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| {
| "cells": [
| {
| "cell_type": "code",
| "execution_count": 17,
| "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"
| ]
| },
| {
| "cell_type": "code",
| "execution_count": 18,
| "metadata": {
| "collapsed": false
| },
| "outputs": [],
| "source": [
| "TRAIN_DATA_DIR = '/Data/nruiz9/data/facial_landmarks/300W_LP/'\n",
| "AFW = os.path.join(TRAIN_DATA_DIR, 'AFW')"
| ]
| },
| {
| "cell_type": "code",
| "execution_count": 51,
| "metadata": {
| "collapsed": false
| },
| "outputs": [
| {
| "data": {
| "image/png": 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RHdJeSjbsEHclq8qxrpacT08RssJEkijS4GB/Z5t+bonkmrq2GFkjdcR6OcM6z7posS14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\n",
| "text/plain": [
| "<matplotlib.figure.Figure at 0x7f1f24086690>"
| ]
| },
| "metadata": {},
| "output_type": "display_data"
| }
| ],
| "source": [
| "img_name = 'AFW_2417212918_1_1'\n",
| "img_path = os.path.join(AFW, img_name + '.jpg')\n",
| "mat_path = os.path.join(AFW, img_name + '.mat')\n",
| "\n",
| "img = Image.open(img_path)\n",
| "mat = sio.loadmat(mat_path)\n",
| "\n",
| "h, w = img.size\n",
| "bbox = mat['roi'][0] - w/2\n",
| "x_min = min(mat['pt2d'][0,:])\n",
| "y_min = min(mat['pt2d'][1,:])\n",
| "x_max = max(mat['pt2d'][0,:])\n",
| "y_max = max(mat['pt2d'][1,:])\n",
| "\n",
| "k = 0.35\n",
| "x_min -= 0.6 * k * abs(x_max - x_min)\n",
| "y_min -= 2 * 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",
| "x_min = max(x_min,0)\n",
| "x_max = min(w, x_max)\n",
| "y_min = max(y_min, 0)\n",
| "y_max = min(h, y_max)\n",
| "\n",
| "img = img.crop((int(x_min), int(y_min), int(x_max), int(y_max)))\n",
| "img = img.rotate(20)\n",
| "\n",
| "\n",
| "plt.imshow(img)\n",
| "plt.show()"
| ]
| },
| {
| "cell_type": "code",
| "execution_count": 16,
| "metadata": {
| "collapsed": false
| },
| "outputs": [
| {
| "name": "stdout",
| "output_type": "stream",
| "text": [
| "(2, 68)\n"
| ]
| },
| {
| "data": {
| "image/png": 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MTo54fLKiuTxnzJGrn/yQN58kvv87/5Qnzz5CFoZu1xFcQIwjtihYnl6iDnvG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\nYII=\n",
| "text/plain": [
| "<matplotlib.figure.Figure at 0x7f20443ef150>"
| ]
| },
| "metadata": {},
| "output_type": "display_data"
| },
| {
| "name": "stdout",
| "output_type": "stream",
| "text": [
| "[270 316 613 659]\n",
| "['roi', 'Shape_Para', 'Pose_Para', 'Exp_Para', '__header__', '__globals__', 'Color_Para', 'Illum_Para', 'pt2d', '__version__', 'Tex_Para']\n",
| "pitch, yaw, roll: 4.49398 -21.1518 13.9533\n"
| ]
| }
| ],
| "source": [
| "img_name = 'AFW_2417212918_1_1'\n",
| "img_path = os.path.join(AFW, img_name + '.jpg')\n",
| "mat_path = os.path.join(AFW, img_name + '.mat')\n",
| "\n",
| "img = cv2.imread(img_path)\n",
| "img = cv2.cvtColor(img, cv2.COLOR_RGB2BGR)\n",
| "mat = sio.loadmat(mat_path)\n",
| "\n",
| "h, w, depth = img.shape\n",
| "bbox = mat['roi'][0] - w/2\n",
| "x_min = min(mat['pt2d'][0,:])\n",
| "y_min = min(mat['pt2d'][1,:])\n",
| "x_max = max(mat['pt2d'][0,:])\n",
| "y_max = max(mat['pt2d'][1,:])\n",
| "\n",
| "k = 0.35\n",
| "x_min -= 0.6 * k * abs(x_max - x_min)\n",
| "y_min -= 2 * 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",
| "x_min = max(x_min,0)\n",
| "x_max = min(w, x_max)\n",
| "y_min = max(y_min, 0)\n",
| "y_max = min(h, y_max)\n",
| "\n",
| "cropped_img = img[int(y_min):int(y_max), int(x_min):int(x_max), :]\n",
| "\n",
| "print mat['pt2d'].shape\n",
| "\n",
| "plt.imshow(img)\n",
