def apply_to_mask(self,
img,
pad_top=0,
pad_bottom=0,
pad_left=0,
pad_right=0,
**params):
return F.pad_with_params(img,
pad_top,
pad_bottom,
pad_left,
pad_right,
border_mode=self.mask_border_mode,
value=self.mask_value)
def apply(self,
img,
pad_top=0,
pad_bottom=0,
pad_left=0,
pad_right=0,
**params):
img = ALF.pad_with_params(img,
pad_top,
pad_bottom,
pad_left,
pad_right,
border_mode=self.border_mode,
value=self.value)
img = cv2.resize(img, self.size)
return img
def pad_to_square(img, fill: Union[Number, str, tuple] = 0):
h, w = img.shape[:2]
if w != h:
diff = max(w, h) - min(w, h)
d1 = int(diff / 2)
d2 = diff - d1
left, top, right, bottom = (0, d1, 0, d2) if w > h else (d1, 0, d2, 0)
img = AF.pad_with_params(img,
h_pad_top=top,
h_pad_bottom=bottom,
w_pad_left=left,
w_pad_right=right,
border_mode=cv2.BORDER_CONSTANT,
value=fill)
return img
def create_text_image(self, index, etc_text_params=None):
if random.random() <= self.same_text_in_batch_prob:
cur_unicode_list = self.cur_unicode_list
else:
cur_unicode_list = self._create_random_text()
self.cur_text_ing_before = "".join(
[chr(c) for c in cur_unicode_list])
if random.random() <= self.same_font_size_in_batch_prob:
font_size = self.cur_font_size
else:
font_size = random.choice(self.font_size_range)
text = "".join([chr(c) for c in cur_unicode_list])
self.cur_text_ing = text
if random.random() <= self.same_text_params_in_batch_prob:
char_params = self.cur_text_params
else:
char_params = self._get_text_params()
char_params['font_size'] = font_size
self.cur_params = char_params
self.cur_font = self.font_list[index]
# import uuid
# char_params['output_path'] = "../testimage/{}_{}_{}.jpg".format(self.cur_unicode_list[0], index,
# str(uuid.uuid4()))
# text_image_maker.create_text_image(text, self.font_list[index], **char_params)
char_params['output_path'] = None
char_params['auto_chance_color_when_same'] = True
char_params['raise_exception'] = False
char_params['return_mask'] = self.return_mask
# import json
# print(json.dumps(char_params))
# char_params = json.loads('{"color_mode": "RGB", "paddings": {"right": 0.1050272078196586, "top": 0.26090272932922254, "bottom": 0.17015320517900254, "left": 0.25837411687366774}, "text_border": null, "fg_color": [209, 235, 98, 166], "text_italic": false, "font_size": 15, "bg_img_path": "/home/irelin/resource/font_recognition/bgs/294.winterwax-500x500.jpg", "text_shadow": null, "use_img_persp_trans": true, "pos_ratio": [0.3, 0.2], "text_persp_trans_params": [-0.009976076882772873, 0.036253351174196216], "text_rotate": 14, "bg_img_width_ratio": 1.2, "text_blur": 0, "bg_img_height_ratio": 1.1, "use_bg_color": false, "bg_img_scale": 0.5601430892743575, "use_text_persp_trans": true, "use_binarize": false, "img_persp_trans_params": [-0.02296148027430462, 0.004213654695530833], "text_width_ratio": 1.0, "text_gradient": null, "output_path": null, "auto_chance_color_when_same": true, "text_height_ratio": 1.0}')
# if self.use_debug:
# print(os.path.basename(self.font_list[index]), text)
if etc_text_params:
char_params.update(etc_text_params)
img = text_image_maker.create_text_image(text, self.font_list[index],
**char_params)
if self.return_mask:
img, mask = img
if self.use_same_random_crop_in_batch:
height, width = img.shape[:2]
if width >= height:
img = F.smallest_max_size(img,
max_size=self.input_size,
interpolation=cv2.INTER_LINEAR)
else:
img = F.longest_max_size(img,
max_size=self.input_size,
interpolation=cv2.INTER_LINEAR)
pad_width = self.input_size - img.shape[:2][1]
left = pad_width // 2
right = pad_width - left
img = F.pad_with_params(img,
0,
0,
left,
right,
border_mode=cv2.BORDER_CONSTANT,
value=0)
height, width = img.shape[:2]
if width > self.input_size:
last_index = width - self.input_size
start_index = int(self.crop_start_ratio * last_index)
img = img[:, start_index:start_index + self.input_size, :]
if self.transform is not None:
img = self.transform(image=img)['image']
results = [img]
if self.return_mask:
results.append(mask)
if self.return_text:
results.append(text)
if len(results) > 1:
return results
else:
return img