Charles Kabui
commited on
Commit
·
a84ccd1
1
Parent(s):
edf3369
tests and analysis
Browse files- data/preview.ipynb +2 -2
- utils/visualize_bboxes_on_image.py +62 -22
data/preview.ipynb
CHANGED
@@ -214,8 +214,8 @@
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" label_rectangle_color='black',\n",
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" label_text_size=14,\n",
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" label_text_padding=5,\n",
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"
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"
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"\n",
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"def format_name(file_name: str):\n",
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" name_, ext_ = file_name.split('.')\n",
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" label_rectangle_color='black',\n",
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" label_text_size=14,\n",
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" label_text_padding=5,\n",
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" label_rectangle_left_margin=0,\n",
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" label_rectangle_top_margin=0,)\n",
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"\n",
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"def format_name(file_name: str):\n",
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" name_, ext_ = file_name.split('.')\n",
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utils/visualize_bboxes_on_image.py
CHANGED
@@ -6,8 +6,19 @@ import requests
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from typing import List
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from functools import cache
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@cache
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def get_font(path_or_url: str = 'https://github.com/googlefonts/roboto/raw/main/src/hinted/Roboto-Regular.ttf', size: int =
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if urlparse(path_or_url).scheme in ["http", "https"]: # Online
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return ImageFont.truetype(requests.get(path_or_url, stream=True).raw, size=size)
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else: # Local
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@@ -17,15 +28,15 @@ def visualize_bboxes_on_image(
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image: Image.Image,
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bboxes: List[List[int]],
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titles: List[str] = None,
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width =
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bbox_color="
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label_text_color="
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label_rectangle_color="
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'''
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Visualize bounding boxes on an image
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Args:
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@@ -42,7 +53,8 @@ def visualize_bboxes_on_image(
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label_rectangle_top_padding: Top padding of the label rectangle
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label_text_size: Font size of the label text
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Returns:
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Image: Image with bounding boxes
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image = image.copy().convert("RGB")
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draw = ImageDraw.Draw(image)
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font = get_font(size = label_text_size)
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@@ -51,15 +63,43 @@ def visualize_bboxes_on_image(
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x0, y0, x1, y1 = convert_to_x0y0x1y1(bbox) if convert_to_x0y0x1y1 is not None else bbox
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draw.rectangle([x0, y0, x1, y1], outline=bbox_color, width=width)
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if title is not None:
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return image
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from typing import List
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from functools import cache
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DEFAULTS = {
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'width': 2,
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'bbox_color': "red",
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'label_text_color': "black",
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'label_rectangle_color': "red",
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'label_text_padding': 0,
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'label_rectangle_left_margin': 0,
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'label_rectangle_top_margin': 0,
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'label_text_size': 12
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}
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@cache
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def get_font(path_or_url: str = 'https://github.com/googlefonts/roboto/raw/main/src/hinted/Roboto-Regular.ttf', size: int = DEFAULTS['label_text_size']):
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if urlparse(path_or_url).scheme in ["http", "https"]: # Online
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return ImageFont.truetype(requests.get(path_or_url, stream=True).raw, size=size)
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else: # Local
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image: Image.Image,
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bboxes: List[List[int]],
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titles: List[str] = None,
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width = DEFAULTS["width"],
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bbox_color = DEFAULTS["bbox_color"],
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label_text_color = DEFAULTS["label_text_color"],
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label_rectangle_color = DEFAULTS["label_rectangle_color"],
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label_text_padding = DEFAULTS["label_text_padding"],
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label_rectangle_left_margin = DEFAULTS["label_rectangle_left_margin"],
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label_rectangle_top_margin = DEFAULTS['label_rectangle_top_margin'],
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label_text_size = DEFAULTS["label_text_size"],
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convert_to_x0y0x1y1 = None) -> Image.Image:
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'''
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Visualize bounding boxes on an image
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Args:
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label_rectangle_top_padding: Top padding of the label rectangle
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label_text_size: Font size of the label text
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Returns:
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Image: Image with bounding boxes
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'''
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image = image.copy().convert("RGB")
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draw = ImageDraw.Draw(image)
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font = get_font(size = label_text_size)
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x0, y0, x1, y1 = convert_to_x0y0x1y1(bbox) if convert_to_x0y0x1y1 is not None else bbox
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draw.rectangle([x0, y0, x1, y1], outline=bbox_color, width=width)
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if title is not None:
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draw_text_on_image(
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draw,
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[x0, y0],
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title,
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label_text_color,
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label_rectangle_color,
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label_text_padding,
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label_rectangle_left_margin,
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label_rectangle_top_margin,
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label_text_size,
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font)
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return image
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def draw_text_on_image(
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image_or_draw: Image.Image | ImageDraw.ImageDraw,
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text_position_xy: List[int],
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title: str,
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label_text_color = DEFAULTS["label_text_color"],
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label_rectangle_color = DEFAULTS["label_rectangle_color"],
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label_text_padding = DEFAULTS["label_text_padding"],
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label_rectangle_left_margin = DEFAULTS["label_rectangle_left_margin"],
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label_rectangle_top_margin = DEFAULTS['label_rectangle_top_margin'],
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label_text_size = DEFAULTS["label_text_size"],
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font: ImageFont.FreeTypeFont = None) -> Image.Image:
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is_image = isinstance(image_or_draw, Image.Image)
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image = image_or_draw.copy().convert("RGB") if is_image else None
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font = font or get_font(size = label_text_size)
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x0, y0 = text_position_xy
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text_position = (x0 - label_rectangle_left_margin + label_text_padding, y0 - label_rectangle_top_margin + label_text_padding)
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draw = ImageDraw.Draw(image) if is_image else image_or_draw
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text_bbox_left, text_bbox_top, text_bbox_right, text_bbox_bottom = draw.textbbox(text_position, title, font=font)
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xy = [
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text_position[0] - label_text_padding,
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text_position[1] - label_text_padding,
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text_bbox_right + label_text_padding + label_text_padding,
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text_bbox_bottom + label_text_padding + label_text_padding
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]
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draw.rectangle(xy, fill = label_rectangle_color)
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draw.text(text_position, title, font=font, fill=label_text_color)
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return image
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