| | |
|---|
| | | "cells": [ |
|---|
| | | { |
|---|
| | | "cell_type": "code", |
|---|
| | | "execution_count": 98, |
|---|
| | | "execution_count": 95, |
|---|
| | | "metadata": { |
|---|
| | | "collapsed": true |
|---|
| | | }, |
|---|
| | |
|---|
| | | }, |
|---|
| | | { |
|---|
| | | "cell_type": "code", |
|---|
| | | "execution_count": 99, |
|---|
| | | "execution_count": 96, |
|---|
| | | "metadata": { |
|---|
| | | "collapsed": true |
|---|
| | | }, |
|---|
| | |
|---|
| | | }, |
|---|
| | | { |
|---|
| | | "cell_type": "code", |
|---|
| | | "execution_count": 100, |
|---|
| | | "execution_count": 133, |
|---|
| | | "metadata": { |
|---|
| | | "collapsed": true |
|---|
| | | }, |
|---|
| | | "outputs": [], |
|---|
| | | "source": [ |
|---|
| | | "DATA_DIR = '/Data/nruiz9/data/facial_landmarks/biwi/'" |
|---|
| | | "def draw_axis(img, yaw, pitch, roll, tdx=None, tdy=None, size = 100):\n", |
|---|
| | | "\n", |
|---|
| | | " pitch = pitch * np.pi / 180\n", |
|---|
| | | " yaw = -(yaw * np.pi / 180)\n", |
|---|
| | | " roll = roll * np.pi / 180\n", |
|---|
| | | "\n", |
|---|
| | | " if tdx != None and tdy != None:\n", |
|---|
| | | " tdx = tdx\n", |
|---|
| | | " tdy = tdy\n", |
|---|
| | | " else:\n", |
|---|
| | | " height, width = img.shape[:2]\n", |
|---|
| | | " tdx = width / 2\n", |
|---|
| | | " tdy = height / 2\n", |
|---|
| | | " \n", |
|---|
| | | " # X-Axis pointing to right. drawn in red\n", |
|---|
| | | " x1 = size * (cos(yaw) * cos(roll)) + tdx\n", |
|---|
| | | " y1 = size * (cos(pitch) * sin(roll) + cos(roll) * sin(pitch) * sin(yaw)) + tdy\n", |
|---|
| | | "\n", |
|---|
| | | " # Y-Axis | drawn in green\n", |
|---|
| | | " # v\n", |
|---|
| | | " x2 = size * (-cos(yaw) * sin(roll)) + tdx\n", |
|---|
| | | " y2 = size * (cos(pitch) * cos(roll) - sin(pitch) * sin(yaw) * sin(roll)) + tdy\n", |
|---|
| | | "\n", |
|---|
| | | " # Z-Axis (out of the screen) drawn in blue\n", |
|---|
| | | " x3 = size * (sin(yaw)) + tdx\n", |
|---|
| | | " y3 = size * (-cos(yaw) * sin(pitch)) + tdy\n", |
|---|
| | | "\n", |
|---|
| | | " cv2.line(img, (int(tdx), int(tdy)), (int(x1),int(y1)),(0,0,255),3)\n", |
|---|
| | | " cv2.line(img, (int(tdx), int(tdy)), (int(x2),int(y2)),(0,255,0),3)\n", |
|---|
| | | " cv2.line(img, (int(tdx), int(tdy)), (int(x3),int(y3)),(255,0,0),2)\n", |
|---|
| | | " \n", |
|---|
| | | " return img" |
|---|
| | | ] |
|---|
| | | }, |
|---|
| | | { |
|---|
| | | "cell_type": "code", |
|---|
| | | "execution_count": 110, |
|---|
| | | "execution_count": 134, |
|---|
| | | "metadata": { |
|---|
| | | "collapsed": true |
|---|
| | | }, |
|---|
| | | "outputs": [], |
|---|
| | | "source": [ |
|---|
| | | "DATA_DIR = '../data/biwi/'" |
|---|
| | | ] |
|---|
| | | }, |
|---|
| | | { |
|---|
| | | "cell_type": "code", |
|---|
| | | "execution_count": 248, |
|---|
| | | "metadata": { |
|---|
| | | "collapsed": false, |
|---|
| | | "scrolled": true |
|---|
| | |
|---|
| | | "name": "stdout", |
|---|
| | | "output_type": "stream", |
|---|
| | | "text": [ |
|---|
| | | "[[ 0.999593 0.0057449 -0.027935 ]\n", |
|---|
| | | " [ 0.00145761 0.96793 0.251214 ]\n", |
|---|
| | | " [ 0.0284823 -0.251153 0.967528 ]] [ 33.8871 172.045 1144.61 ]\n", |
|---|
| | | "-1.6321367145 14.5517888999 0.0835488463624\n" |
|---|
| | | "[[ 0.621077 -0.147167 0.769809]\n", |
|---|
| | | " [-0.127124 0.95029 0.284233]\n", |
|---|
| | | " [-0.773371 -0.274392 0.571494]] [ -37.1123 24.1507 984.405 ]\n", |
|---|
| | | "50.3367511392 26.4434923154 13.3306296806\n" |
|---|
| | | ] |
|---|
| | | }, |
|---|
| | | { |
|---|
| | | "data": { |
|---|
