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+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# UCCS Visualize\n",
+ "\n",
+ "- read in all images, resized\n",
+ "- mean images\n",
+ "- read in all bboxes\n",
+ "- draw normalized bboxes"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "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",
+ "from random import randint\n",
+ "\n",
+ "import cv2 as cv\n",
+ "import numpy as np\n",
+ "import pandas as pd\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",
+ "from sklearn import preprocessing\n",
+ "from tqdm import tqdm_notebook as tqdm\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 file_utils, im_utils\n",
+ "from app.models.bbox import BBox"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fp_dir_uccs = '/data_store/datasets/people/uccs/dataset'\n",
+ "fp_dir_ims = '/data_store_ssd/datasets/people/uccs/media/original/'\n",
+ "fp_baseline = '/data_store/datasets/people/uccs/dataset/UCCS-v2-detection-baseline-validation.csv'\n",
+ "fp_out_bboxes = '/data_store/datasets/people/uccs/processed/uccs_bboxes_white_01.png'\n",
+ "fp_out_mean = '/data_store/datasets/people/uccs/processed/uccs_mean.png'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "16149 images\n"
+ ]
+ }
+ ],
+ "source": [
+ "fp_ims = glob(join(fp_dir_ims, '*.jpg'))\n",
+ "print(len(fp_ims), 'images')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "(3456, 5184, 3)\n"
+ ]
+ }
+ ],
+ "source": [
+ "im = cv.imread(fp_ims[0])\n",
+ "print(im.shape)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 46,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>FILE</th>\n",
+ " <th>BB_X</th>\n",
+ " <th>BB_Y</th>\n",
+ " <th>BB_WIDTH</th>\n",
+ " <th>BB_HEIGHT</th>\n",
+ " <th>DETECTION_SCORE</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>000b35e2c91ccd4adb25e7e410db7b7c.jpg</td>\n",
+ " <td>3540.81</td>\n",
+ " <td>1973.13</td>\n",
+ " <td>237.21</td>\n",
+ " <td>287.37</td>\n",
+ " <td>0.99</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>000b35e2c91ccd4adb25e7e410db7b7c.jpg</td>\n",
+ " <td>1576.59</td>\n",
+ " <td>2290.10</td>\n",
+ " <td>189.79</td>\n",
+ " <td>223.13</td>\n",
+ " <td>0.97</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>000b35e2c91ccd4adb25e7e410db7b7c.jpg</td>\n",
+ " <td>706.63</td>\n",
+ " <td>1512.31</td>\n",
+ " <td>180.06</td>\n",
+ " <td>254.76</td>\n",
+ " <td>0.55</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>000d7f5f2b753210388273e792dae92b.jpg</td>\n",
+ " <td>2106.86</td>\n",
+ " <td>2868.81</td>\n",
+ " <td>226.57</td>\n",
+ " <td>279.73</td>\n",
+ " <td>1.00</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>000d7f5f2b753210388273e792dae92b.jpg</td>\n",
+ " <td>-17.83</td>\n",
+ " <td>1933.80</td>\n",
+ " <td>125.03</td>\n",
+ " <td>214.81</td>\n",
+ " <td>1.00</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " FILE BB_X BB_Y BB_WIDTH \\\n",
+ "0 000b35e2c91ccd4adb25e7e410db7b7c.jpg 3540.81 1973.13 237.21 \n",
+ "1 000b35e2c91ccd4adb25e7e410db7b7c.jpg 1576.59 2290.10 189.79 \n",
+ "2 000b35e2c91ccd4adb25e7e410db7b7c.jpg 706.63 1512.31 180.06 \n",
+ "3 000d7f5f2b753210388273e792dae92b.jpg 2106.86 2868.81 226.57 \n",
+ "4 000d7f5f2b753210388273e792dae92b.jpg -17.83 1933.80 125.03 \n",
+ "\n",
+ " BB_HEIGHT DETECTION_SCORE \n",
+ "0 287.37 0.99 \n",
+ "1 223.13 0.97 \n",
+ "2 254.76 0.55 \n",
+ "3 279.73 1.00 \n",
+ "4 214.81 1.00 "
+ ]
+ },
+ "execution_count": 46,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_rois = pd.read_csv(fp_baseline)\n",
+ "roi_records = df_rois.to_dict('records')\n",
+ "df_rois.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 50,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "rois = {}\n",
+ "rois_all = []\n",
+ "dim = (5184, 3456)\n",
+ "for row in roi_records:\n",
+ " x, y, w, h = row['BB_X'], row['BB_Y'], row['BB_WIDTH'], row['BB_HEIGHT']\n",
+ " # threshold values for 5184x3456\n",
+ " x = max(0, min(5184, x))\n",
+ " y = max(0, min(y,3456))\n",
+ " bbox = BBox.from_xywh_dim(x, y, w, h, dim)\n",
+ " rois[row['FILE']] = bbox\n",
+ " rois_all.append(bbox)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 51,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "51838\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(len(rois_all))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 55,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "f74cecd2e9f948358a437e24e1e605d3",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "HBox(children=(IntProgress(value=0, max=51838), HTML(value='')))"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.image.AxesImage at 0x7f3fe553b3c8>"
+ ]
+ },
+ "execution_count": 55,
+ "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 it\n",
+ "clr = (255, 255, 255)\n",
+ "size_orig = (5184, 3456)\n",
+ "scale = size_orig[0]/1920\n",
+ "size_draw = (int(size_orig[0]/scale), int(size_orig[1]/scale))\n",
+ "im_draw = np.zeros([size_draw[1], size_draw[0], 3]).astype(np.uint8)\n",
+ "im_bg = im_draw.copy()\n",
+ "im[::] = (0,0,0)\n",
+ "limit = 2000000\n",
+ "stroke_weight = 1\n",
+ "alpha = 0.125\n",
+ "\n",
+ "for i, bbox in enumerate(tqdm(rois_all)):\n",
+ " bbox = bbox.to_dim(size_draw)\n",
+ " pt1, pt2 = tuple(map(int, bbox.pt_tl)), tuple(map(int, bbox.pt_br))\n",
+ " im_draw_next = im_bg.copy()\n",
+ " cv.rectangle(im_draw_next, pt1, pt2, clr, stroke_weight, cv.LINE_AA)\n",
+ " im_bg = cv.addWeighted(im_draw_next, alpha, im_bg, 1 - alpha, 0)\n",
+ " if i > limit:\n",
+ " break\n",
+ "\n",
+ "cv.imwrite(fp_out_bboxes, im_bg)\n",
+ "plt.imshow(cv.cvtColor(im_bg, cv.COLOR_BGR2RGB))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Create Average Image"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "fbfe7da23db147e28ba5394e8ee65771",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "HBox(children=(IntProgress(value=0, max=16149), HTML(value='')))"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#im_comp = np.empty_like(im_utils.resize(cv.imread(fp_im), width=1920) / 255)\n",
+ "im_comp = np.empty_like(cv.imread(fp_im) / 255)\n",
+ "for fp_im in tqdm(fp_ims):\n",
+ " im = im_utils.resize(cv.imread(fp_im), width=1920) / 255\n",
+ " im_comp += im"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 39,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "im_mean = np.mean(ims, axis=0).astype(np.uint8)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.image.AxesImage at 0x7f40601689b0>"
+ ]
+ },
+ "execution_count": 40,
+ "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": [
+ "plt.imshow(im_mean)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 41,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "True"
+ ]
+ },
+ "execution_count": 41,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "cv.imwrite(fp_out_mean, im_mean)"
+ ]
+ },
+ {
+ "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": "3.6.8"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}