def runTexture(img_list):
""" This function administrates the extraction of a video texture from the
given frames.
"""
video_volume = assignment11.videoVolume(img_list)
ssd_diff = assignment11.sumSquaredDifferences(video_volume)
transition_diff = assignment11.transitionDifference(ssd_diff)
alpha = 1.5*10**6
idxs = assignment11.findBiggestLoop(transition_diff, alpha)
diff3 = np.zeros(transition_diff.shape, float)
for i in range(transition_diff.shape[0]):
for j in range(transition_diff.shape[1]):
diff3[i,j] = alpha*(i-j) - transition_diff[i,j]
return vizDifference(ssd_diff), \
vizDifference(transition_diff), \
vizDifference(diff3), \
assignment11.synthesizeLoop(video_volume, idxs[0]+2, idxs[1]+2)
def runTexture(img_list, alpha):
""" This function administrates the extraction of a video texture from the
given frames, and generates the three viewable difference matrices.
"""
video_volume = a11.videoVolume(img_list)
ssd_diff = a11.computeSimilarityMetric(video_volume)
transition_diff = a11.transitionDifference(ssd_diff)
print "Alpha is {}".format(alpha)
idxs = a11.findBiggestLoop(transition_diff, alpha)
diff3 = np.zeros(transition_diff.shape, float)
for i in range(transition_diff.shape[0]):
for j in range(transition_diff.shape[1]):
diff3[i, j] = alpha * (i - j) - transition_diff[i, j]
return (vizDifference(ssd_diff),
vizDifference(transition_diff),
vizDifference(diff3),
a11.synthesizeLoop(video_volume, idxs[0] + 2, idxs[1] + 2))
def test_findBiggestLoop():
diff1 = np.ones((5,5), dtype = float)
alpha1 = 1
out1 = (0,4)
diff2 = np.array([[ 0., 1., 1., 5.],
[ 1., 0., 3., 4.],
[ 1., 3., 0., 5.],
[ 5., 4., 5., 0.]])
alpha2 = 1
out2 = (0,2)
diff3 = np.array([[ 0., 1., 4.],
[ 1., 0., 1.],
[ 4., 1., 0.]])
alpha3 = 2
out3 = (0,1)
for diff, alpha, true_out in zip((diff1, diff2, diff3),
(alpha1, alpha2, alpha3),
(out1, out2, out3)):
print "Input:\n{}\n".format(diff)
print "Alpha = {}".format(alpha)
usr_out = assignment11.findBiggestLoop(diff, alpha)
if type(usr_out) != type(true_out):
print ("Error: findBiggestLoop has type {}. " +
"Expected type is {}.").format(type(usr_out), type(true_out))
return False
if usr_out != true_out:
print ("Error: findBiggestLoop is {}. " +
"Expected output is {}.").format(usr_out, true_out)
return False
print "Current input passed."
print "findBiggestLoop passed."
return True