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hfeeki/cv2_detect.py

Forked from npinto/cv2_detect.py
Created June 25, 2013 08:50
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Raw
cv2_detect.py
import cv2
import cv2.cv as cv
def detect(img, cascade_fn='haarcascades/haarcascade_frontalface_alt.xml',
scaleFactor=1.3, minNeighbors=4, minSize=(20, 20),
flags=cv.CV_HAAR_SCALE_IMAGE):
cascade = cv2.CascadeClassifier(cascade_fn)
rects = cascade.detectMultiScale(img, scaleFactor=scaleFactor,
minNeighbors=minNeighbors,
minSize=minSize, flags=flags)
if len(rects) == 0:
return []
rects[:, 2:] += rects[:, :2]
return rects
Raw
cv2_detect_demo.py
import time
from cv2_detect import detect
import cv2
import cv2.cv as cv
def draw_rects(img, rects, color):
for x1, y1, x2, y2 in rects:
cv2.rectangle(img, (x1, y1), (x2, y2), color, 2)
def demo(in_fn, out_fn):
print ">>> Loading image..."
img_color = cv2.imread(in_fn)
img_gray = cv2.cvtColor(img_color, cv.CV_RGB2GRAY)
img_gray = cv2.equalizeHist(img_gray)
print in_fn, img_gray.shape
print ">>> Detecting faces..."
start = time.time()
rects = detect(img_gray)
end = time.time()
print 'time:', end - start
img_out = img_color.copy()
draw_rects(img_out, rects, (0, 255, 0))
cv2.imwrite(out_fn, img_out)
def main():
demo('pic.jpg', 'pic.detect.jpg')
if __name__ == '__main__':
main()
Raw
cv2_detect_demo.py.stdout
>>> Loading image...
pic.jpg (2400, 3600)
>>> Detecting faces...
time: 8.11453986168
Raw
haarcascade_eye.xml
<?xml version="1.0"?>
<!--
Stump-based 20x20 frontal eye detector.
Created by Shameem Hameed (http://umich.edu/~shameem)
////////////////////////////////////////////////////////////////////////////////////////
IMPORTANT: READ BEFORE DOWNLOADING, COPYING, INSTALLING OR USING.
By downloading, copying, installing or using the software you agree to this license.
If you do not agree to this license, do not download, install,
copy or use the software.
Intel License Agreement
For Open Source Computer Vision Library
Copyright (C) 2000, Intel Corporation, all rights reserved.
Third party copyrights are property of their respective owners.
Redistribution and use in source and binary forms, with or without modification,
are permitted provided that the following conditions are met:
* Redistribution's of source code must retain the above copyright notice,
this list of conditions and the following disclaimer.
* Redistribution's in binary form must reproduce the above copyright notice,
this list of conditions and the following disclaimer in the documentation
and/or other materials provided with the distribution.
* The name of Intel Corporation may not be used to endorse or promote products
derived from this software without specific prior written permission.
This software is provided by the copyright holders and contributors "as is" and
any express or implied warranties, including, but not limited to, the implied
warranties of merchantability and fitness for a particular purpose are disclaimed.
In no event shall the Intel Corporation or contributors be liable for any direct,
indirect, incidental, special, exemplary, or consequential damages
(including, but not limited to, procurement of substitute goods or services;
loss of use, data, or profits; or business interruption) however caused
and on any theory of liability, whether in contract, strict liability,
or tort (including negligence or otherwise) arising in any way out of
the use of this software, even if advised of the possibility of such damage.
-->
<opencv_storage>
<haarcascade_frontaleye type_id="opencv-haar-classifier">
<size>
20 20</size>
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<left_val>-0.7730420827865601</left_val>
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Raw
haarcascade_eye_tree_eyeglasses.xml
This file has been truncated, but you can view the full file.
<?xml version="1.0"?>
<!--
Tree-based 20x20 frontal eye detector with better handling of eyeglasses.
Created by Shameem Hameed (http://umich.edu/~shameem)
////////////////////////////////////////////////////////////////////////////////////////
IMPORTANT: READ BEFORE DOWNLOADING, COPYING, INSTALLING OR USING.
By downloading, copying, installing or using the software you agree to this license.
If you do not agree to this license, do not download, install,
copy or use the software.
Intel License Agreement
For Open Source Computer Vision Library
Copyright (C) 2000, Intel Corporation, all rights reserved.
Third party copyrights are property of their respective owners.
Redistribution and use in source and binary forms, with or without modification,
are permitted provided that the following conditions are met:
* Redistribution's of source code must retain the above copyright notice,
this list of conditions and the following disclaimer.
* Redistribution's in binary form must reproduce the above copyright notice,
this list of conditions and the following disclaimer in the documentation
and/or other materials provided with the distribution.
* The name of Intel Corporation may not be used to endorse or promote products
derived from this software without specific prior written permission.
This software is provided by the copyright holders and contributors "as is" and
any express or implied warranties, including, but not limited to, the implied
warranties of merchantability and fitness for a particular purpose are disclaimed.
In no event shall the Intel Corporation or contributors be liable for any direct,
indirect, incidental, special, exemplary, or consequential damages
(including, but not limited to, procurement of substitute goods or services;
loss of use, data, or profits; or business interruption) however caused
and on any theory of liability, whether in contract, strict liability,
or tort (including negligence or otherwise) arising in any way out of
the use of this software, even if advised of the possibility of such damage.
-->
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<haarcascade_eye_tree type_id="opencv-haar-classifier">
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<!-- tree 6 -->
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<!-- tree 7 -->
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<!-- tree 9 -->
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<!-- tree 7 -->
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<!-- tree 24 -->
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<!-- tree 15 -->
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<!-- tree 16 -->
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<!-- tree 17 -->
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<!-- tree 18 -->
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<!-- tree 19 -->
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<!-- tree 21 -->
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<!-- tree 12 -->
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<!-- tree 13 -->
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<!-- tree 6 -->
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<!-- tree 8 -->
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<!-- tree 9 -->
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<!-- tree 10 -->
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<!-- tree 11 -->
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<!-- tree 11 -->
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<!-- tree 12 -->
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<!-- tree 13 -->
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<!-- tree 21 -->
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<!-- tree 22 -->
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<!-- tree 23 -->
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<!-- tree 24 -->
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haarcascade_frontalface_alt.xml
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