| | | "image/png": 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GLqepBBCLdDtQ2eieiCgexZYG1lEd04IGWuyMlkJkyF8gIUg+y+RnkgAeBSPL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XIQVlt8vkF0+Zdz1R/CBQ681PCe6//zrn65Hd+B7dyz/EcX7A3fwh3/j6I/K0YZe3ZFHGbWFk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GtISAviNXJrTscJ27GwpU7B2gvWNT9W4YEhUCS046YSj2gusuxpW+kTVkCVhu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aWUvL90/iQ8kunvrPNkU+z7GWcdWdOk15lixl4qpW2k0uQHFE607z1hAqeTSvOHEXEHBcp3cjrS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K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\njjaW8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8YDNocMiuGE5/7w96mahkee+CCPP3QGfJ/irONzz1/m1nMZuxfP8/CHz+KbjsP9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\nvgAAAABJRU5ErkJggg==\n", |
|---|
| | | "text/plain": [ |
|---|
| | | "<matplotlib.figure.Figure at 0x7ff40c1fcb50>" |
|---|
| | | "<matplotlib.figure.Figure at 0x7f1850063f10>" |
|---|
| | | ] |
|---|
| | | }, |
|---|
| | | "metadata": {}, |
|---|
| | |
|---|
| | | } |
|---|
| | | ], |
|---|
| | | "source": [ |
|---|
| | | "img_name = '18/frame_00195_rgb.png'\n", |
|---|
| | | "# img_name = '05/frame_00570'\n", |
|---|
| | | "img_name = '19/frame_00350'\n", |
|---|
| | | "img_path = os.path.join(DATA_DIR, 'data/hpdb/' + img_name + '_rgb.png')\n", |
|---|
| | | "pose_path = os.path.join(DATA_DIR, 'data/hpdb/' + img_name + '_pose.txt')\n", |
|---|
| | | "img_name_list = img_name.split('/')\n", |
|---|
| | |
|---|
| | | "print R, T\n", |
|---|
| | | "pose_annot.close()\n", |
|---|
| | | "\n", |
|---|
| | | "roll = np.arctan2(R[1][0], R[0][0]) * 180 / np.pi\n", |
|---|
| | | "yaw = np.arctan2(-R[2][0], np.sqrt(R[2][1] ** 2 + R[2][2] ** 2)) * 180 / np.pi\n", |
|---|
| | | "pitch = -np.arctan2(R[2][1], R[2][2]) * 180 / np.pi\n", |
|---|
| | | "R = np.transpose(R)\n", |
|---|
| | | "\n", |
|---|
| | | "roll = -np.arctan2(R[1][0], R[0][0]) * 180 / np.pi\n", |
|---|
| | | "yaw = -np.arctan2(-R[2][0], np.sqrt(R[2][1] ** 2 + R[2][2] ** 2)) * 180 / np.pi\n", |
|---|
| | | "pitch = np.arctan2(R[2][1], R[2][2]) * 180 / np.pi\n", |
|---|
| | | "\n", |
|---|
| | | "print yaw, pitch, roll\n", |
|---|
| | | "\n", |
|---|
| | | "plot_pose_cube(img, yaw, pitch, roll, int((x_max + x_min)/2), int((y_max + y_min)/2), size = 100)\n", |
|---|
| | | "cv2.rectangle(img, (int(x_min), int(y_min)), (int(x_max), int(y_max)), (0,255,0), 4)\n", |
|---|
| | | "# draw_axis(img, yaw, pitch, roll, int((x_max + x_min)/2), int((y_max + y_min)/2), size = 100)\n", |
|---|
| | | "# cv2.rectangle(img, (int(x_min), int(y_min)), (int(x_max), int(y_max)), (0,255,0), 4)\n", |
|---|
| | | "\n", |
|---|
| | | "img = cv2.cvtColor(img, cv2.COLOR_RGB2BGR)\n", |
|---|
| | | "\n", |
|---|
| | |
|---|
| | | }, |
|---|
| | | { |
|---|
| | | "cell_type": "code", |
|---|
| | | "execution_count": 97, |
|---|
| | | "execution_count": 252, |
|---|
| | | "metadata": { |
|---|
| | | "collapsed": false |
|---|
| | | }, |
|---|
| | | "outputs": [ |
|---|
| | | { |
|---|
| | | "name": "stdout", |
|---|
| | | "output_type": "stream", |
|---|
| | | "text": [ |
|---|
| | | "['../data/biwi/data/hpdb/01/frame_00202_rgb.png', '../data/biwi/data/hpdb/01/frame_00329_rgb.png', '../data/biwi/data/hpdb/01/frame_00371_rgb.png', '../data/biwi/data/hpdb/01/frame_00165_rgb.png', '../data/biwi/data/hpdb/01/frame_00042_rgb.png', '../data/biwi/data/hpdb/01/frame_00286_rgb.png', '../data/biwi/data/hpdb/01/frame_00196_rgb.png', '../data/biwi/data/hpdb/01/frame_00246_rgb.png', '../data/biwi/data/hpdb/01/frame_00436_rgb.png', '../data/biwi/data/hpdb/01/frame_00281_rgb.png', '../data/biwi/data/hpdb/01/frame_00453_rgb.png', '../data/biwi/data/hpdb/01/frame_00478_rgb.png', '../data/biwi/data/hpdb/01/frame_00231_rgb.png', '../data/biwi/data/hpdb/01/frame_00038_rgb.png', '../data/biwi/data/hpdb/01/frame_00337_rgb.png', '../data/biwi/data/hpdb/01/frame_00101_rgb.png', '../data/biwi/data/hpdb/01/frame_00341_rgb.png', '../data/biwi/data/hpdb/01/frame_00055_rgb.png', '../data/biwi/data/hpdb/01/frame_00128_rgb.png', '../data/biwi/data/hpdb/01/frame_00278_rgb.png', 