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https://github.com/hansalemaos/tmplmatching

Fast multitemplate matching with support for different sizes using numexpr / cupy / fftw / scipy / multiprocessing
https://github.com/hansalemaos/tmplmatching

matching multiprocessing multisize numexpr opencv python scipy template

Last synced: about 1 month ago
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Fast multitemplate matching with support for different sizes using numexpr / cupy / fftw / scipy / multiprocessing

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# Fast multitemplate matching with support for different sizes using numexpr / cupy / fftw / scipy / multiprocessing

## pip install tmplmatching

Tutorial (Brazilian Portugues)

[![YT](https://i.ytimg.com/vi/KXYFTgS_A1Q/maxresdefault.jpg)](https://www.youtube.com/watch?v=KXYFTgS_A1Q)
[https://www.youtube.com/watch?v=KXYFTgS_A1Q]()

### Advantages:

- 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

### Tested against Windows 10 / Python 3.10 / Anaconda - should work on MacOS / Linux

## Selecting

![pic1](https://github.com/hansalemaos/screenshots/blob/main/multitemplate/tag.png?raw=true)

## Locating

![pic2](https://github.com/hansalemaos/screenshots/blob/main/multitemplate/results.png?raw=true)

```python
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)

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