def _get_img_with_all_operations():
logger.debug(operations)
b = operations.brightness
c = operations.contrast
s = operations.sharpness
img = _img_preview
if b != 0:
img = img_helper.brightness(img, b)
if c != 0:
img = img_helper.contrast(img, c)
if s != 0:
img = img_helper.sharpness(img, s)
if operations.rotation_angle:
img = img_helper.rotate(img, operations.rotation_angle)
if operations.flip_left:
img = img_helper.flip_left(img)
if operations.flip_top:
img = img_helper.flip_top(img)
if operations.size:
img = img_helper.resize(img, *operations.size)
return img
def init():
"""Get and parse parameters from console"""
args = sys.argv[1:]
if len(args) == 0:
logger.error("-p can't be empty")
raise ValueError("-p can't be empty")
logger.debug(f"run with params: {args}")
# transform arguments from console
opts, rem = getopt.getopt(
args, "p:",
["rotate=", "resize=", "color_filter=", "flip_top", "flip_left"])
rotate_angle = resize = color_filter = flip_top = flip_left = None
path = None
for opt, arg in opts:
if opt == "-p":
path = arg
elif opt == "--rotate":
rotate_angle = int(arg)
elif opt == "--resize":
resize = arg
elif opt == "--color_filter":
color_filter = arg
elif opt == "--flip_top":
flip_top = True
elif opt == "--flip_left":
flip_left = arg
if not path:
raise ValueError("No path")
img = img_helper.get_img(path)
if rotate_angle:
img = img_helper.rotate(img, rotate_angle)
if resize:
w, h = map(int, resize.split(','))
img = img_helper.resize(img, w, h)
if color_filter:
img = img_helper.color_filter(img, color_filter)
if flip_left:
img = img_helper.flip_left(img)
if flip_top:
img = img_helper.flip_top(img)
if __debug__:
img.show()
def _get_img_with_all_operations():
b = operations.brightness
c = operations.contrast
s = operations.sharpness
img = _img_preview
if b != 0:
img = img_helper.brightness(img, b)
if c != 0:
img = img_helper.contrast(img, c)
if s != 0:
img = img_helper.sharpness(img, s)
if operations.rotation_angle:
img = img_helper.rotate(img, operations.rotation_angle)
if operations.flip_left:
img = img_helper.flip_left(img)
if operations.flip_top:
img = img_helper.flip_top(img)
if operations.size:
img = img_helper.resize(img, *operations.size)
if operations.red != operations.red_prev:
img = img_helper.hist_red(img, operations.red, operations.red_prev)
operations.red_prev = operations.red
if operations.green != operations.green_prev:
img = img_helper.hist_green(img, operations.green,
operations.green_prev)
operations.green_prev = operations.green
if operations.blue != operations.blue_prev:
img = img_helper.hist_blue(img, operations.blue, operations.blue_prev)
operations.blue_prev = operations.blue
return img
def interpreter(self, s, img, img_path=''):
if s.data == 'tuning':
tmp = 1 if s.children[0] == 'increase' else -1
attr = s.children[1]
val = int(s.children[2])
print(tmp, attr, val)
elif s.data == 'set_filter':
filter_name = s.children[0]
return img_helper.color_filter(img, filter_name)
elif s.data == 'flip':
flip_dir = s.children[0]
if flip_dir == 'vertically':
return img_helper.flip_top(img)
elif flip_dir == 'horizontally':
return img_helper.flip_left(img)
elif s.data == 'detect':
print(img_path)
if self.yolo is None:
self.yolo = Yolo()
self.agender = Agender()
self.emotion = Emotion()
if img_path != self.img_path:
self.img_path = img_path
self.persons = []
self.objects = []
objects = self.yolo.detect(img_path)
faces = self.agender.detect(img_path)
emotions = self.emotion.detect(img_path)
font_path = "/Users/woffee/www/language_design/prototype/font_consolas/CONSOLA.TTF"