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'../data/biwi/data/hpdb/01/frame_00473_pose.txt', '../data/biwi/data/hpdb/01/frame_00429_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00343_rgb.txt', '../data/biwi/data/hpdb/01/frame_00360_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00064_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00461_rgb.txt', '../data/biwi/data/hpdb/01/frame_00461_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00192_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00108_rgb.txt', '../data/biwi/data/hpdb/01/frame_00158_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00036_rgb.txt', '../data/biwi/data/hpdb/01/frame_00042_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00479_rgb.txt', '../data/biwi/data/hpdb/01/frame_00232_pose.txt', '../data/biwi/data/hpdb/01/frame_00200_pose.txt', '../data/biwi/data/hpdb/01/frame_00153_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00381_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00453_rgb.txt', '../data/biwi/data/hpdb/01/frame_00384_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00177_rgb.txt', '../data/biwi/data/hpdb/01/frame_00104_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00273_rgb.txt', '../data/biwi/data/hpdb/01/frame_00176_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00158_rgb.txt', '../data/biwi/data/hpdb/01/frame_00399_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00429_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00199_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00121_rgb.txt', '../data/biwi/data/hpdb/01/frame_00362_pose.txt', '../data/biwi/data/hpdb/01/frame_00251_pose.txt', '../data/biwi/data/hpdb/01/frame_00337_pose.txt', '../data/biwi/data/hpdb/01/frame_00359_pose.txt', '../data/biwi/data/hpdb/01/frame_00154_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00329_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00115_rgb.txt', '../data/biwi/data/hpdb/01/frame_00243_pose.txt', '../data/biwi/data/hpdb/01/frame_00033_pose.txt', '../data/biwi/data/hpdb/01/frame_00126_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00396_rgb.txt', '../data/biwi/data/hpdb/01/frame_00283_pose.txt', '../data/biwi/data/hpdb/01/frame_00110_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00146_rgb.txt', '../data/biwi/data/hpdb/01/frame_00010_pose.txt', '../data/biwi/data/hpdb/01/frame_00087_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00354_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00193_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00171_rgb.txt', '../data/biwi/data/hpdb/01/frame_00187_pose.txt', '../data/biwi/data/hpdb/01/frame_00415_pose.txt', '../data/biwi/data/hpdb/01/frame_00173_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00006_rgb.txt', '../data/biwi/data/hpdb/01/frame_00449_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00443_rgb.txt', '../data/biwi/data/hpdb/01/frame_00219_pose.txt', '../data/biwi/data/hpdb/01/frame_00168_pose.txt', '../data/biwi/data/hpdb/01/frame_00249_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00206_rgb.txt', '../data/biwi/data/hpdb/01/frame_00028_pose.txt', '../data/biwi/data/hpdb/01/frame_00481_pose.txt', '../data/