Fast multitemplate matching with support for different sizes using numexpr / cupy / fftw / scipy / multiprocessing
Tutorial (Brazilian Portugues)
- Uses a tuned match_template algorithm from scipy (numexpr instead of numpy / different fftconvolve algorithms)
- very fast fftconvolve function using pyfftw (alternatively cupy and scipy.signal.fftconvolve)
- Multiprocessing using RawArray to speed it up / save memory
- Template matching with multiple sizes
- Results as a pandas DataFrame for further filtering
- Adjustable accepted R, G, B difference
- Finding the best matches among multiple matches
import cv2
from tmplmatching import TemplateMatching
if __name__ == "__main__": # important - since it uses multiprocessing, this line is mandatory!
############################################################
# Step 1:
# Initialize TemplateMatching
self = TemplateMatching(screenshot_buffer=10, use_cupy=False)
############################################################
# Step 2:
# Create a class list in ALPHABETICAL order, put one class per line and save the file:
# Here is an example:
"""
# social_media_icons.txt
facebookicon
tiktokicon
whatsappicon
youtubeicon
"""
# and save it as a TXT file
############################################################
# Step 3:
# Start annotation tool (https://github.com/drainingsun/ybat - included in this package) which captures a screenshot, and shows the path to the screenshot (has to be done only once)
self.start_annotation_tool()
############################################################
# Step 4:
# open the text file and the screenshot (or any other image) in the annotation tool, and select the items you want to find
############################################################
# Step 5:
# Click on "Save COCO" when you are done
# Copy the path of the downloaded zip file and the path of the image
# "C:\Users\hansc\Downloads\bboxes_coco.zip"
############################################################
# Step 6:
# Once the annotation is done, extract and resize items based on annotations (has to be done only once)
self.extract_images_from_annotations(
folder=r"c:\socialmediaicons_different_sizes", # The folder to save extracted templates
zipfile=r"C:\Users\hansc\Downloads\bboxes_coco.zip", # Path to saved annotations
screenshot=r"C:\Users\hansc\AppData\Local\Temp\tmp1ak8brdw.png", # The picture that you used in self.start_annotation_tool()
min_percentage=10, # Defines variations for each template
max_percentage=200,
interpolation=cv2.INTER_LANCZOS4 # recommended for the best results
)
############################################################
# Step 7:
# Load template images with specified size ranges
self.load_needle_images(
folder=r"c:\socialmediaicons_different_sizes",
min_percentage=25,
max_percentage=35,
)
############################################################
# Step 8:
df = self.take_screenshot_and_find_needles(
minimum_match=0.60, # Minimum threshold for template matching - the lower you go, the longer the calculations takes
monitor=1, # 0 for all monitors
percent=30, # Resize screenshots before matching (results are recalculated to the original size)
processes=5, # Number of CPUs used for multiprocessing
interpolation=cv2.INTER_LANCZOS4, # Interpolation method for resizing the screenshot - Use cv2.INTER_LANCZOS4 for the best results (but a little slower than cv2.INTER_AREA)
max_diff_r=80, # Maximal accepted RGB difference filter to reduce false positives
max_diff_g=80,
max_diff_b=80,
max_color_difference_factor=2,
)
ima = self.draw_results(df) # Pass the DataFrame to draw the results
cv2.imwrite(r"c:\socialmediaiconsmatching.png", ima)
# --------------------------------------
# If you don't want to take a screenshot and want to pass an existing picture, use:
df2 = self.find_needles(
haystack=r"C:\Users\hansc\AppData\Local\Temp\tmp1ak8brdw.png", # accepts almost all image formats (base64, file path, urls, PIL, numpy, bytes ...)
percent=30,
minimum_match=0.7,
processes=4,
max_diff_r=30,
max_diff_g=30,
max_diff_b=30,
max_color_difference_factor=2,
interpolation=cv2.INTER_LANCZOS4,
)
ima2 = self.draw_results(
df2, haystack=r"C:\Users\hansc\AppData\Local\Temp\tmp1ak8brdw.png"
) # Pass the DataFrame to draw the last results
cv2.imwrite("c:\\socialmediaiconsmatching2.png", ima2)
aa_intersecting aa_r0 aa_g0 aa_b0
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1 0.763606 1053 330 1110 386 2 1053 330 56 56 237 155 69 c:\socialmediaicons_different_sizes\facebookicon___0___000013___022.png facebookicon 0 13 22 ((518, 285, 530, 296), (295, 152, 307, 164), (517, 280, 530, 293), (517, 279, 531, 293), (517, 280, 531, 294), (516, 279, 531, 293), (516, 280, 531, 294), (516, 279, 532, 294), (516, 278, 532, 294), (516, 279, 532, 295), (515, 278, 532, 295), (399, 98, 418, 116), (400, 98, 419, 116), (399, 96, 419, 115), (398, 97, 418, 116), (399, 97, 419, 116), (398, 98, 418, 117), (398, 96, 418, 116), (399, 96, 419, 116), (398, 97, 418, 117), (399, 97, 419, 117), (398, 98, 418, 118), (399, 98, 419, 118), (398, 95, 419, 116), (399, 95, 420, 116), (397, 96, 418, 117), (398, 96, 419, 117), (399, 96, 420, 117), (398, 97, 419, 118), (399, 97, 420, 118), (397, 95, 419, 116), (398, 95, 420, 116), (397, 96, 419, 117), (398, 96, 420, 117), (397, 97, 419, 118), (398, 97, 420, 118), (397, 94, 420, 116), (398, 94, 421, 116), (396, 95, 419, 117), (397, 95, 420, 117), (398, 95, 421, 117), (396, 96, 419, 118), (397, 96, 420, 118), (398, 96, 421, 118), (397, 97, 420, 119), (397, 93, 421, 116), (396, 94, 420, 117), (397, 94, 421, 117), (396, 95, 420, 118), (397, 95, 421, 118), (398, 95, 422, 118), (396, 96, 420, 119), (397, 96, 421, 119), (396, 93, 420, 117), (397, 93, 421, 117), (396, 94, 420, 118), (397, 94, 421, 118), (396, 95, 420, 119), (397, 95, 421, 119), (396, 96, 420, 120), (397, 96, 421, 120), (396, 93, 421, 117), (395, 94, 420, 118), (396, 94, 421, 118), (397, 94, 422, 118), (395, 95, 420, 119), (396, 95, 421, 119), (397, 95, 422, 119), (396, 96, 421, 120), (396, 92, 422, 117), (395, 93, 421, 118), (396, 93, 422, 118), (395, 94, 421, 119), (396, 94, 422, 119), (395, 95, 421, 120), (396, 95, 422, 120), (395, 92, 422, 118), (395, 93, 422, 119), (395, 94, 422, 120), (395, 95, 422, 121), (395, 92, 423, 119), (395, 93, 423, 120), (265, 153, 283, 170), (265, 152, 283, 170), (265, 153, 283, 171), (291, 153, 309, 171), (494, 258, 512, 276), (494, 259, 512, 277), (264, 152, 283, 171), (290, 152, 309, 171), (264, 153, 283, 172), (289, 153, 308, 172), (290, 153, 309, 172), (493, 257, 512, 276), (493, 258, 512, 277), (263, 152, 283, 172), (289, 152, 309, 172), (290, 152, 310, 172), (289, 153, 309, 173), (459, 95, 480, 116), ...) 218 149 98
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