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+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 06: Face pose dlib/MTCNN"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import os\n",
+ "import os.path as osp\n",
+ "from os.path import join\n",
+ "from glob import glob\n",
+ "import random\n",
+ "\n",
+ "import cv2 as cv\n",
+ "import numpy as np\n",
+ "from PIL import Image, ImageDraw\n",
+ "%matplotlib inline\n",
+ "import matplotlib.pyplot as plt\n",
+ "import math\n",
+ "import dlib\n",
+ "from mtcnn.mtcnn import MTCNN\n",
+ "\n",
+ "%reload_ext autoreload\n",
+ "%autoreload 2\n",
+ "\n",
+ "import sys\n",
+ "sys.path.append('/work/megapixels_dev/megapixels/')\n",
+ "from app.settings import app_cfg as cfg\n",
+ "from app.utils import im_utils\n",
+ "from app.models.bbox import BBox"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def detect_faces_dlib(im,pyramids=0):\n",
+ " rects = detector_dlib(im, pyramids)\n",
+ " faces = [ (r.left(),r.top(),r.right(),r.bottom()) for r in rects] #x1,y1,x2,y2\n",
+ " return faces"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# init dlib\n",
+ "dlib_predictor_path = osp.join(cfg.DIR_MODELS_DLIB_68PT)\n",
+ "predictor = dlib.shape_predictor(dlib_predictor_path)\n",
+ "detector_dlib = dlib.get_frontal_face_detector()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "regions = {\n",
+ " \"outside_mouth\": {\n",
+ " \"points\": list(range(49, 60+1)),\n",
+ " \"closed\": True\n",
+ " },\n",
+ " \"inside_mouth\": {\n",
+ " \"points\": list(range(61, 68)),\n",
+ " \"closed\": True\n",
+ " },\n",
+ " \"brow_left\": {\n",
+ " \"points\": list(range(18, 22+1)),\n",
+ " \"closed\": False\n",
+ " },\n",
+ " \"brow_right\": {\n",
+ " \"points\": list(range(23, 27+1)),\n",
+ " \"closed\": False\n",
+ " },\n",
+ " \"eye_right\": {\n",
+ " \"points\": list(range(37, 42+1)),\n",
+ " \"closed\": True\n",
+ " },\n",
+ " \"eye_left\": {\n",
+ " \"points\": list(range(43, 48+1)),\n",
+ " \"closed\": True\n",
+ " },\n",
+ " \"nose_bottom\": {\n",
+ " \"points\": list(range(31,36+1)),\n",
+ " \"closed\": True\n",
+ " },\n",
+ " \"nose_bridge\": {\n",
+ " \"points\": list(range(28,31+1)),\n",
+ " \"closed\": False\n",
+ " },\n",
+ " \"jaw\": {\n",
+ " \"points\": list(range(1, 17+1)),\n",
+ " \"closed\": False\n",
+ " }\n",
+ "}"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def compute_pose(img, landmarks):\n",
+ " # computes pose using 6 / 68 points from dlib face landmarks\n",
+ " # based on learnopencv.com and \n",
+ " # https://github.com/jerryhouuu/Face-Yaw-Roll-Pitch-from-Pose-Estimation-using-OpenCV/\n",
+ " # NB: not as accurate as MTCNN, see @jerryhouuu for ideas\n",
+ " \n",
+ " pose_points_idx = (30, 8, 36, 45, 48, 54)\n",
+ " axis = np.float32([[500,0,0], [0,500,0], [0,0,500]])\n",
+ " \n",
+ " # 3D model points.\n",
+ " model_points = np.array([\n",
+ " (0.0, 0.0, 0.0), # Nose tip\n",
+ " (0.0, -330.0, -65.0), # Chin\n",
+ " (-225.0, 170.0, -135.0), # Left eye left corner\n",
+ " (225.0, 170.0, -135.0), # Right eye right corne\n",
+ " (-150.0, -150.0, -125.0), # Left Mouth corner\n",
+ " (150.0, -150.0, -125.0) # Right mouth corner\n",
+ " ])\n",
+ " \n",
+ " # Assuming no lens distortion\n",
+ " dist_coeffs = np.zeros((4,1))\n",
+ " rot_vec = None\n",
+ " size = im.shape[:2]\n",
+ "\n",
+ " # find 6 pose points\n",
+ " pose_points = []\n",
+ " for j, idx in enumerate(pose_points_idx):\n",
+ " pt = landmarks[idx]\n",
+ " pose_points.append((pt[0], pt[1]))\n",
+ " pose_points = np.array(pose_points, dtype='double') # convert to double\n",
+ " \n",
+ " # create camera matrix\n",
+ " size = img.shape\n",
+ " focal_length = size[1]\n",
+ " center = (size[1]/2, size[0]/2)\n",
+ " cam_mat = np.array(\n",
+ " [[focal_length, 0, center[0]],\n",
+ " [0, focal_length, center[1]],\n",
+ " [0, 1, 1]], dtype = \"double\"\n",
+ " )\n",
+ " \n",
+ " # solve PnP for rotation and translation\n",
+ " (success, rot_vec, tran_vec) = cv.solvePnP(model_points, pose_points, \n",
+ " cam_mat, dist_coeffs, \n",
+ " flags=cv.SOLVEPNP_ITERATIVE) \n",
+ " # project points\n",
+ " pts_im, jac = cv.projectPoints(axis, rot_vec, tran_vec, cam_mat, dist_coeffs)\n",
+ " pts_model, jac2 = cv.projectPoints(model_points, rot_vec, tran_vec, cam_mat, dist_coeffs)\n",