biwi/data/hpdb/01/frame_00312_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00074_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00317_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00420_rgb.txt', '../data/biwi/data/hpdb/01/frame_00066_pose.txt', '../data/biwi/data/hpdb/01/frame_00361_pose.txt', '../data/biwi/data/hpdb/01/frame_00472_pose.txt', '../data/biwi/data/hpdb/01/frame_00071_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00092_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00424_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00471_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00494_rgb.txt', '../data/biwi/data/hpdb/01/frame_00319_pose.txt', '../data/biwi/data/hpdb/01/frame_00090_pose.txt', '../data/biwi/data/hpdb/01/frame_00253_pose.txt', '../data/biwi/data/hpdb/01/frame_00116_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00255_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00394_rgb.txt', '../data/biwi/data/hpdb/01/frame_00167_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00320_rgb.txt', '../data/biwi/data/hpdb/01/frame_00349_pose.txt', '../data/biwi/data/hpdb/01/frame_00102_pose.txt', '../data/biwi/data/hpdb/01/frame_00100_pose.txt', '../data/biwi/data/hpdb/01/frame_00162_pose.txt', '../data/biwi/data/hpdb/01/frame_00408_pose.txt', '../data/biwi/data/hpdb/01/frame_00214_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00309_rgb.txt', '../data/biwi/data/hpdb/01/frame_00258_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00428_rgb.txt', '../data/biwi/data/hpdb/01/frame_00235_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00455_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00059_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00213_rgb.txt', '../data/biwi/data/hpdb/01/frame_00080_pose.txt', '../data/biwi/data/hpdb/01/frame_00434_pose.txt', '../data/biwi/data/hpdb/01/frame_00036_pose.txt', '../data/biwi/data/hpdb/01/frame_00431_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00383_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00278_rgb.txt', '../data/biwi/data/hpdb/01/frame_00341_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00004_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00153_rgb.txt', '../data/biwi/data/hpdb/01/frame_00467_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00067_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00173_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00267_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00415_rgb.txt', '../data/biwi/data/hpdb/01/frame_00139_pose.txt', '../data/biwi/data/hpdb/01/frame_00290_pose.txt', '../data/biwi/data/hpdb/01/frame_00142_pose.txt', '../data/biwi/data/hpdb/01/frame_00327_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00162_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00175_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00356_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00330_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00312_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00112_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00474_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00114_rgb.txt', '../data/biwi/data/hpdb/01/frame_00475_pose.txt', '../data/biwi/data/hpdb/01/frame_00482_pose.txt', '../data/biwi/data/hpdb/01/frame_00035_pose.txt', '../data/biwi/data/hpdb/01/frame_00488_pose.txt', '../data/biwi/data/hpdb/01/frame_00220_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00450_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00399_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00276_