h1>
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  > This BiRefNet was trained with images in `2048x2048` for higher resolution inference.
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  ### Performance:
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+ > All tested in FP16 mode.
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+
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+ | Dataset | Method | Resolution | maxFm | wFmeasure | MAE | Smeasure | meanEm | HCE | maxEm | meanFm | adpEm | adpFm | mBA | maxBIoU | meanBIoU |
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+ | :------: | :------: | :------: | :------: | :------: | :------: | :------: | :------: | :------: | :------: | :------: | :------: | :------: | :------: | :------: | :------: |
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+ | DIS-VD | **BiRefNet_HR**-general-epoch_130 | 2048x2048 | .925 | .894 | .026 | .927 | .952 | 811 | .960 | .909 | .944 | .888 | .828 | .837 | .817 |
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+ | DIS-VD | **BiRefNet_HR**-general-epoch_130 | 1024x1024 | .876 | .840 | .041 | .893 | .913 | 1348 | .926 | .860 | .930 | .857 | .765 | .769 | .742 |
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+ | DIS-VD | [**BiRefNet**-general-epoch_244](https://huggingface.co/ZhengPeng7/BiRefNet) | 2048x2048 | .888 | .858 | .037 | .898 | .934 | 811 | .941 | .878 | .927 | .862 | .802 | .790 | .776 |
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+ | DIS-VD | [**BiRefNet**-general-epoch_244](https://huggingface.co/ZhengPeng7/BiRefNet) | 1024x1024 | .908 | .877 | .034 | .912 | .943 | 1128 | .953 | .894 | .944 | .881 | .796 | .812 | .789 |
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  <h1 align="center">Bilateral Reference for High-Resolution Dichotomous Image Segmentation</h1>
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