| "plt.imshow(cropped_img)\n",
| "plt.show()\n",
| "print bbox\n",
| "print mat.keys()\n",
| "pitch, yaw, roll = mat['Pose_Para'][0][0:3] * 180 / np.pi\n",
| "print 'pitch, yaw, roll: ', pitch, yaw, roll"
| ]
| },
| {
| "cell_type": "code",
| "execution_count": 6,
| "metadata": {
| "collapsed": false
| },
| "outputs": [
| {
| "name": "stdout",
| "output_type": "stream",
| "text": [
| "[-0.87804114818573, -0.22214050590991974, -0.1486462503671646, 216.78628540039062, 242.63656616210938, -66.12765502929688, 0.0013571734307333827]\n",
| "-0.878041 0.222141 -0.148646\n",
| "((286.48701538719649, 128.29936640991286), (163.45533962552264, 258.61294564663456), (174.83399077116931, 280.22379053300978), 141.78628540039062, 167.63656616210938)\n"
| ]
| },
| {
| "data": {
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OfDoDO89s+xDTM/NkGwOufuYBjiy02XryIm42YXJTUxcDXBCunn2OBz71adra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| "text/plain": [
| "<matplotlib.figure.Figure at 0x7facea084ad0>"
| ]
| },
| "metadata": {},
| "output_type": "display_data"
| }
| ],
| "source": [
| "# For pose we have [pitch yaw roll tdx tdy tdz scale_factor]\n",
| "from math import cos, sin\n",
| "\n",
| "img_name = 'AFW_91328372_1_1'\n",
| "img_path = os.path.join(AFW, img_name + '.jpg')\n",
| "mat_path = os.path.join(AFW, img_name + '.mat')\n",
| "\n",
| "img = cv2.imread(img_path)\n",
| "img = cv2.cvtColor(img, cv2.COLOR_RGB2BGR)\n",
| "mat = sio.loadmat(mat_path)\n",
| "\n",
| "frame = img\n",
| "pose_params = mat['Pose_Para'][0]\n",
| "\n",
| "print pose_params.tolist()\n",
| "pitch, yaw, roll, tdx, tdy, tdz, scale = pose_params\n",
| "\n",
| "size = 150\n",
| "\n",
| "p = pitch\n",
| "y = -yaw\n",
| "r = roll\n",
| "\n",
| "if y < 0:\n",
| " face_x = tdx - 0.50 * size\n",
| " face_y = tdy - 0.50 * size\n",
| "else:\n",
| " face_x = tdx - 0.50 * size\n",
| " face_y = tdy - 0.50 * size\n",
| " \n",
| "\n",
| "print p, y ,r\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",
| "\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",
| "\n",
| "x3 = size * (sin(y)) + face_x\n",
| "y3 = size * (-cos(y) * sin(p)) + face_y\n",
| "\n",
| "print((x1, y1), (x2, y2), (x3, y3), face_x, face_y)\n",
| "# Draw base in red\n",
| "cv2.line(frame, (int(face_x), int(face_y)), (int(x1),int(y1)),(255,0,0),3)\n",
| "cv2.line(frame, (int(face_x), int(face_y)), (int(x2),int(y2)),(255,0,0),3)\n",
| "cv2.line(frame, (int(x2), int(y2)), (int(x2+x1-face_x),int(y2+y1-face_y)),(255,0,0),3)\n",
| "cv2.line(frame, (int(x1), int(y1)), (int(x1+x2-face_x),int(y1+y2-face_y)),(255,0,0),3)\n",
| "# Draw pillars in blue\n",
| "cv2.line(frame, (int(face_x), int(face_y)), (int(x3),int(y3)),(0,0,255),2)\n",
| "cv2.line(frame, (int(x1), int(y1)), (int(x1+x3-face_x),int(y1+y3-face_y)),(0,0,255),2)\n",
| "cv2.line(frame, (int(x2), int(y2)), (int(x2+x3-face_x),int(y2+y3-face_y)),(0,0,255),2)\n",
| "cv2.line(frame, (int(x2+x1-face_x),int(y2+y1-face_y)), (int(x3+x1+x2-2*face_x),int(y3+y2+y1-2*face_y)),(0,0,255),2)\n",
| "# Draw top in green\n",
| "cv2.line(frame, (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(frame, (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(frame, (int(x3), int(y3)), (int(x3+x1-face_x),int(y3+y1-face_y)),(0,255,0),2)\n",
| "cv2.line(frame, (int(x3), int(y3)), (int(x3+x2-face_x),int(y3+y2-face_y)),(0,255,0),2)\n",
| "\n",
| "plt.imshow(frame)\n",
| "plt.show()"
| ]
| },
| {
| "cell_type": "raw",
| "metadata": {
| "collapsed": true
| },
| "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
| }
|
|