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00091_rgb.txt', '../data/biwi/data/hpdb/01/frame_00308_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00244_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00149_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00094_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00084_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00038_rgb.txt', '../data/biwi/data/hpdb/01/frame_00094_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00229_rgb.txt', '../data/biwi/data/hpdb/01/frame_00279_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00291_rgb.txt', '../data/biwi/data/hpdb/01/frame_00440_pose.txt', '../data/biwi/data/hpdb/01/frame_00128_pose.txt', '../data/biwi/data/hpdb/01/frame_00247_pose.txt', '../data/biwi/data/hpdb/01/frame_00144_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00081_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00204_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00055_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00293_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00290_rgb.txt', '../data/biwi/data/hpdb/01/frame_00358_pose.txt', '../data/biwi/data/hpdb/01/frame_00386_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00021_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00283_rgb.txt', '../data/biwi/data/hpdb/01/frame_00441_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00104_rgb.txt', '../data/biwi/data/hpdb/01/frame_00068_pose.txt', '../data/biwi/data/hpdb/01/frame_00417_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00152_rgb.txt', '../data/biwi/data/hpdb/01/frame_00034_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00388_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00046_rgb.txt', '../data/biwi/data/hpdb/01/frame_00222_pose.txt', '../data/biwi/data/hpdb/01/frame_00088_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00127_rgb.txt', '../data/biwi/data/hpdb/01/frame_00390_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00179_rgb.txt', '../data/biwi/data/hpdb/01/frame_00296_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00063_rgb.txt', '../data/biwi/data/hpdb/01/frame_00221_pose.txt', '../data/biwi/data/hpdb/01/frame_00439_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00344_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00236_rgb.txt', '../data/biwi/data/hpdb/01/frame_00444_pose.txt', '../data/biwi/data/hpdb/01/frame_00211_pose.txt', '../data/biwi/data/hpdb/01/frame_00208_pose.txt', '../data/biwi/data/hpdb/01/frame_00231_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00062_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00297_rgb.txt', '../data/biwi/data/hpdb/01/frame_00113_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00230_rgb.txt', '../data/biwi/data/hpdb/01/frame_00160_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00322_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00487_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00350_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00371_rgb.txt', '../data/biwi/data/hpdb/01/frame_00060_pose.txt', '../data/biwi/data/hpdb/01/frame_00107_pose.txt', '../data/biwi/data/hpdb/01/frame_00197_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00027_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00268_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00341_rgb.txt', '../data/biwi/data/hpdb/01/frame_00332_pose.txt', '../data/biwi/data/hpdb/01/frame_00030_pose.txt', '../data/biwi/data/hpdb/01/frame_00014_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00085_rgb.txt', '../data/biwi/data/hpdb/01/frame_00114_