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Merge pull request #16335 from berak:fix_ml_python_digits_samples_3.4
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commit
4cc458eb10
@ -70,13 +70,8 @@ def deskew(img):
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img = cv.warpAffine(img, M, (SZ, SZ), flags=cv.WARP_INVERSE_MAP | cv.INTER_LINEAR)
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return img
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class StatModel(object):
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def load(self, fn):
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self.model.load(fn) # Known bug: https://github.com/opencv/opencv/issues/4969
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def save(self, fn):
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self.model.save(fn)
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class KNearest(StatModel):
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class KNearest(object):
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def __init__(self, k = 3):
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self.k = k
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self.model = cv.ml.KNearest_create()
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@ -88,7 +83,13 @@ class KNearest(StatModel):
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_retval, results, _neigh_resp, _dists = self.model.findNearest(samples, self.k)
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return results.ravel()
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class SVM(StatModel):
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def load(self, fn):
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self.model = cv.ml.KNearest_load(fn)
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def save(self, fn):
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self.model.save(fn)
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class SVM(object):
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def __init__(self, C = 1, gamma = 0.5):
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self.model = cv.ml.SVM_create()
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self.model.setGamma(gamma)
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@ -102,6 +103,11 @@ class SVM(StatModel):
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def predict(self, samples):
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return self.model.predict(samples)[1].ravel()
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def load(self, fn):
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self.model = cv.ml.SVM_load(fn)
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def save(self, fn):
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self.model.save(fn)
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def evaluate_model(model, digits, samples, labels):
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resp = model.predict(samples)
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@ -1,4 +1,12 @@
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#!/usr/bin/env python
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'''
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Digit recognition from video.
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Run digits.py before, to train and save the SVM.
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Usage:
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digits_video.py [{camera_id|video_file}]
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'''
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# Python 2/3 compatibility
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from __future__ import print_function
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@ -28,11 +36,7 @@ def main():
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print('"%s" not found, run digits.py first' % classifier_fn)
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return
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if True:
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model = cv.ml.SVM_load(classifier_fn)
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else:
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model = cv.ml.SVM_create()
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model.load_(classifier_fn) #Known bug: https://github.com/opencv/opencv/issues/4969
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model = cv.ml.SVM_load(classifier_fn)
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while True:
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_ret, frame = cap.read()
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