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| {
| "cells": [
| {
| "cell_type": "code",
| "execution_count": 95,
| "metadata": {
| "collapsed": true
| },
| "outputs": [],
| "source": [
| "%matplotlib inline\n",
| "import numpy as np\n",
| "import torch\n",
| "from torch.utils.serialization import load_lua\n",
| "import os\n",
| "import scipy.io as sio\n",
| "import cv2\n",
| "import math\n",
| "from matplotlib import pyplot as plt\n",
| "\n",
| "from PIL import Image\n",
| "import PIL\n",
| "\n",
| "from math import cos, sin, tan"
| ]
| },
| {
| "cell_type": "code",
| "execution_count": 96,
| "metadata": {
| "collapsed": true
| },
| "outputs": [],
| "source": [
| "def plot_pose_cube(img, yaw, pitch, roll, tdx=None, tdy=None, size=150.):\n",
| " p = pitch * np.pi / 180\n",
| " y = -(yaw * np.pi / 180)\n",
| " r = roll * np.pi / 180\n",
| "\n",
| " if tdx != None and tdy != None:\n",
| " face_x = tdx - 0.50 * size\n",
| " face_y = tdy - 0.50 * size\n",
| " else:\n",
| " height, width = img.shape[:2]\n",
| " face_x = width / 2 - 0.5 * size\n",
| " face_y = height / 2 - 0.5 * size\n",
| "\n",
| " x1 = size * (cos(y) * cos(r)) + face_x\n",
| " y1 = size * (cos(p) * sin(r) + cos(r) * sin(p) * sin(y)) + face_y\n",
| " x2 = size * (-cos(y) * sin(r)) + face_x\n",
| " y2 = size * (cos(p) * cos(r) - sin(p) * sin(y) * sin(r)) + face_y\n",
| " x3 = size * (sin(y)) + face_x\n",
| " y3 = size * (-cos(y) * sin(p)) + face_y\n",
| "\n",
| " # Draw base in red\n",
| " cv2.line(img, (int(face_x), int(face_y)), (int(x1),int(y1)),(0,0,255),3)\n",
| " cv2.line(img, (int(face_x), int(face_y)), (int(x2),int(y2)),(0,0,255),3)\n",
| " cv2.line(img, (int(x2), int(y2)), (int(x2+x1-face_x),int(y2+y1-face_y)),(0,0,255),3)\n",
| " cv2.line(img, (int(x1), int(y1)), (int(x1+x2-face_x),int(y1+y2-face_y)),(0,0,255),3)\n",
| " # Draw pillars in blue\n",
| " cv2.line(img, (int(face_x), int(face_y)), (int(x3),int(y3)),(255,0,0),2)\n",
| " cv2.line(img, (int(x1), int(y1)), (int(x1+x3-face_x),int(y1+y3-face_y)),(255,0,0),2)\n",
| " cv2.line(img, (int(x2), int(y2)), (int(x2+x3-face_x),int(y2+y3-face_y)),(255,0,0),2)\n",
| " cv2.line(img, (int(x2+x1-face_x),int(y2+y1-face_y)), (int(x3+x1+x2-2*face_x),int(y3+y2+y1-2*face_y)),(255,0,0),2)\n",
| " # Draw top in green\n",
| " cv2.line(img, (int(x3+x1-face_x),int(y3+y1-face_y)), (int(x3+x1+x2-2*face_x),int(y3+y2+y1-2*face_y)),(0,255,0),2)\n",
| " cv2.line(img, (int(x2+x3-face_x),int(y2+y3-face_y)), (int(x3+x1+x2-2*face_x),int(y3+y2+y1-2*face_y)),(0,255,0),2)\n",
| " cv2.line(img, (int(x3), int(y3)), (int(x3+x1-face_x),int(y3+y1-face_y)),(0,255,0),2)\n",
| " cv2.line(img, (int(x3), int(y3)), (int(x3+x2-face_x),int(y3+y2-face_y)),(0,255,0),2)\n",
| "\n",
| " return img"
| ]
| },
| {
| "cell_type": "code",
| "execution_count": 133,
| "metadata": {
| "collapsed": true
| },
| "outputs": [],
| "source": [
| "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": 134,
| "metadata": {
| "collapsed": true
| },
| "outputs": [],
| "source": [
| "DATA_DIR = '../data/biwi/'"
| ]
| },
| {
| "cell_type": "code",
| "execution_count": 248,
| "metadata": {
| "collapsed": false,
| "scrolled": true
| },
| "outputs": [
| {
| "name": "stdout",
| "output_type": "stream",
| "text": [
| "[[ 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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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 0x7f1850063f10>"
| ]
| },
| "metadata": {},
| "output_type": "display_data"
| }
| ],
| "source": [
| "# 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",
| "bbox_path = os.path.join(DATA_DIR, 'data/hpdb/' + img_name_list[0] + '/dockerface-' + img_name_list[1] + '_rgb.txt')\n",
| "\n",
| "\n",
| "# Load bounding box\n",
| "bbox = open(bbox_path, 'r')\n",
| "line = bbox.readline().split(' ')\n",
| "x_min, y_min, x_max, y_max = [float(line[1]), float(line[2]), float(line[3]), float(line[4])]\n",
| "\n",
| "# Loosely crop face\n",
| "k = 0.35\n",
| "x_min -= 0.6 * k * abs(x_max - x_min)\n",
| "y_min -= k * abs(y_max - y_min)\n",
| "x_max += 0.6 * k * abs(x_max - x_min)\n",
| "y_max += 0.6 * k * abs(y_max - y_min)\n",
| "bbox.close()\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",
| "print R, T\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",
| "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",
| "# 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",
| "plt.imshow(img)\n",
| "plt.show()"
| ]
| },
| {
| "cell_type": "code",
| "execution_count": 252,
| "metadata": {
| "collapsed": false
| },
| "outputs": [],
| "source": [
| "import glob\n",
| "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)"
| ]
| },
| {
| "cell_type": "raw",
| "metadata": {},
| "source": []
| }
| ],
| "metadata": {
| "anaconda-cloud": {},
| "kernelspec": {
| "display_name": "Python [default]",
| "language": "python",
| "name": "python2"
| },
| "language_info": {
| "codemirror_mode": {
| "name": "ipython",
| "version": 2
| },
| "file_extension": ".py",
| "mimetype": "text/x-python",
| "name": "python",
| "nbconvert_exporter": "python",
| "pygments_lexer": "ipython2",
| "version": "2.7.12"
| }
| },
| "nbformat": 4,
| "nbformat_minor": 1
| }
|
|