Detect pupil from the picture of the eye
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I have this video. I want to detect and draw a circle around the pupil.
This is a frame from that video.
I want to analyze the change in size of the pupil after the eye is illuminated.
Things I tried.
- Rotate the image to make it upright.
- Using Haar Cascade to detect the eye in an image.
- Detecting the Iris using hough circles.
- Isolating the iris by cropping the image.
- Binarized the image with various thresholds to find inner circle(Pupil)
- Did contour detection on each output of diffent binarizations.
This approach works on some samples but fails on most others and gives a lot of false positives.
Please suggest some alternative approach.
python opencv machine-learning computer-vision object-detection
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up vote
-1
down vote
favorite
I have this video. I want to detect and draw a circle around the pupil.
This is a frame from that video.
I want to analyze the change in size of the pupil after the eye is illuminated.
Things I tried.
- Rotate the image to make it upright.
- Using Haar Cascade to detect the eye in an image.
- Detecting the Iris using hough circles.
- Isolating the iris by cropping the image.
- Binarized the image with various thresholds to find inner circle(Pupil)
- Did contour detection on each output of diffent binarizations.
This approach works on some samples but fails on most others and gives a lot of false positives.
Please suggest some alternative approach.
python opencv machine-learning computer-vision object-detection
add a comment |
up vote
-1
down vote
favorite
up vote
-1
down vote
favorite
I have this video. I want to detect and draw a circle around the pupil.
This is a frame from that video.
I want to analyze the change in size of the pupil after the eye is illuminated.
Things I tried.
- Rotate the image to make it upright.
- Using Haar Cascade to detect the eye in an image.
- Detecting the Iris using hough circles.
- Isolating the iris by cropping the image.
- Binarized the image with various thresholds to find inner circle(Pupil)
- Did contour detection on each output of diffent binarizations.
This approach works on some samples but fails on most others and gives a lot of false positives.
Please suggest some alternative approach.
python opencv machine-learning computer-vision object-detection
I have this video. I want to detect and draw a circle around the pupil.
This is a frame from that video.
I want to analyze the change in size of the pupil after the eye is illuminated.
Things I tried.
- Rotate the image to make it upright.
- Using Haar Cascade to detect the eye in an image.
- Detecting the Iris using hough circles.
- Isolating the iris by cropping the image.
- Binarized the image with various thresholds to find inner circle(Pupil)
- Did contour detection on each output of diffent binarizations.
This approach works on some samples but fails on most others and gives a lot of false positives.
Please suggest some alternative approach.
python opencv machine-learning computer-vision object-detection
python opencv machine-learning computer-vision object-detection
asked Nov 7 at 10:22
Backalla
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