ml/python: fix digits samples(3.4)

This commit is contained in:
berak
2020-01-13 12:26:28 +01:00
parent c2096771cb
commit a718f2e6ea
2 changed files with 22 additions and 12 deletions
+13 -7
View File
@@ -70,13 +70,8 @@ def deskew(img):
img = cv.warpAffine(img, M, (SZ, SZ), flags=cv.WARP_INVERSE_MAP | cv.INTER_LINEAR)
return img
class StatModel(object):
def load(self, fn):
self.model.load(fn) # Known bug: https://github.com/opencv/opencv/issues/4969
def save(self, fn):
self.model.save(fn)
class KNearest(StatModel):
class KNearest(object):
def __init__(self, k = 3):
self.k = k
self.model = cv.ml.KNearest_create()
@@ -88,7 +83,13 @@ class KNearest(StatModel):
_retval, results, _neigh_resp, _dists = self.model.findNearest(samples, self.k)
return results.ravel()
class SVM(StatModel):
def load(self, fn):
self.model = cv.ml.KNearest_load(fn)
def save(self, fn):
self.model.save(fn)
class SVM(object):
def __init__(self, C = 1, gamma = 0.5):
self.model = cv.ml.SVM_create()
self.model.setGamma(gamma)
@@ -102,6 +103,11 @@ class SVM(StatModel):
def predict(self, samples):
return self.model.predict(samples)[1].ravel()
def load(self, fn):
self.model = cv.ml.SVM_load(fn)
def save(self, fn):
self.model.save(fn)
def evaluate_model(model, digits, samples, labels):
resp = model.predict(samples)