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Diffstat (limited to 'megapixels/notebooks/face_analysis/05b_detect_face_dlib_pose.ipynb')
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diff --git a/megapixels/notebooks/face_analysis/05b_detect_face_dlib_pose.ipynb b/megapixels/notebooks/face_analysis/05b_detect_face_dlib_pose.ipynb new file mode 100644 index 00000000..7ecc660a --- /dev/null +++ b/megapixels/notebooks/face_analysis/05b_detect_face_dlib_pose.ipynb @@ -0,0 +1,527 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 04b: Face Pose with dlib\n", + "\n", + "Use dlib's HoG/SVG detector to locate a face and then calculate pose. \n", + "\n", + "This is based on the post by Satya Mallick\n", + "https://www.learnopencv.com/head-pose-estimation-using-opencv-and-dlib/\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import os.path as osp\n", + "import cv2\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", + "%reload_ext autoreload\n", + "%autoreload 2\n", + "#from utils import imx # Image function extensions\n", + "#from config import config as cfg\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" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "def detect_faces_dlib(im,pyramids=0):\n", + " rects = detector(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": 6, + "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.get_frontal_face_detector()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/data_store/datasets/people/10k-adult-faces/10k US Adult Faces Database/Face Images/Alicia_Clifford_11_oval.jpg\n" + ] + } + ], + "source": [ + "# Read an image and display it\n", + "#fp_im = osp.join('/home/adam/Downloads/faces/david.jpg')\n", + "dir_im = '/data_store/datasets/people/10k-adult-faces/10k US Adult Faces Database/Face Images/'\n", + "fp_im = osp.join(dir_im, 'Aaron_Boothe_5_oval.jpg')\n", + "fp_im = osp.join(dir_im, 'Alicia_Clifford_11_oval.jpg')\n", + "print(fp_im)\n", + "im = cv2.imread(fp_im)\n", + "src = cv2.imread(fp_im)\n", + "im_gray = cv2.cvtColor(im, cv2.COLOR_BGR2GRAY)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Found 1 face(s)\n" + ] + } + ], + "source": [ + "# Draw high-confidence faces\n", + "faces = detect_faces_dlib(im,pyramids=0)\n", + "print(\"Found {} face(s)\".format(len(faces)))" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7f92692bd780>" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Draw faces\n", + "dst = im.copy()\n", + "for face in faces:\n", + " x1,y1,x2,y2 = face\n", + " cv2.rectangle(dst,(x1,y1),(x2,y2),(0,255,0),6)\n", + "\n", + "title='dlib detect: {} detections'.format(len(faces))\n", + "plt.imshow(dst)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "# Copied from https://www.learnopencv.com/head-pose-estimation-using-opencv-and-dlib/\n", + "def get_pose(img, pose_points):\n", + " size = img.shape\n", + " # Camera internals\n", + " focal_length = size[1]\n", + " center = (size[1]/2, size[0]/2)\n", + " camera_matrix = np.array(\n", + " [[focal_length, 0, center[0]],\n", + " [0, focal_length, center[1]],\n", + " [0, 1, 1]], dtype = \"double\"\n", + " )\n", + "\n", + " dist_coeffs = np.zeros((4,1)) # Assuming no lens distortion\n", + " (success, rot_vec, tran_vec) = cv2.solvePnP(\n", + " model_points, pose_points, \n", + " camera_matrix, dist_coeffs, \n", + " flags=cv2.SOLVEPNP_ITERATIVE)\n", + " \n", + " print(\"Rotation Vector:\\n {0}\".format(rot_vec))\n", + " print(\"Translation Vector:\\n {0}\".format(tran_vec))\n", + "\n", + " # Project a 3D point (0, 0, 1000.0) onto the image plane.