Merge pull request #21 from BrainLesion/feats/preprocessor

Feats/preprocessor

Author: IsraMekki0

brainles_preprocessing/brain_extraction/__init__.py

@@ -1 +1 @@
-from .brain_extraction import brain_extractor, apply_mask
+from .brain_extractor import HDBetExtractor

brainles_preprocessing/brain_extraction/bashhdbet.py

@@ -0,0 +1,61 @@
+from abc import abstractmethod
+
+import nibabel as nib
+import numpy as np
+
+from brainles_hd_bet import run_hd_bet
+
+
+class BrainExtractor:
+    @abstractmethod
+    def extract(
+        self,
+        input_image,
+        output_image,
+        log_file,
+        mode,
+    ):
+        pass
+
+    def apply_mask(
+        self,
+        input_image,
+        mask_image,
+        output_image,
+    ):
+        """masks images with brain masks"""
+        inputnifti = nib.load(input_image)
+        mask = nib.load(mask_image)
+
+        # mask it
+        masked_file = np.multiply(inputnifti.get_fdata(), mask.get_fdata())
+        masked_file = nib.Nifti1Image(masked_file, inputnifti.affine, inputnifti.header)
+
+        # save it
+        nib.save(masked_file, output_image)
+
+
+class HDBetExtractor(BrainExtractor):
+    def extract(
+        self,
+        input_image,
+        masked_image,
+        # TODO implement logging!
+        log_file,
+        mode="accurate",
+    ):
+        # GPU + accurate + TTA
+        """skullstrips images with HD-BET generates a skullstripped file and mask"""
+        run_hd_bet(
+            mri_fnames=[input_image],
+            output_fnames=[masked_image],
+            # device=0,
+            # TODO consider postprocessing
+            # postprocess=False,
+            mode=mode,
+            device=0,
+            postprocess=False,
+            do_tta=True,
+            keep_mask=True,
+            overwrite=True,
+        )