font = ImageFont.truetype(font_path, 20)
fw = 11
fh = 16
msg = []
draw = ImageDraw.Draw(img)
for i, box in enumerate(objects):
l = box['left']
t = box['top']
b = box['bottom']
r = box['right']
label = box['class']
self.objects.append({
'left': l,
'top': t,
'bottom': b,
'right': r,
'class': label
})
if label == 'person':
self.persons.append({
'left': l,
'top': t,
'bottom': b,
'right': r,
'gender': '',
'age': 0,
'emotion': ''
})
else:
draw.rectangle(((l, t), (r, b)), outline='blue')
txt_width = fw * len(label)
draw.rectangle(((l, t), (l + txt_width, t + fh)),
fill="blue")
draw.text((l, t), label, font=font)
for i, box in enumerate(faces):
l = box['left']
t = box['top']
b = box['bottom']
r = box['right']
gender = 'male' if box['gender'] < 0.5 else 'female'
age = box['age']
label = gender + ", %.2f" % age
print(" * Agender: " + label)
# msg.append(" * Agender: " + label)
score = 0
for i, p in enumerate(self.persons):
area = self.computeArea(l, t, r, b, p['left'], p['top'],
p['right'], p['bottom'])
s = area / ((r - l) * (b - t))
if s > 0.5:
self.persons[i]['age'] = age
self.persons[i]['gender'] = gender
for i, box in enumerate(emotions):
l = box['left']
t = box['top']
b = box['bottom']
r = box['right']
emo = box['emotion']
print(" * Emotion: " + emo)
# msg.append(" * Emotion: " + emo)
for i, p in enumerate(self.persons):
area = self.computeArea(l, t, r, b, p['left'], p['top'],
p['right'], p['bottom'])
if (r - l) * (b - t) > 0:
s = area / ((r - l) * (b - t))
if s > 0.5:
self.persons[i]['emotion'] = emo
# draw.rectangle(((l, t), (r, b)), outline='yellow')
# txt_width = fw * len(emo)
# draw.rectangle(((l, t), (l + txt_width, t + fh)), fill="black")
# draw.text((l, t), emo, font=font)
for i, box in enumerate(self.persons):
l = box['left']
t = box['top']
b = box['bottom']
r = box['right']
draw.rectangle(((l, t), (r, b)), outline='blue')
gender_age = box['gender']
if box['age'] > 0:
gender_age = gender_age + ", age %.2f" % box['age']
emotion = box['emotion']
txt_width = fw * len(gender_age)
draw.rectangle(((l, t), (l + txt_width, t + fh)), fill="blue")
draw.text((l, t), gender_age, font=font)
txt_width = fw * len(emotion)
draw.rectangle(((l, t + fh), (l + txt_width, t + fh * 2)),
fill="blue")
draw.text((l, t + fh), emotion, font=font)
self.msg = " * done"
elif s.data == 'how_many':
str = s.children[0]
str = self.remove_s(str)
num = 0
for obj in self.objects:
if obj['class'] == str:
num += 1
self.msg = " * %d %s(s)" % (num, str)
elif s.data == 'tag_objects':
img = self.original_img.copy()
str = s.children[0]
str = self.remove_s(str)
msg = []
draw = ImageDraw.Draw(img)
font_path = "/Users/woffee/www/language_design/prototype/font_consolas/CONSOLA.TTF"
font = ImageFont.truetype(font_path, 20)
fw = 11
fh = 16
for i, box in enumerate(self.objects):
if str == box['class']:
l = box['left']
t = box['top']
b = box['bottom']
r = box['right']
label = box['class']
print(" * Yolo: " + label)
msg.append(" * Yolo: " + label)
draw.rectangle(((l, t), (r, b)), outline='blue')
txt_width = fw * len(label)
draw.rectangle(((l, t), (l + txt_width, t + fh)),
fill="blue")
draw.text((l, t), label, font=font)
self.msg = "\n".join(msg)
elif s.data == 'show_statistics':
statistics = {}
for o in self.objects:
if o['class'] not in statistics.keys():
statistics[o['class']] = 1
else:
statistics[o['class']] += 1
msg = []
for k in statistics.keys():
v = statistics[k]
msg.append(" * %d %s(s)" % (v, k))
self.msg = "\n".join(msg)
elif s.data == 'detect_food':
self.detect_food(img_path)
elif s.data == 'image_segmentation':
img = self.image_segmentation(img_path)
return img