def extract_from_image(self, image):
        """
        Extract the image pixels within the polygon.

        This function will zero-pad the image if the polygon is partially/fully outside of
        the image.

        Parameters
        ----------
        image : (H,W) ndarray or (H,W,C) ndarray
            The image from which to extract the pixels within the polygon.

        Returns
        -------
        result : (H',W') ndarray or (H',W',C) ndarray
            Pixels within the polygon. Zero-padded if the polygon is partially/fully
            outside of the image.

        """
        ia.do_assert(image.ndim in [2, 3])
        if len(self.exterior) <= 2:
            raise Exception("Polygon must be made up of at least 3 points to extract its area from an image.")

        bb = self.to_bounding_box()
        bb_area = bb.extract_from_image(image)
        if self.is_out_of_image(image, fully=True, partly=False):
            return bb_area

        xx = self.xx_int
        yy = self.yy_int
        xx_mask = xx - np.min(xx)
        yy_mask = yy - np.min(yy)
        height_mask = np.max(yy_mask)
        width_mask = np.max(xx_mask)

        rr_face, cc_face = skimage.draw.polygon(yy_mask, xx_mask, shape=(height_mask, width_mask))

        mask = np.zeros((height_mask, width_mask), dtype=np.bool)
        mask[rr_face, cc_face] = True

        if image.ndim == 3:
            mask = np.tile(mask[:, :, np.newaxis], (1, 1, image.shape[2]))

        return bb_area * mask
def extract_from_image(self, image):
        """
        Extract the image pixels within the polygon.

        This function will zero-pad the image if the polygon is partially/fully outside of
        the image.

        Parameters
        ----------
        image : (H,W) ndarray or (H,W,C) ndarray
            The image from which to extract the pixels within the polygon.

        Returns
        -------
        result : (H',W') ndarray or (H',W',C) ndarray
            Pixels within the polygon. Zero-padded if the polygon is partially/fully
            outside of the image.

        """
        ia.do_assert(image.ndim in [2, 3])
        if len(self.exterior) <= 2:
            raise Exception("Polygon must be made up of at least 3 points to extract its area from an image.")

        bb = self.to_bounding_box()
        bb_area = bb.extract_from_image(image)
        if self.is_out_of_image(image, fully=True, partly=False):
            return bb_area

        xx = self.xx_int
        yy = self.yy_int
        xx_mask = xx - np.min(xx)
        yy_mask = yy - np.min(yy)
        height_mask = np.max(yy_mask)
        width_mask = np.max(xx_mask)

        rr_face, cc_face = skimage.draw.polygon(yy_mask, xx_mask, shape=(height_mask, width_mask))

        mask = np.zeros((height_mask, width_mask), dtype=np.bool)
        mask[rr_face, cc_face] = True

        if image.ndim == 3:
            mask = np.tile(mask[:, :, np.newaxis], (1, 1, image.shape[2]))

        return bb_area * mask
def extract_from_image ( self , image ) : ia . do_assert ( image . ndim in [ 2 , 3 ] ) if len ( self . exterior ) <= 2 : raise Exception ( "Polygon must be made up of at least 3 points to extract its area from an image." ) bb = self . to_bounding_box ( ) bb_area = bb . extract_from_image ( image ) if self . is_out_of_image ( image , fully = True , partly = False ) : return bb_area xx = self . xx_int yy = self . yy_int xx_mask = xx - np . min ( xx ) yy_mask = yy - np . min ( yy ) height_mask = np . max ( yy_mask ) width_mask = np . max ( xx_mask ) rr_face , cc_face = skimage . draw . polygon ( yy_mask , xx_mask , shape = ( height_mask , width_mask ) ) mask = np . zeros ( ( height_mask , width_mask ) , dtype = np . bool ) mask [ rr_face , cc_face ] = True if image . ndim == 3 : mask = np . tile ( mask [ : , : , np . newaxis ] , ( 1 , 1 , image . shape [ 2 ] ) ) return bb_area * mask
Extract the image pixels within the polygon.

        This function will zero-pad the image if the polygon is partially/fully outside of
        the image.

        Parameters
        ----------
        image : (H,W) ndarray or (H,W,C) ndarray
            The image from which to extract the pixels within the polygon.

        Returns
        -------
        result : (H',W') ndarray or (H',W',C) ndarray
            Pixels within the polygon. Zero-padded if the polygon is partially/fully
            outside of the image.
Extract the image pixels within the polygon .