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@AzureDVBB
Created October 15, 2018 16:21
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Proof of concept for preparing photogrammetry data from video.
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Photogrammetry datasets from video - A slightly less naive approach"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "-"
}
},
"source": [
"### Motivation for this project\n",
"\n",
"Photogrammetry uses a set of **overlapping** images to create a 3D reconstruction of the photographed scene.\n",
"\n",
"Traditionally a set of images taken, either in sequence or randomly, is used. Taking them require the photographer to spend a large time and be skillful enough to ensure all parts of a given scene has been captured, with sufficient light and enough overlap between the images.\n",
"\n",
"This means that in the field, taking images require significant time investment even when taking as many sloppy images as possible, which produces a very large imageset that has redundant images increasing the time and resource costs during reconstruction.\n",
"\n",
"To reduce the time spent on-site taking images it is possible to take a video of going around, viewing different parts from many angles and distances. However in most reconstruction software the video files are not natively supported. Luckily they have support for sequentally captured images, effectively images from a video.\n",
"\n",
"One approach is to just take the original video file and taking each individual frame and write it to disk as a jpeg image. This can produce an enormous dataset, considering even most smartphones can capture video at 60 frames a second.\n",
"\n",
"Another more manual approach is to play the video, taking out single frames as they deem appropriate. This takes alot of manual monotonous work for each captured video that might have too little overlap between images.\n",
"\n",
"Yet another approach may be to just to downsample the frames-per-second, taking out one images a second for instance, instead of all of them. The problem this approach is that parts of the video may feature different amounts of movement and blur, giving too little overlap or too much in some places, while making others unsuitable due to blurring from too fast movement."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Goal of this project\n",
"\n",
"Provide an easy to use collection of scripts to ingest video files, analyze them for optimal frames and write those as a sequence of image files suitable as input for mainstream photogrammetry software.\n",
"It should massively reduce the on-site time needed for data capture, reduce input image number by selecting best frames to use while maintaining a consistent amount of overlap between them and make sure to use the least blurry frames."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### The required packages for running this notebook"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# look into 'streamz' package, neat pipelining with dask integration\n",
"import cv2 # opencv-python for frame reading\n",
"import skimage # scikit-image for loaded image analysis\n",
"import dask # parallelized python EZ mode\n",
"import numpy as np # yep\n",
"import matplotlib.pyplot as plt # pretty charts no?\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Accessing and reading video files"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Keeping individual frame's data in one place\n",
"\n",
"Creating a class that holds all relevant information about the individual frame, this servers as a standard interface between all functions, even when some functions need to instantiate new ones as a return due to the input being immutable."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"class Frame:\n",