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00151_rgb.txt', '../data/biwi/data/hpdb/01/frame_00025_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00050_rgb.txt', '../data/biwi/data/hpdb/01/frame_00501_pose.txt', '../data/biwi/data/hpdb/01/frame_00466_pose.txt', '../data/biwi/data/hpdb/01/frame_00255_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00164_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00068_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00331_rgb.txt', '../data/biwi/data/hpdb/01/frame_00480_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00386_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00216_rgb.txt', '../data/biwi/data/hpdb/01/frame_00368_pose.txt', '../data/biwi/data/hpdb/01/frame_00181_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00353_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00072_rgb.txt', '../data/biwi/data/hpdb/01/frame_00282_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00250_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00124_rgb.txt', '../data/biwi/data/hpdb/01/frame_00402_pose.txt']\n" |
|---|
| | | ] |
|---|
| | | } |
|---|
| | | ], |
|---|
| | | "outputs": [], |
|---|
| | | "source": [ |
|---|
| | | "import glob\n", |
|---|
| | | "image_list = glob.glob('../data/biwi/data/hpdb/01/*.png')\n", |
|---|
| | | "image_list.extend(glob.glob('../data/biwi/data/hpdb/01/*.txt'))\n", |
|---|
| | | "print image_list" |
|---|
| | | "image_list = glob.glob('/Data/nruiz9/data/facial_landmarks/biwi/data/hpdb/20/*.png')\n", |
|---|
| | | "for img_path in image_list:\n", |
|---|
| | | " img_name = img_path.split('.')[0].split('_')\n", |
|---|
| | | " img_frame = img_name[2]\n", |
|---|
| | | " img_name = img_name[0] + '_' + img_name[1] + '_' + img_name[2]\n", |
|---|
| | | " pose_path = img_name + '_pose.txt'\n", |
|---|
| | | " img_name_list = img_name.split('/')\n", |
|---|
| | | "\n", |
|---|
| | | " img = cv2.imread(img_path)\n", |
|---|
| | | "\n", |
|---|
| | | " pose_annot = open(pose_path, 'r')\n", |
|---|
| | | " R = []\n", |
|---|
| | | " for line in pose_annot:\n", |
|---|
| | | " line = line.strip('\\n').split(' ')\n", |
|---|
| | | " l = []\n", |
|---|
| | | " if line[0] != '': \n", |
|---|
| | | " for nb in line:\n", |
|---|
| | | " if nb == '':\n", |
|---|
| | | " continue\n", |
|---|
| | | " l.append(float(nb))\n", |
|---|
| | | " R.append(l)\n", |
|---|
| | | "\n", |
|---|
| | | " R = np.array(R)\n", |
|---|
| | | " T = R[3,:]\n", |
|---|
| | | " R = R[:3,:]\n", |
|---|
| | | " pose_annot.close()\n", |
|---|
| | | "\n", |
|---|
| | | " R = np.transpose(R)\n", |
|---|
| | | "\n", |
|---|
| | | " roll = -np.arctan2(R[1][0], R[0][0]) * 180 / np.pi\n", |
|---|
| | | " yaw = -np.arctan2(-R[2][0], np.sqrt(R[2][1] ** 2 + R[2][2] ** 2)) * 180 / np.pi\n", |
|---|
| | | " pitch = np.arctan2(R[2][1], R[2][2]) * 180 / np.pi\n", |
|---|
| | | " \n", |
|---|
| | | " plot_pose_cube(img, yaw, pitch, roll, 350, 250, size = 100)\n", |
|---|
| | | "# draw_axis(img, yaw, pitch, roll, 350, 250, size = 100)\n", |
|---|
| | | "\n", |
|---|
| | | "# img = cv2.cvtColor(img, cv2.COLOR_RGB2BGR)\n", |
|---|
| | | " cv2.imwrite('biwi_out/' + img_frame + '.png', img)" |
|---|
| | | ] |
|---|
| | | }, |
|---|
| | | { |
|---|
| | |
|---|
| | | "metadata": { |
|---|
| | | "anaconda-cloud": {}, |
|---|
| | | "kernelspec": { |
|---|
| | | "display_name": "Python [conda root]", |
|---|
| | | "display_name": "Python [default]", |
|---|
| | | "language": "python", |
|---|
| | | "name": "conda-root-py" |
|---|
| | | "name": "python2" |
|---|
| | | }, |
|---|
| | | "language_info": { |
|---|
| | | "codemirror_mode": { |
|---|