+ " rvec_matrix = cv.Rodrigues(rot_vec)[0]\n",
+ " \n",
+ " # convert to degrees\n",
+ " proj_matrix = np.hstack((rvec_matrix, tran_vec))\n",
+ " eulerAngles = cv.decomposeProjectionMatrix(proj_matrix)[6] \n",
+ " pitch, yaw, roll = [math.radians(x) for x in eulerAngles]\n",
+ " pitch = math.degrees(math.asin(math.sin(pitch)))\n",
+ " roll = -math.degrees(math.asin(math.sin(roll)))\n",
+ " yaw = math.degrees(math.asin(math.sin(yaw)))\n",
+ " degrees = {'pitch': pitch, 'roll': roll, 'yaw': yaw}\n",
+ " \n",
+ " # add nose point\n",
+ " pt_nose = tuple(landmarks[pose_points_idx[0]])\n",
+ " \n",
+ " return pts_im, pts_model, degrees, pt_nose\n",
+ "\n",
+ "\n",
+ "def draw_pose(im, pts_im, pts_model, pt_nose):\n",
+ " cv.line(im, pt_nose, tuple(pts_im[1].ravel()), (0,255,0), 3) #GREEN\n",
+ " cv.line(im, pt_nose, tuple(pts_im[0].ravel()), (255,0,), 3) #BLUE\n",
+ " cv.line(im, pt_nose, tuple(pts_im[2].ravel()), (0,0,255), 3) #RED\n",
+ " return im\n",
+ "\n",
+ "\n",
+ "def draw_degrees(im, degrees, color=(0,255,0)):\n",
+ " for i, item in enumerate(degrees.items()):\n",
+ " k, v = item\n",
+ " t = '{}: {:.2f}'.format(k, v)\n",
+ " origin = (10, 30 + (25 * i))\n",
+ " cv.putText(im, t, origin, cv.FONT_HERSHEY_SIMPLEX, 0.5, color, thickness=2, lineType=2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# get image files\n",
+ "dir_im = '/data_store/datasets/people/lfw/images/'\n",
+ "fp_ims = glob(join(dir_im, '**/*.jpg'),recursive=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fp_im = join(dir_im, 'AJ_Lamas/AJ_Lamas_0001.jpg')\n",
+ "fp_im = '/data_store_ssd/apps/megapixels/datasets/vgg_face2/raw/train/n004034/0194_01.jpg'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "/data_store_ssd/apps/megapixels/datasets/vgg_face2/raw/train/n004034/0194_01.jpg\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#fp_im = np.random.choice(fp_ims)\n",
+ "im = cv.imread(fp_im)\n",
+ "im_gray = cv.cvtColor(im, cv.COLOR_BGR2GRAY)\n",
+ "plt.imshow(im)\n",
+ "print(fp_im)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Found 1 face(s)\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Draw high-confidence faces\n",
+ "faces_dlib = detect_faces_dlib(im,pyramids=0)\n",
+ "face = faces_dlib[0] #biggest face\n",
+ "# Convert back to dlib.rectangle for predictor\n",
+ "roi_dlib = dlib.rectangle(face[0],face[1],face[2],face[3])\n",
+ "landmarks = [[p.x, p.y] for p in predictor(im_gray, roi_dlib).parts()]\n",
+ "print(\"Found {} face(s)\".format(len(faces_dlib)))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "pitch: -0.43544687807480204, roll: 3.6990710673785228, yaw: -5.206583259373987\n"
+ ]
+ }
+ ],
+ "source": [
+ "pts_im, pts_model, degrees, pt_nose = compute_pose(im, landmarks)\n",
+ "print('pitch: {pitch}, roll: {roll}, yaw: {yaw}'.format(**degrees))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.image.AxesImage at 0x7f6ece486160>"
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "dst = im.copy()\n",
+ "\n",
+ "for face in faces_dlib:\n",
+ " x1,y1,x2,y2 = face\n",
+ " cv.rectangle(dst,(x1,y1),(x2,y2),(0,255,0), 2)\n",
+ "\n",
+ "for lm in landmarks:\n",
+ " cv.circle(dst,(lm[0],lm[1]), 2, (0,255,0), -1)\n",
+ " \n",
+ "draw_pose(dst, pts_im, pts_model, pt_nose)\n",
+ "draw_degrees(dst, degrees)\n",
+ "\n",
+ "plt.imshow(dst)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "files = ['rois_cvdnn_400.csv', 'rois_dlib_cnn_400_p1.csv', 'rois_dlib_hog_400_p1.csv', 'rois_mtcnn_400.csv']\n",
+ "dir_metadata = '/data_store/datasets/people/dating_site_jmoll/metadata/'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "file: rois_cvdnn_400.csv\tfaces: 10169\n",
+ "file: rois_dlib_cnn_400_p1.csv\tfaces: 6256\n",
+ "file: rois_dlib_hog_400_p1.csv\tfaces: 3082\n",
+ "file: rois_mtcnn_400.csv\tfaces: 5189\n"
+ ]
+ }
+ ],
+ "source": [
+ "for fname in files:\n",
+ " fp_rois = join(dir_metadata, fname)\n",
+ " df_rois = pd.read_csv(fp_rois)\n",
+ " print(f'file: {fname}\\tfaces: {len(df_rois)}')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python [conda env:megapixels]",
+ "language": "python",
+ "name": "conda-env-megapixels-py"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.6.6"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}