import numpy as np from . import BaseMixin class BBCropMixin(BaseMixin): def __init__(self, crop_to_bb=False, crop_uniform=False, *args, **kwargs): super(BBCropMixin, self).__init__(*args, **kwargs) self.crop_to_bb = crop_to_bb self.crop_uniform = crop_uniform def bounding_box(self, i): bbox = self._get("bounding_box", i) x,y,w,h = [bbox[attr] for attr in "xywh"] if self.crop_uniform: x0 = x + w//2 y0 = y + h//2 crop_size = max(w//2, h//2) x,y = max(x0 - crop_size, 0), max(y0 - crop_size, 0) w = h = crop_size * 2 return x,y,w,h def get_example(self, i): im_obj = super(BBCropMixin, self).get_example(i) if self.crop_to_bb: bb = self.bounding_box(i) return im_obj.crop(*bb) return im_obj class PartsInBBMixin(BaseMixin): def __init__(self, parts_in_bb=False, *args, **kwargs): super(PartsInBBMixin, self).__init__(*args, **kwargs) self.parts_in_bb = parts_in_bb def get_example(self, i): im_obj = super(PartsInBBMixin, self).get_example(i) if self.parts_in_bb: bb = self.bounding_box(i) return im_obj.hide_parts_outside_bb(*bb) return im_obj class PartCropMixin(BaseMixin): def __init__(self, return_part_crops=False, *args, **kwargs): super(PartCropMixin, self).__init__(*args, **kwargs) self.return_part_crops = return_part_crops def get_example(self, i): im_obj = super(PartCropMixin, self).get_example(i) if self.return_part_crops: return im_obj.part_crops(self.ratio) return im_obj class PartRevealMixin(BaseMixin): def __init__(self, reveal_visible=False, *args, **kwargs): super(PartRevealMixin, self).__init__(*args, **kwargs) self.reveal_visible = reveal_visible def get_example(self, i): im_obj = super(PartRevealMixin, self).get_example(i) assert hasattr(self, "ratio"), "\"ratio\" attribute is missing!" if not self.reveal_visible: return im_obj.reveal_visible(self.ratio) return im_obj class UniformPartMixin(BaseMixin): def __init__(self, uniform_parts=False, ratio=None, *args, **kwargs): super(UniformPartMixin, self).__init__(*args, **kwargs) self.uniform_parts = uniform_parts self.ratio = ratio def get_example(self, i): im_obj = super(UniformPartMixin, self).get_example(i) if self.uniform_parts: return im_obj.uniform_parts(self.ratio) return im_obj class RandomBlackOutMixin(BaseMixin): def __init__(self, seed=None, rnd_select=False, n_parts=None, *args, **kwargs): super(RandomBlackOutMixin, self).__init__(*args, **kwargs) self.rnd = np.random.RandomState(seed) self.rnd_select = rnd_select self.n_parts = n_parts def get_example(self, i): im_obj = super(RandomBlackOutMixin, self).get_example(i) if self.rnd_select: return im_obj.select_random_parts(rnd=self.rnd, n_parts=self.n_parts) return im_obj # some shortcuts class PartMixin(RandomBlackOutMixin, PartsInBBMixin, UniformPartMixin, BBCropMixin): """ TODO! """ class RevealedPartMixin(PartRevealMixin, PartMixin): """ TODO! """ class CroppedPartMixin(PartCropMixin, PartMixin): """ TODO! """