\n", + " # We use this to draw a line sticking out of the nose\n", + " return (success, rot_vec, tran_vec,camera_matrix)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "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": 13, + "metadata": {}, + "outputs": [], + "source": [ + "roi = faces[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()]" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7f92692b1208>" + ] + }, + "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": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Draw landmarks as dots\n", + "dst = im.copy()\n", + "for lm in landmarks:\n", + " cv2.circle(dst,(lm[0],lm[1]), 2, (0,255,0), -1)\n", + "\n", + "#imx.pltimg(dst,mode='bgr',title='Facial Landmarks (dots)')\n", + "plt.imshow(dst)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7f9264be8ac8>" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Draw landmarks as lines in groups\n", + "dst = im.copy()\n", + "\n", + "rclosed = False\n", + "for region in regions:\n", + " x2 = None\n", + " y2 = None\n", + " rclosed = regions[region]['closed']\n", + " for pt in regions[region]['points']:\n", + " pos = landmarks[pt-1]\n", + " x1,y1 = (landmarks[pt-1][0],landmarks[pt-1][1])\n", + " if x2 is not None:\n", + " cv2.line(dst,(x1,y1),(x2,y2),(0,255,0), 4)\n", + " x2,y2 = (x1,y1)\n", + " \n", + " if rclosed:\n", + " pt = regions[region]['points'][0]\n", + " x2,y2 = (landmarks[pt-1][0],landmarks[pt-1][1])\n", + " cv2.line(dst,(x1,y1),(x2,y2),(0,255,0), 4)\n", + " \n", + "#imx.pltimg(dst,mode='bgr',title='Facial Landmarks (lines)')\n", + "plt.imshow(dst)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Rotation Vector:\n", + " [[ 3.09740218]\n", + " [ 0.15031811]\n", + " [-0.17930783]]\n", + "Translation Vector:\n", + " [[-107.07418242]\n", + " [ 96.88895082]\n", + " [ 650.59277592]]\n", + "[[[213.477098 173.01911111]]]\n" + ] + }, + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7f9264b41940>" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dst = im.copy()\n", + "\n", + "pose_points_idx = (30,8,36,45,48,54)\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", + "dist_coeffs = np.zeros((4,1))\n", + "rot_vec = None\n", + "size = im_gray.shape\n", + "\n", + "pose_points = []\n", + "for j,pidx in enumerate(pose_points_idx):\n", + " landmarks = [[p.x, p.y] for p in predictor(im_gray, roi_dlib).parts()]\n", + " ff = landmarks[pidx]\n", + " pose_points.append((ff[0],ff[1]))\n", + "\n", + "pose_points = np.array(pose_points, dtype='double')\n", + "(success, rot_vec, tran_vec, cam_mat) = get_pose(im_gray, pose_points)\n", + "if success:\n", + " # X vector\n", + " (nose_end_point2D_x, jacobian) = cv2.projectPoints(\n", + " np.array([(500.0, 0.0, 0)]),\n", + " rot_vec, \n", + " tran_vec, \n", + " cam_mat,\n", + " dist_coeffs)\n", + " # Y vector\n", + " (nose_end_point2D_y, jacobian) = cv2.projectPoints(\n", + " np.array([(0.0, 500.0, 0)]),\n", + " rot_vec, \n", + " tran_vec, \n", + " cam_mat,\n", + " dist_coeffs)\n", + " # Z vector\n", + " (nose_end_point2D_z, jacobian) = cv2.projectPoints(\n", + " np.array([(0.0, 0.0, 500.0)]),\n", + " rot_vec, \n", + " tran_vec, \n", + " cam_mat,\n", + " dist_coeffs)\n", + " \n", + " \n", + "for x,y in pose_points:\n", + " cv2.circle(dst,(int(x),int(y)),3,(255,255,0))\n", + "\n", + "# X\n", + "print(nose_end_point2D_x)\n", + "p1 = ( int(pose_points[0][0]), int(pose_points[0][1]))\n", + "p2 = ( int(nose_end_point2D_x[0][0][0]), int(nose_end_point2D_x[0][0][1]))\n", + "cv2.line(dst,p1,p2,(0,0,255),2)\n", + "\n", + "# Y\n", + "p1 = ( int(pose_points[0][0]), int(pose_points[0][1]))\n", + "p2 = ( int(nose_end_point2D_y[0][0][0]), int(nose_end_point2D_y[0][0][1]))\n", + "cv2.line(dst,p1,p2,(0,255,0),2)\n", + "\n", + "# Z\n", + "p1 = ( int(pose_points[0][0]), int(pose_points[0][1]))\n", + "p2 = ( int(nose_end_point2D_z[0][0][0]), int(nose_end_point2D_z[0][0][1]))\n", + "cv2.line(dst,p1,p2,(255,0,0),2)\n", + "\n", + "#imx.pltimg(dst,mode='bgr',title='Head Pose')\n", + "plt.imshow(dst)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "a = '/data_store/'\n", + "from pathlib import Path\n", + "b = Path(a)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Help on function mkdir in module pathlib:\n", + "\n", + "mkdir(self, mode=511, parents=False, exist_ok=False)\n", + " Create a new directory at this given path.\n", + "\n" + ] + } + ], + "source": [ + "b.is_dir()\n", + "help(Path.mkdir)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "b.is_file()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python [conda env:vframe]", + "language": "python", + "name": "conda-env-vframe-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": "3.5.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} |
