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Pupil Detection Example
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"import cv2\n",
"import sys\n",
"sys.path.append('/cluster/Marc/pupil/pupil_src/shared_modules')\n",
"from pupil_detectors import Detector_2D\n",
"from methods import Roi\n",
"from video_capture.fake_backend import Frame"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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HPG65cdV+L+ZgP3ekUzpGrVUqrmnJbghe7Ngx9pmnc3B3PEOZtwrzuDJdx6t+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\n75ZfOh+g7ZwPuAGrzEo/O/2fI9SJfd4FLbalZl3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4OeqmlOs0AhnTd0Cr6dKaJvM6ANcB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\nmhIFAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc16f5bd940>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"img_orig = cv2.imread('/home/mt/Pictures/sample_img.png')\n",
"img = cv2.imread('/home/mt/Pictures/sample_img.png')\n",
"plt.imshow(img, interpolation='nearest')\n",
"_ = plt.axis('off')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"detector = Detector_2D()\n",
"frame = Frame(0, img, 0)\n",
"roi = Roi((img.shape[1],img.shape[0]))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"res = detector.detect(frame, roi, True)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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elvMwx9kCb5LOAUikS2TI+Pw96oOgykCI853+2gnXz5/xZxbuzBMfHkBB1uRz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4pazoUDlqoc0rk+NoXXuAxHA8o7v/XWj+ebVRWPzI/fLINTrIoCHN8W8Fak2szl1AAahiG2t7fi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\nGdEIqCONNNJIZ0T/Bx8J+l2Hx0pwAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc181a98978>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(frame.img, cmap=plt.cm.gray, interpolation='nearest')\n",
"_ = plt.axis('off')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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xj1tuXLXfiznYzx3plI5Ra5WKa1qyG4IXO3aMfebpHNwdz1DmrcI8rkzX8aqf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\nny2h3fTIy8nJh5/LcCDogkbHoOq/W37pfIC2cz7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Vtz7wkXyIZXOMu9mas3fp2wV8Zwcn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\nKKEWRVFcQgm1KIriEv4D8ZGWyLUne1QAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc168d896d8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pupil_pos = res['norm_pos']\n",
"cv2.circle(img_orig, (int(pupil_pos[0] * img_orig.shape[1]), int(pupil_pos[1] * img_orig.shape[0])), 3, (255,0,0), -1)\n",
"\n",
"plt.imshow(img_orig, interpolation='nearest')\n",
"_ = plt.axis('off')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"import cv2\n",
"import sys\n",
"sys.path.append('/cluster/Marc/pupil/pupil_src/shared_modules')\n",
"from pupil_detectors import Detector_2D\n",
"from methods import Roi\n",
"from video_capture.fake_backend import Frame"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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HPG65cdV+L+ZgP3ekUzpGrVUqrmnJbghe7Ngx9pmnc3B3PEOZtwrzuDJdx6t+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\n75ZfOh+g7ZwPuAGrzEo/O/2fI9SJfd4FLbalZl3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4OeqmlOs0AhnTd0Cr6dKaJvM6ANcB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\nmhIFAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc16f5bd940>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"img_orig = cv2.imread('/home/mt/Pictures/sample_img.png')\n",
"img = cv2.imread('/home/mt/Pictures/sample_img.png')\n",
"plt.imshow(img, interpolation='nearest')\n",
"_ = plt.axis('off')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"detector = Detector_2D()\n",
"frame = Frame(0, img, 0)\n",
