Created
October 9, 2014 00:27
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Detect eyes, mouth, and ears from a camera.
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from SimpleCV import Camera, Display, HaarCascade, Image, Color | |
cam = Camera() | |
display = Display() | |
cascadeEye = HaarCascade("eye") | |
cascadeLeftEar = HaarCascade("left_ear") | |
cascadeRightEar = HaarCascade("right_ear") | |
cascadeMouth = HaarCascade("mouth") | |
def process_eyes(image, eyes): | |
"""I stole this from https://github.com/sightmachine/SimpleCV/blob/master/SimpleCV/examples/detection/dealwithit.py | |
I have no idea why it works, but without it I get a lot of false negatives.""" | |
dx, dy = eyes[-1].coordinates() - eyes[-2].coordinates() | |
if dx > 0: | |
right_eye = eyes[-2] | |
left_eye = eyes[-1] | |
else: | |
dx = -1*dx | |
right_eye = eyes[-1] | |
left_eye = eyes[-2] | |
if dx > image.width/15: #Reduces amount of wrong matches | |
return (left_eye, right_eye) | |
else: | |
return (None, None) | |
def find_real_mouth(mouths, red_blobs, white_blobs): | |
""" Given a list of HaarFeature-s for a mouth, find the candidate | |
that shares a bounding box with one of the reddest portions of the image (lips) | |
or one of the whitest portions of the image (teeth, persumably clean)""" | |
rBlobs = red_blobs[::-1] | |
if len(rBlobs) > 10: | |
rBlobs = rBlobs[:10] | |
wBlobs = white_blobs[::-1] | |
for mouth in mouths: | |
for b in rBlobs + wBlobs: | |
if b.overlaps(mouth): | |
return mouth | |
return None | |
while display.isNotDone(): | |
img = cam.getImage().flipHorizontal().scale(0.5) | |
eyes = img.findHaarFeatures(cascadeEye) or [] | |
leftEar = img.findHaarFeatures(cascadeLeftEar) | |
rightEar = img.findHaarFeatures(cascadeRightEar) | |
mouths = img.findHaarFeatures(cascadeMouth) | |
red_blobs = img.colorDistance(Color.RED).findBlobs() | |
white_blobs = img.findBlobs() | |
left_eye, right_eye = (None, None) | |
if eyes and len(eyes) >= 2: | |
left_eye, right_eye = process_eyes(img, eyes) | |
if left_eye: | |
# If left_eye is not None, so is right_eye | |
left_eye.draw(Color.RED) | |
right_eye.draw(Color.RED) | |
if mouths: | |
mouth = find_real_mouth(mouths, red_blobs, white_blobs) | |
if mouth: | |
if left_eye and right_eye: | |
if mouth.below(left_eye) and mouth.below(right_eye): | |
mouth.draw(Color.YELLOW) | |
# Only works if camera is looking from the side | |
if leftEar: | |
leftEar.draw(Color.GREEN) | |
if rightEar: | |
rightEar.draw(Color.GREEN) | |
img.save(display) |
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