" \n",
" __slots__ = ['index', 'blur', 'raw_frame', 'keypoints', 'descriptors', 'inlier_matches_num']\n",
" \n",
" def __init__(self, index=None, raw_frame=None, blur=None, keypoints=None, descriptors=None):\n",
" self.index = index\n",
" self.blur = blur\n",
" self.raw_frame = raw_frame\n",
" self.keypoints = keypoints\n",
" self.descriptors = descriptors\n",
" self.inlier_matches_num = {}"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Reading a video file\n",
"\n",
"Implementing a way to read metadata and a convenient interface like a generator object, to read video files.\n",
"It also should try to read its metadata to get the number of frames it contains for use in progress indicators."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"# due to bugs in scikit-video with opening and reading files\n",
"# resorted to using OpenCV for reading frames\n",
"\n",
"class VideoFile: \n",
" \n",
" def __init__(self, file):\n",
" self.file = file\n",
" # look at opencv documentation: Flags for video I/O\n",
" # the cv2 properties did not function properly,\n",
" # passing the integer value of the flag did\n",
" self.capture = cv2.VideoCapture(self.file)\n",
" self.number_of_frames = int(self.capture.get(7))\n",
" self.capture = None\n",
" self.current_index = None\n",
" \n",
" def __len__():\n",
" return self.number_of_frames\n",
" \n",
" def __iter__(self):\n",
" self.current_index = 0\n",
" self.capture = cv2.VideoCapture(self.file)\n",
" self.number_of_frames = int(self.capture.get(7))\n",
" return self\n",
" \n",
" def __next__(self):\n",
" self.current_index += 1\n",
" ret, frame = self.capture.read() # ret is false at EOF\n",
" if ret is False:\n",
" self.current_index = None\n",
" self.capture = None\n",
" raise StopIteration\n",
" elif ret is True:\n",
" # cv2 opens in bgr mode and needs to be converted to RGB\n",
" return {'index': self.current_index, 'raw_frame': cv2.cvtColor(frame, cv2.COLOR_BGR2RGB)}"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x1eec83853c8>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"f = VideoFile('G:/_SFMDatasets/VideoCodeTest/ground.mp4')\n",
"gen = iter(f) # get generator object basically\n",
"plt.imshow(next(gen)['raw_frame'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Analysis of individual frames\n",
"\n",
"A container class for all functions and related dependancies to analyzing each frame, that includes instantiating and storing objects like an ORB matcher."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"from skimage.feature import match_descriptors, ORB\n",
"from skimage.measure import ransac\n",
"from skimage.transform import FundamentalMatrixTransform\n",
"\n",
"from numba import jit\n",
"class Analysis:\n",
" \n",
" @staticmethod\n",
" def compute_keypoints_descriptors_blur(frame, n_keypoints = 500):\n",
" # using opencv to reduce dependencies needed\n",
" # estimate blur by taking the image's laplacian vairance (blurry=low)\n",
" blur = cv2.Laplacian(frame['raw_frame'], cv2.CV_64F).var()\n",
" \n",
" # skimage has poor detection speed, 10x slower as of writing this\n",
" # keeping it here if in the future its better\n",
" \n",
" orb = skimage.feature.ORB(n_keypoints = n_keypoints, downscale=2)\n",
" # skimage ORB needs grayscale image\n",
" orb.detect_and_extract(skimage.color.rgb2gray(frame['raw_frame']))\n",
" keypoints = orb.keypoints\n",
" descriptors = orb.descriptors\n",
" \n",
" return {'index': frame['index'], 'blur': blur, \n",
" 'keypoints': keypoints, 'descriptors': descriptors}\n",
" \"\"\"\n",
" # boilerplate from opencv python reference\n",
" orb = cv2.ORB_create(nfeatures = n_keypoints) # Initiate ORB detector\n",
