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@nofreewill42
Created March 9, 2020 21:19
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from fastai.core import Path, progress_bar\n",
"from fastai.vision import imagenet_stats, Image\n",
"import cv2\n",
"import torch\n",
"from torchvision import transforms\n",
"import PIL\n",
"from PIL import ImageFile\n",
"ImageFile.LOAD_TRUNCATED_IMAGES = True"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Data: Videos"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"class capsSet():\n",
" def __init__(self, videos_path, bs=64):\n",
" \n",
" self.videos_path = videos_path\n",
" self.video_paths = videos_path.ls()\n",
" self.videos_num = len(self.video_paths)\n",
" \n",
" self.bs = bs\n",
" self.caps = [cv2.VideoCapture() for i in range(bs)]\n",
" \n",
" self.video_idx = 0\n",
" self.steps_taken = 0\n",
" \n",
" self.tfms = transforms.Compose([transforms.Resize((144,256), interpolation=2), transforms.ToTensor(), transforms.Normalize(*imagenet_stats)])\n",
" \n",
" self.frames_count = None\n",
" \n",
" def get_batch(self):\n",
" frames_batch = [self.get_frame(i) for i in range(self.bs)]\n",
" self.steps_taken += 1\n",
" return torch.stack(frames_batch)\n",
" \n",
" def get_frame(self, cap_id):\n",
" cap = self.caps[cap_id]\n",
" res, frame_bgr = cap.read()\n",
" if not res:\n",
" cap.open(str(self.video_paths[self.video_idx]))\n",
" self.video_idx = (self.video_idx+1) if self.video_idx<(self.videos_num-1) else (0)\n",
" frame_tensor = self.get_frame(cap_id)\n",
" else:\n",
" frame_rgb = cv2.cvtColor(frame_bgr, cv2.COLOR_BGR2RGB)\n",
" frame_pil = PIL.Image.fromarray(frame_rgb)\n",
" frame_tensor = self.tfms(frame_pil)\n",
" return frame_tensor\n",
" \n",
" def get_frames_count(self, silent=False):\n",
" if self.frames_count is None:\n",
" n_frames = 0\n",
" cap = cv2.VideoCapture()\n",
" for video_path in progress_bar(self.video_paths, display=(not silent)):\n",
" cap.open(str(video_path))\n",
" n_frames += int(cap.get(cv2.CAP_PROP_FRAME_COUNT))\n",
" self.frames_count = n_frames\n",
" return self.frames_count"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1908\n"
]
}
],
"source": [
"videos_path = Path('/media/nofreewill/Datasets_nvme/Visual/Videos/BestSet/Videos/Raw') # I have all the videos in here\n",
"capsset = capsSet(videos_path, bs=64)\n",
"\n",
"print(capsset.videos_num)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"for i in range(1):\n",
" images = capsset.get_batch()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"torch.Size([64, 3, 144, 256])"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"images.shape"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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\n",
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\n",
"text/plain": [
"Image (3, 144, 256)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"img = images[0]\n",
"Image((img - img.min())/(img.max()-img.min()+1e-6))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='1908' class='' max='1908', style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [1908/1908 00:03<00:00]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"85389461"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"capsset.get_frames_count()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.7.4"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
@nofreewill42
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You can download a whole youtube playlist:
youtube-dl -i -f 160 --yes-playlist "playlist url" -o "Videos/Raw/%(title)s.%(ext)s"
or urls collected in a text file:
youtube-dl -i -f 160 -a urls/urls-new.txt -o "Videos/Raw/%(title)s.%(ext)s"

You can split videos with scene change detection:

import os
import glob

videos_folder = 'Videos/Raw'
fns = os.listdir(videos_folder)

for fn in fns:
	os.system(f'scenedetect -i "{videos_folder}/{fn}" -o Videos/Split detect-content -t 27 split-video')

But be aware that splited videos take up much more space than having them not being splited. But you can run scenedetect and have just the info in a .csv about where do the videos have scene changes in them and use just that.

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