6411c9079a834fd7549ab4593261a3619519eb02,imgaug/augmenters/size.py,CropAndPad,_augment_images,#CropAndPad#Any#Any#Any#Any#,979

Before Change

        result = []
        nb_images = len(images)
        rngs = random_state.duplicate(nb_images)
        for i in sm.xrange(nb_images):
            height, width = images[i].shape[0:2]
            crop_top, crop_right, crop_bottom, crop_left, \
                pad_top, pad_right, pad_bottom, pad_left, pad_mode, \
                pad_cval = self._draw_samples_image(rngs[i], height, width)

            image_cr = images[i][crop_top:height-crop_bottom,
                                 crop_left:width-crop_right,
                                 :]

            image_cr_pa = ia.pad(
                image_cr, top=pad_top, right=pad_right, bottom=pad_bottom,
                left=pad_left, mode=pad_mode, cval=pad_cval)

            if self.keep_size:
                image_cr_pa = ia.imresize_single_image(image_cr_pa,
                                                       (height, width))

            result.append(image_cr_pa)

        if ia.is_np_array(images):
            if self.keep_size:
                result = np.array(result, dtype=images.dtype)
            else:

After Change

            samples = self._draw_samples_image(rng, height, width)

            x1, y1, x2, y2 = samples.to_crop_xyxy(image.shape)
            image_cr = image[y1:y2, x1:x2, ...]

            image_cr_pa = ia.pad(
                image_cr,
                top=samples.pad_top, right=samples.pad_right,

Instances