"roi = Roi((img.shape[1],img.shape[0]))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"res = detector.detect(frame, roi, True)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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elvMwx9kCb5LOAUikS2TI+Pw96oOgykCI853+2gnXz5/xZxbuzBMfHkBB1uRz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4pazoUDlqoc0rk+NoXXuAxHA8o7v/XWj+ebVRWPzI/fLINTrIoCHN8W8Fak2szl1AAahiG2t7fi\n0aPHc0eCBtoC1FUBSxkj9yuDlZK5V08V+DvZlc5U5OfsqgVKzgYcX+WYKptzEaOrA0GNqWcsqTao\ndHQqrUClhyc7bT6uxcSOvQdDWra4Kq0dUCOWo0enwJYRKSD48Y9/EhERjx59USo2PSR7/tzMUoON\n62SPzHkVVd4d+XNEhRsgXEeW397eimEY4tGjx1ZP+T/B9vj4eOFtp24dSYFkBcQKYKtjTipKZdkd\nEFZUyekAlYFic3NzYWMP7bUlk3JkeHgcy1dt5Q3YFsD0gCanq+gTH4bD4zRnfGr3PmI5kq8CmtZ1\n5KEiX8Xb2TDOVpXOFB45WjugsgG7Q9SVQWQaAw5O57a334mIiM8/f7hgvMgfpx3K6NQgzzxcn4tu\nqggAB4trBw5iHkyZvrX1dkTEt++AWqSWQ8IPLom4o00si9stTVplo6SSWw34vM75lC05B42RoYre\nuS289KNkbrWZ7Ug51FVJAa0CSCcH8sHxhXlVfS2Z0JG6WRHLWo0XltE5ahccYH9XdsH1OFr7OVQG\nETUAqk/yQX5VhPCzn70bDx58tpAfiSNipl4Dd562t1zVXs6PaVtbb8ejR48XQPZlCY3MrSk7gOd8\nLyuHcqYumuXfjmcVYfN5zclkIgenGtz5v6JWxNjDg/kxb/7dosrZVLL08HfnjVflcxpSdbrg7LS2\nujZAdWtWaje4dcyJ/7emN9evvzf/ff/+J/O8SVUUhtEy1oURLvJwdFpjR0Kd5KYTTu8dACs5nG4V\nmPLbNjGCxSNa/KmAuPrgNJLbgXU7/br2txxD6pjP4OL0vtJb1Q9KxjyNoQ7eV07NtbeKSHvsTdXr\nNsO4zaqOVaNQRcpxcxCUH7Q9lKeKilV9HKhVtLaD/T/60Y/mFaeBKJBVXpIbpQ62q6myi4AjIj75\n5JcREfHBBx8u5Md3H7UAHfOlTO4BzK3yLTCYTE5enqdI6QnTmB9eb11T8qr8PJB5LVLJ6oyanSRe\nz8GujtQ5Xm5gqugFgSXlzhMHCawRJ6+kxmtKHjeg03FUxICqeDAQ47IE6119Yx4G0UqnKbvSbVUf\n18v6wSUC5qmWZLAc95fj4+xCXfvTn/5kUXXtgIqCttaPnFdRx14mk8nSnVEKUBWvX/zi5xERsbOz\nu1A2IpZe95Hl+BufL+Aih+o/fiO98852PHr0uOl4HDChfpiYnwMlLqOAzLVB8cW24GYbHpWqZMFB\nkvwc4DgwxXS+zpFathlBBGVG2ZWMaiMq86jo38mvAJCdD8tY9acDrKo8/s98DvBVWQfY3E78sDzK\nCTF4uo1VlEPZGPLJ33/5y18soK7t4SjsxVtRaUVoQPmNg4DzpSHzd34++uhmREQcHn4cOzu7C2WU\nvFhn/sb8KF8V3SnK9O3trYjIjabFelq8XCSq2sCD0fFTekXnw3UoIGCZuH5FDuhcHnWNAUs5xB55\nHWhg+WoWwPbh7JLzVCCliHlyWotPNTZ72qXk7pUdyyqdOx2hLNx2dERqjCq5evQUscYI9fXXXx/Q\ni7cGQUQsGaqLMCP0gzzUTQK4XMCRLq+d3b17Z552ePjxQr3uocMYpVQHwFHWn/70nfn1L754tKAj\nbDsC1zAMNlJUA0INdqQKTNwAUzp0/FoDGPtP7QbjA8qRf09bFCC1zs26NqtTDWr24XaYVR3Y3kqm\nHpDi+pg318m/uW0K0POjji61ZO4po6b0St/DMCwd2cI8vDaNywHHx8dzfXDEm8Cbsvz5z38+f1P+\nN954Y1CgmIQdxN4FB5wDKL6zRh1Dilhc40R+DA4IYgmgKdfOzs2X1sfDh5/bNWQEazRAfugxtjfi\nZE2P+fEZVqZqUKqpvIoaKmBVdTjiKBSdoxrcTv4ecExSG1z4W02x1eBWMuCgVUCPA1otYyAYuFMG\nlT4UWKN8nEelq28cr5Xjqo6hOdBUelLl1XIJ/uelAtQvrv+yTLmEk7zO5RrqSCONNNK/Gq39YP9I\nI4000r8KjYA60kgjjXRGNALqSCONNNIZ0QioI4000khnRCOgjjTSSCOdEY2AOtJII410RjQC6kgj\njTTSGdEIqCONNNJIZ0QjoI400kgjnRGNgDrSSCONdEY0AupII4000hnRCKgjjTTSSGdEI6CONNJI\nI50RjYA60kgjjXRGNALqSCONNNIZ0QioI4000khnRCOgjjTSSCOdEY2AOtJII410RjQC6kgjjTTS\nGdEIqCONNNJIZ0T/Bx8J+l2Hx0pwAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc181a98978>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(frame.img, cmap=plt.cm.gray, interpolation='nearest')\n",
"_ = plt.axis('off')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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xj1tuXLXfiznYzx3plI5Ra5WKa1qyG4IXO3aMfebpHNwdz1DmrcI8rkzX8aqf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\nny2h3fTIy8nJh5/LcCDogkbHoOq/W37pfIC2cz7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Vtz7wkXyIZXOMu9mas3fp2wV8Zwcn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\nKKEWRVFcQgm1KIriEv4D8ZGWyLUne1QAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc168d896d8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pupil_pos = res['norm_pos']\n",
"cv2.circle(img_orig, (int(pupil_pos[0] * img_orig.shape[1]), int(pupil_pos[1] * img_orig.shape[0])), 3, (255,0,0), -1)\n",
"\n",
"plt.imshow(img_orig, interpolation='nearest')\n",
"_ = plt.axis('off')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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