" keypoints = orb.detect(frame['raw_frame'], None)\n",
" keypoints, descriptors = orb.compute(frame['raw_frame'], keypoints)\n",
" \"\"\"\n",
" # cannot pickle openCV keypoint objects unfortunately\n",
" return {'index': frame['index'], 'blur': blur, 'descriptors': descriptors}\n",
" \n",
" @staticmethod\n",
" def match_descriptors(descriptors1, descriptors2, \n",
" minsamples=8, maxtrials=500):\n",
" # skimage has nicer matching then opencv\n",
" # modified boilerplate example code from doc of skimage\n",
" matches = match_descriptors(descriptors1, descriptors2,\n",
" cross_check = True)\n",
" # filtering out outliers, note first return is 'model', we dont care\n",
" _, inliers = ransac((frame1.keypoints[matches[:, 0]],\n",
" frame2.keypoints[matches[:, 1]]),\n",
" FundamentalMatrixTransform, \n",
" min_samples = minsamples,\n",
" residual_threshold = 1, max_trials = maxtrials)\n",
" \n",
" # only the number of inliers matter to us\n",
" inliers_sum = inliers.sum()\n",
" return inliers_sum"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Wall time: 2.63 s\n",
"{'index': 8, 'blur': 1827.988340901864, 'keypoints': array([[ 681., 882.],\n",
" [ 685., 513.],\n",
" [ 276., 350.],\n",
" [1017., 230.],\n",
" [ 660., 710.],\n",
" [ 975., 1147.],\n",
" [ 748., 1064.],\n",
" [ 458., 562.],\n",
" [ 335., 1103.],\n",
" [ 682., 880.],\n",
" [ 86., 1122.],\n",
" [1010., 80.],\n",
" [ 478., 276.],\n",
" [ 779., 731.],\n",
" [ 380., 660.],\n",
" [ 662., 330.],\n",
" [ 796., 718.],\n",
" [ 746., 1064.],\n",
" [1054., 502.],\n",
" [ 694., 1084.],\n",
" [ 994., 1110.],\n",
" [ 652., 331.],\n",
" [ 520., 533.],\n",
" [ 823., 511.],\n",
" [ 681., 513.],\n",
" [ 557., 409.],\n",
" [ 518., 1230.],\n",
" [ 132., 417.],\n",
" [ 621., 457.],\n",
" [ 652., 702.],\n",
" [ 84., 568.],\n",
" [ 801., 385.],\n",
" [ 727., 113.],\n",
" [ 362., 681.],\n",
" [ 991., 204.],\n",
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" [ 968., 99.],\n",
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" [ 949., 746.],\n",
" [ 950., 1373.],\n",
" [ 79., 764.],\n",
" [ 805., 375.],\n",
" [1017., 1141.],\n",
" [1002., 908.],\n",
" [ 905., 1407.],\n",
" [ 595., 331.],\n",
" [ 484., 1059.],\n",
" [ 935., 1160.],\n",
" [ 425., 533.],\n",
" [ 272., 757.],\n",
" [ 837., 97.],\n",
" [ 524., 1110.]]), 'descriptors': array([[ True, False, False, ..., True, True, True],\n",
" [False, True, True, ..., True, False, False],\n",
" [False, True, True, ..., False, False, False],\n",
" ...,\n",
" [ True, False, True, ..., True, False, False],\n",
" [ True, False, False, ..., True, True, True],\n",
" [False, False, True, ..., False, False, True]])}\n"
]
}
],
"source": [
"# test if analysis works\n",
"a = Analysis.compute_keypoints_descriptors_blur\n",
"m = Analysis.match_descriptors\n",
"frame = next(f)\n",
"%time res = a(frame)\n",
"print(res)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"from dask import bag as db\n",
"from dask import compute, delayed\n",
"from dask.distributed import Client, LocalCluster"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table style=\"border: 2px solid white;\">\n",
"<tr>\n",
"<td style=\"vertical-align: top; border: 0px solid white\">\n",
"<h3>Client</h3>\n",
"<ul>\n",
" <li><b>Scheduler: </b>tcp://127.0.0.1:58636\n",
" <li><b>Dashboard: </b><a href='http://127.0.0.1:8787/status' target='_blank'>http://127.0.0.1:8787/status</a>\n",
"</ul>\n",
"</td>\n",
"<td style=\"vertical-align: top; border: 0px solid white\">\n",
"<h3>Cluster</h3>\n",
"<ul>\n",
" <li><b>Workers: </b>4</li>\n",
" <li><b>Cores: </b>4</li>\n",
" <li><b>Memory: </b>4.28 GB</li>\n",
"</ul>\n",
"</td>\n",
"</tr>\n",
"</table>"
],
"text/plain": [
