Image Segmentation
Flair
Keras
tensorflow
medical-imaging
white-matter-hyperintensities
mri
deep-learning
neurology
multiple-sclerosis
Instructions to use Bawil/wmh_leverage_normal_abnormal_segmentation with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Flair
How to use Bawil/wmh_leverage_normal_abnormal_segmentation with Flair:
from flair.models import SequenceTagger tagger = SequenceTagger.load("Bawil/wmh_leverage_normal_abnormal_segmentation") - Keras
How to use Bawil/wmh_leverage_normal_abnormal_segmentation with Keras:
# Available backend options are: "jax", "torch", "tensorflow". import os os.environ["KERAS_BACKEND"] = "jax" import keras model = keras.saving.load_model("hf://Bawil/wmh_leverage_normal_abnormal_segmentation") - Notebooks
- Google Colab
- Kaggle
Download transunet/tables/latex_table.tex from Bawil/wmh_leverage_normal_abnormal_segmentation: direct link, hf CLI and curl.
- Browser
- Download file 516 Bytes
-
https://huggingface.co/Bawil/wmh_leverage_normal_abnormal_segmentation/resolve/f4d9c79455fcf4b46331a1ac32fcc23a0646afd4/transunet/tables/latex_table.tex
- Command line
-
hf download hf://Bawil/wmh_leverage_normal_abnormal_segmentation@f4d9c79455fcf4b46331a1ac32fcc23a0646afd4/transunet/tables/latex_table.tex
-
curl -L -o latex_table.tex https://huggingface.co/Bawil/wmh_leverage_normal_abnormal_segmentation/resolve/f4d9c79455fcf4b46331a1ac32fcc23a0646afd4/transunet/tables/latex_table.tex
516 Bytes
| \begin{table} | |
| \caption{Performance comparison between binary and three-class segmentation approaches} | |
| \label{tab:performance_comparison} | |
| \begin{tabular}{lllllllll} | |
| \toprule | |
| Scenario & Accuracy & Precision & Recall & Specificity & Dice & IoU & HD95 & ASSD \\ | |
| \midrule | |
| Binary Classification (Processed) & 0.9860 & 0.3462 & 0.9650 & 0.9997 & 0.5096 & 0.3419 & NaN & NaN \\ | |
| Three-class Classification (Processed) & 0.9946 & 0.6029 & 0.8342 & 0.9987 & 0.7000 & 0.5384 & NaN & NaN \\ | |
| \bottomrule | |
| \end{tabular} | |
| \end{table} | |