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48
graphics/image_modification.py
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48
graphics/image_modification.py
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@ -0,0 +1,48 @@
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import os
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from typing import List
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from PIL import Image, ImageDraw, ImageFont, ImageFilter
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from PIL.Image import composite
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from BlurMe.ml.element_detection import BoundBox
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DIR_PATH = os.path.dirname(os.path.realpath(__file__))
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def show_image_with_boxes(
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in_image_path: str, bounding_boxes: List[BoundBox], out_image_path: str = None
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):
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img = Image.open(in_image_path)
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draw = ImageDraw.Draw(img)
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font_path = DIR_PATH + "/assets/fonts/arial.ttf"
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font = ImageFont.truetype(font_path, 25)
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for i, box in enumerate(bounding_boxes):
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draw.rectangle(box.get_params(), outline="red", width=2, fill=None)
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draw.text((box.x1 + 5, box.y1 + 5), str(i + 1), fill="red", font=font)
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if not out_image_path:
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out_image_path = (
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in_image_path.split(".")[0] + "_out." + in_image_path.split(".")[1]
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)
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img.save(out_image_path)
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def blur_boxes_on_image(
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in_image_path: str, bounding_boxes: List[BoundBox], out_image_path: str = None
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):
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img = Image.open(in_image_path)
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blur_img = img.filter(ImageFilter.GaussianBlur(radius=7))
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mask = Image.new("L", img.size, 255)
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draw_mask = ImageDraw.Draw(mask)
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for box in bounding_boxes:
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if box.selected:
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if box.object == "plate":
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draw_mask.rectangle(box.get_params(), fill=0)
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elif box.object == "face":
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draw_mask.ellipse(box.get_params(), fill=0)
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mask = mask.filter(ImageFilter.GaussianBlur(radius=3))
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img = composite(img, blur_img, mask)
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if not out_image_path:
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out_image_path = (
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in_image_path.split(".")[0] + "_blurred." + in_image_path.split(".")[1]
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)
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img.save(out_image_path)
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@ -2,7 +2,6 @@ import os
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from typing import List, Tuple
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import torch
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from PIL import Image, ImageDraw, ImageFont
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from ultralytics import YOLO
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@ -16,9 +15,12 @@ IOU_THRESH = 0.5
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class BoundBox:
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def __init__(self, x1, y1, x2, y2):
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def __init__(self, x1, y1, x2, y2, object=None):
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self.x1, self.y1, self.x2, self.y2 = x1, y1, x2, y2
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self.selected = True
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if object not in ["face", "plate"]:
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raise ValueError("object must be either 'face' or 'plate'")
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self.object = object
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def select(self):
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self.selected = True
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@ -41,29 +43,14 @@ def detect(image_path: str) -> List[BoundBox]:
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)
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plates = plates[0].cpu().numpy().boxes
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bounding_boxes = []
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for boxes in [faces, plates]:
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for boxes, tag in zip([faces, plates], ["face", "plate"]):
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for box in boxes:
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xyxyn = box.xyxy[0]
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x1 = int(xyxyn[0])
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y1 = int(xyxyn[1])
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x2 = int(xyxyn[2])
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y2 = int(xyxyn[3])
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bounding_boxes.append(BoundBox(x1, y1, x2, y2))
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bounding_boxes.append(BoundBox(x1, y1, x2, y2, tag))
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return bounding_boxes
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def show_image_with_boxes(
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in_image_path: str, bounding_boxes: List[BoundBox], out_image_path: str = None
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):
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img = Image.open(in_image_path)
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draw = ImageDraw.Draw(img)
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font_path = DIR_PATH + "/assets/fonts/arial.ttf"
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font = ImageFont.truetype(font_path, 25)
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for i, box in enumerate(bounding_boxes):
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draw.rectangle(box.get_params(), outline="red", width=2, fill=None)
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draw.text((box.x1 + 5, box.y1 + 5), str(i+1), fill="red", font=font)
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if not out_image_path:
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out_image_path = (
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in_image_path.split(".")[0] + "_out." + in_image_path.split(".")[1]
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)
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img.save(out_image_path)
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@ -1,6 +1,8 @@
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import unittest
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from unittest.mock import Mock, patch
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from element_detection import detect, show_image_with_boxes, BoundBox
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from element_detection import detect, BoundBox
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from BlurMe.graphics.image_modification import show_image_with_boxes
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class TestYourModule(unittest.TestCase):
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