"<Client: scheduler='tcp://127.0.0.1:58636' processes=4 cores=4>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cluster = LocalCluster(n_workers=2)\n",
"client = Client(cluster)\n",
"client"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Future pending cb=[_make_coroutine_wrapper.<locals>.wrapper.<locals>.<lambda>() at G:\\Anaconda3\\lib\\site-packages\\tornado\\gen.py:347]>"
]
},
"execution_count": 74,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#reset workers/clear RAM\n",
"cluster.scale_down(cluster.workers)\n",
"cluster.scale_up(2)"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {},
"outputs": [],
"source": [
"from queue import Queue\n",
"\n",
"# pipeline setup\n",
"# Note: if input data is big, and the input_q.put() is blocking code execution\n",
"# in main thread, have the input_q be as little as possible IF the input\n",
"# data is generated constantly and faster then it is consumed\n",
"# Observation: input_q is sent to remote_q only when remote_q has been consumed\n",
"input_q = Queue(maxsize=20) # input queue stored on local machine\n",
"remote_q = client.scatter(input_q, maxsize=1) # queue on cluster for each worker\n",
"calc_q = client.map(Analysis.compute_keypoints_descriptors_blur, \n",
" remote_q, maxsize = 1)\n",
"output_q = client.gather(calc_q, maxsize = 5)"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {},
"outputs": [],
"source": [
"from threading import Thread\n",
"import time, random\n",
"def load_data():\n",
" i = iter(f)\n",
" for _ in range(500):\n",
" input_q.put(next(i))\n",
"def consume_data():\n",
" for _ in range(500):\n",
" time.sleep(0.1)\n",
" _ = output_q.get()\n",
"\n",
"load_thread = Thread(target=load_data, daemon=True)\n",
"load_thread.start()\n",
"consume_thread = Thread(target=consume_data, daemon=True)"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"20\n",
"10\n",
"1\n",
"5\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"distributed.utils - ERROR - 'transfer-compute_keypoints_descriptors_blur'\n",
"Traceback (most recent call last):\n",
" File \"G:\\Anaconda3\\lib\\site-packages\\distributed\\utils.py\", line 648, in log_errors\n",
" yield\n",
" File \"G:\\Anaconda3\\lib\\site-packages\\distributed\\bokeh\\components.py\", line 521, in update\n",
" ts = metadata['keys'][self.key]\n",
"KeyError: 'transfer-compute_keypoints_descriptors_blur'\n",
"tornado.application - ERROR - Exception in callback functools.partial(<function wrap.<locals>.null_wrapper at 0x000001F49340D2F0>, <Future finished exception=KeyError('transfer-compute_keypoints_descriptors_blur')>)\n",
"Traceback (most recent call last):\n",
" File \"G:\\Anaconda3\\lib\\site-packages\\tornado\\ioloop.py\", line 758, in _run_callback\n",
" ret = callback()\n",
" File \"G:\\Anaconda3\\lib\\site-packages\\tornado\\stack_context.py\", line 300, in null_wrapper\n",
" return fn(*args, **kwargs)\n",
" File \"G:\\Anaconda3\\lib\\site-packages\\tornado\\ioloop.py\", line 779, in _discard_future_result\n",
" future.result()\n",
" File \"G:\\Anaconda3\\lib\\site-packages\\tornado\\gen.py\", line 1147, in run\n",
" yielded = self.gen.send(value)\n",
" File \"G:\\Anaconda3\\lib\\site-packages\\bokeh\\server\\session.py\", line 51, in _needs_document_lock_wrapper\n",
" result = yield yield_for_all_futures(func(self, *args, **kwargs))\n",
" File \"G:\\Anaconda3\\lib\\site-packages\\bokeh\\server\\session.py\", line 157, in with_document_locked\n",
" return func(*args, **kwargs)\n",
" File \"G:\\Anaconda3\\lib\\site-packages\\bokeh\\document\\document.py\", line 1076, in wrapper\n",
" return doc._with_self_as_curdoc(invoke)\n",
" File \"G:\\Anaconda3\\lib\\site-packages\\bokeh\\document\\document.py\", line 1062, in _with_self_as_curdoc\n",
" return f()\n",
" File \"G:\\Anaconda3\\lib\\site-packages\\bokeh\\document\\document.py\", line 1075, in invoke\n",
