diff options
| author | Adam Harvey <adam@ahprojects.com> | 2018-11-19 12:46:34 +0100 |
|---|---|---|
| committer | Adam Harvey <adam@ahprojects.com> | 2018-11-19 12:46:34 +0100 |
| commit | 869d63677ee1d508fc3ebc14c0994a2813b85272 (patch) | |
| tree | aff309f8e58df263606da74277044bfcb0a11ff1 /megapixels/notebooks/visualize/visualize_pose_hpi.ipynb | |
| parent | 8c52d20132be81121d1c789951c2571bfa667119 (diff) | |
working on youtube pose
Diffstat (limited to 'megapixels/notebooks/visualize/visualize_pose_hpi.ipynb')
| -rw-r--r-- | megapixels/notebooks/visualize/visualize_pose_hpi.ipynb | 365 |
1 files changed, 365 insertions, 0 deletions
diff --git a/megapixels/notebooks/visualize/visualize_pose_hpi.ipynb b/megapixels/notebooks/visualize/visualize_pose_hpi.ipynb new file mode 100644 index 00000000..4cea75fb --- /dev/null +++ b/megapixels/notebooks/visualize/visualize_pose_hpi.ipynb @@ -0,0 +1,365 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 196, + "metadata": {}, + "outputs": [], + "source": [ + "%reload_ext autoreload\n", + "%autoreload 2\n", + "\n", + "import os\n", + "from os.path import join\n", + "import math\n", + "from glob import glob\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 scipy.io\n", + "from pathlib import Path\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.utils import file_utils" + ] + }, + { + "cell_type": "code", + "execution_count": 171, + "metadata": {}, + "outputs": [], + "source": [ + "DATA_STORE = '/data_store_nas/'\n", + "fp_dataset = join(DATA_STORE, 'datasets/people/youtube_poses')\n", + "dir_fp_frames = join(fp_dataset, 'YouTube_Pose_dataset_1.0/GT_frames')" + ] + }, + { + "cell_type": "code", + "execution_count": 172, + "metadata": {}, + "outputs": [], + "source": [ + "dirs_frames = glob(join(dir_fp_frames, '*'))\n", + "fps_frames = {}\n", + "for dir_frames in dirs_frames:\n", + " fps_frames[dir_frames] = join(dir_frames, '*')" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [], + "source": [ + "fp_pose_data = join(fp_dataset, 'YouTube_Pose_dataset_1.0/YouTube_Pose_dataset.mat')\n", + "pose_data = scipy.io.loadmat(fp_pose_data)['data'][0]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Data structure:\n", + "- `data[2]` = 2 x 7 x 100 array\n", + "- `data[2][0]` = x locations\n", + "- `data[2][0]` = y locations\n", + "- ordering is `Head, Right wrist, Left wrist, Right elbow, Left elbow, Right shoulder and Left shoulder`" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0xb1942fda0>" + ] + }, + "execution_count": 110, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "im = np.ones((1000,1000,3)).astype(np.uint8)\n", + "plt.imshow(im)" + ] + }, + { + "cell_type": "code", + "execution_count": 176, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Help on function zpad in module app.utils.file_utils:\n", + "\n", + "zpad(x, zeros=6)\n", + "\n" + ] + } + ], + "source": [ + "help(file_utils.zpad)" + ] + }, + { + "cell_type": "code", + "execution_count": 220, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['9WfiNi0MAwo']\n", + "/data_store_nas/datasets/people/youtube_poses/YouTube_Pose_dataset_1.0/GT_frames/9WfiNi0MAwo/frame_003211.jpg\n", + "frame id 3065\n", + "frame id 68\n", + "frame id 1097\n", + "frame id 203\n", + "frame id 270\n", + "frame id 5700\n", + 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"text/plain": [ + "<matplotlib.image.AxesImage at 0xb2fae8cf8>" + ] + }, + "execution_count": 220, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x720 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "radius = 5\n", + "im_plt = np.ones((1000, 1000,3)).astype(np.uint8)\n", + "nwh = im.shape[:2][::-1]\n", + "colors = \n", + "\n", + "for k, pose in enumerate(pose_data[8:9]):\n", + " print(pose[1])\n", + " offset_ltrb = pose[6][0]\n", + " video_scale = pose[5][0]\n", + " video_size = pose[7][0][::-1]\n", + " owh = pose[7][0][::-1]\n", + " pose_pts = pose[2]\n", + " fname = 'frame_{}.jpg'.format(file_utils.zpad(frame_id, zeros=6))\n", + " fp_frame = join(dir_fp_frames, pose[1][0], fname)\n", + " if not Path(fp_frame).exists():\n", + " print('file no exist')\n", + " im_frame = cv.imread(fp_frame)\n", + " print(fp_frame)\n", + " for i in range(pose_pts.shape[2]): # 100\n", + " frame_id = pose[3][0][i]\n", + " print('frame id', frame_id)\n", + " for j in range(pose_pts.shape[1]): # 7\n", + " pt_orig = np.array([pose_pts[0][j][i], pose_pts[1][j][i]]) # x,y\n", + " pt_orig[0] -= offset_ltrb[0]\n", + " pt_orig[1] -= offset_ltrb[1]\n", + " imwh = im_frame.shape[:2][::-1]\n", + " pt_norm = pt_orig / video_size\n", + " pt_scaled_im = tuple(map(int, pt_norm * video_size))\n", + " pt_scaled_plt = tuple(map(int, pt_norm * im_plt.shape[:2][::-1]))\n", + " #print(pt_norm, pt_scaled)\n", + " cv.circle(im_plt, pt_scaled_plt, radius, (4*k,255-(4*k),4*k), -1, cv.LINE_AA)\n", + " #cv.circle(im_frame, pt_scaled_im, radius, (4*k,255-(4*k),4*k), -1, cv.LINE_AA)\n", + " \n", + "plt.figure(figsize=(10,10))\n", + "plt.xticks([]), plt.yticks([])\n", + "plt.imshow(im_plt)" + ] + }, + { + "cell_type": "code", + "execution_count": 218, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0xb2f40f438>" + ] + }, + "execution_count": 218, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x720 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10,10))\n", + "plt.xticks([]), plt.yticks([])\n", + "plt.imshow(im_frame)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "megapixels", + "language": "python", + "name": "megapixels" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} |