" return f(*args, **kwargs)\n",
" File \"G:\\Anaconda3\\lib\\site-packages\\bokeh\\document\\document.py\", line 852, in remove_then_invoke\n",
" return callback(*args, **kwargs)\n",
" File \"G:\\Anaconda3\\lib\\site-packages\\distributed\\bokeh\\components.py\", line 540, in <lambda>\n",
" self.doc().add_next_tick_callback(lambda: self.update(prof, metadata))\n",
" File \"G:\\Anaconda3\\lib\\site-packages\\distributed\\bokeh\\components.py\", line 521, in update\n",
" ts = metadata['keys'][self.key]\n",
"KeyError: 'transfer-compute_keypoints_descriptors_blur'\n"
]
}
],
"source": [
"print(input_q.qsize())\n",
"print(remote_q.qsize())\n",
"print(calc_q.qsize())\n",
"print(output_q.qsize())"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Exception in thread Threaded gather():\n",
"Traceback (most recent call last):\n",
" File \"G:\\Anaconda3\\lib\\site-packages\\distributed\\client.py\", line 1460, in _gather\n",
" exception = st.exception\n",
"AttributeError: exception\n",
"\n",
"During handling of the above exception, another exception occurred:\n",
"\n",
"Traceback (most recent call last):\n",
" File \"G:\\Anaconda3\\lib\\threading.py\", line 917, in _bootstrap_inner\n",
" self.run()\n",
" File \"G:\\Anaconda3\\lib\\threading.py\", line 865, in run\n",
" self._target(*self._args, **self._kwargs)\n",
" File \"G:\\Anaconda3\\lib\\site-packages\\distributed\\client.py\", line 1528, in _threaded_gather\n",
" results = self.gather(L, **kwargs)\n",
" File \"G:\\Anaconda3\\lib\\site-packages\\distributed\\client.py\", line 1593, in gather\n",
" asynchronous=asynchronous)\n",
" File \"G:\\Anaconda3\\lib\\site-packages\\distributed\\client.py\", line 647, in sync\n",
" return sync(self.loop, func, *args, **kwargs)\n",
" File \"G:\\Anaconda3\\lib\\site-packages\\distributed\\utils.py\", line 277, in sync\n",
" six.reraise(*error[0])\n",
" File \"G:\\Anaconda3\\lib\\site-packages\\six.py\", line 693, in reraise\n",
" raise value\n",
" File \"G:\\Anaconda3\\lib\\site-packages\\distributed\\utils.py\", line 262, in f\n",
" result[0] = yield future\n",
" File \"G:\\Anaconda3\\lib\\site-packages\\tornado\\gen.py\", line 1133, in run\n",
" value = future.result()\n",
" File \"G:\\Anaconda3\\lib\\site-packages\\tornado\\gen.py\", line 1141, in run\n",
" yielded = self.gen.throw(*exc_info)\n",
" File \"G:\\Anaconda3\\lib\\site-packages\\distributed\\client.py\", line 1465, in _gather\n",
" None)\n",
" File \"G:\\Anaconda3\\lib\\site-packages\\six.py\", line 693, in reraise\n",
" raise value\n",
"concurrent.futures._base.CancelledError: compute_keypoints_descriptors_blur-7879f53a4b82861bc094f5cd48fd7738\n",
"\n"
]
}
],
"source": [
"consume_thread.start()"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [],
"source": [
"del input_q, remote_q, calc_q, output_q, load_thread"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### The frame selection logic\n",
"\n",
"Finally bringing together the base functions and classes to select best™ frames for 3D photogrammetry reconstructions, operating on a list of frames only to provide a standard interface."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"class FrameSelection:\n",
" \n",
" def __init__(self):\n",
" pass\n",
" \n",
" def compute_best_frames(frames_list):\n",
" good_frames = []\n",
" last_goodframe_index = 0\n",
" current_index = last_goodframe_index + 1\n",
" while current_index < len(frames_list):\n",
" for _ in range(10):\n",
" Analysis.match_descriptors(frames_list[last_goodframe_index], \n",
" frames_list[current_index])\n",
" current_index += 1\n",
" #todo actual frame slection crap\n",
" "
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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