511 lines
1.1 MiB
Plaintext
511 lines
1.1 MiB
Plaintext
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{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Object detection\n",
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"\n",
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"Tracking (following something over time) typically starts with object detection (localizing the thing in a given image)\n",
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"\n",
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"Background subtraction\n",
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"\n",
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"What is “background”?\n",
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"\n",
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"Thresholding for binarized images\n",
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"\n",
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"Connected component labeling\n",
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"\n",
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"\n",
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"Image: [Chao..Perán *Sensors* 2015](https://www.mdpi.com/1424-8220/15/8/19369)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Connected component labeling\n",
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"\n",
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"https://en.wikipedia.org/wiki/Connected-component_labeling\n",
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"\n",
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"\n",
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"Image: https://commons.wikimedia.org/wiki/File:Two-pass_connected_component_labeling.svg"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Blur and erosion\n",
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"\n",
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"## Operations to help thresholding\n",
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"\n",
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"Before thresholding: Gaussian blur\n",
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"\n",
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"\n",
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"Image: Ronneberger..Joffe Chromosome Research 2008\n",
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"\n",
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"Note that this is an example of [kernel based image processing](https://en.wikipedia.org/wiki/Kernel_(image_processing)). This is also called \"convolution\".\n",
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"\n",
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"\n",
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"Image: https://de.m.wikipedia.org/wiki/Datei:Halftone,_Gaussian_Blur.jpg\n",
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"\n",
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"After thresholding: Erosion, dilation\n",
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"\n",
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"See [wikipedia on Erosion](https://en.wikipedia.org/wiki/Erosion_(morphology)). Note the similarities to the kernel operations.\n",
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"\n",
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"\n",
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"Image: Cereser, PhD thesis 2016"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"from scipy import ndimage\n",
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"import imageio # \"pip install 'imageio[ffmpeg]'\""
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]
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},
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{
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"cell_type": "code",
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"execution_count": 8,
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"metadata": {},
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"outputs": [],
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"source": [
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"# Here we define a helper function which we call below to make sure\n",
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"# an image is an \"unsigned 8 bit integer\". This way, we know they\n",
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"# take only a single byte per pixel and have a value from 0..255.\n",
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"\n",
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"def ensure_dtype_uint8(arr):\n",
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" return arr.astype(np.uint8)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 9,
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"metadata": {},
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"outputs": [],
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"source": [
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"fname = 'short-movie20170810_182130.mp4'\n",
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"reader = imageio.get_reader(fname)\n",
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"for frame in reader:\n",
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" frame0 = frame[:,:,1] # take only green channel\n",
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" break"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 10,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"2"
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]
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},
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"execution_count": 10,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"frame0.ndim"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 11,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"(1024, 1280)"
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]
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},
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"execution_count": 11,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"frame0.shape"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 12,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": "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"text/plain": [
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"<Figure size 640x480 with 2 Axes>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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}
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],
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"source": [
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"plt.imshow(frame0,cmap='gray')\n",
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"plt.colorbar();"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 13,
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"metadata": {},
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"outputs": [
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{
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"data": {
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|
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"image/png": "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
|
||
|
|
"text/plain": [
|
||
|
|
"<Figure size 640x480 with 2 Axes>"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "display_data"
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"plt.imshow(frame0)\n",
|
||
|
|
"plt.colorbar();"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 14,
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [
|
||
|
|
{
|
||
|
|
"name": "stdout",
|
||
|
|
"output_type": "stream",
|
||
|
|
"text": [
|
||
|
|
"(102, 1024, 1280)\n"
|
||
|
|
]
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"# get all frames into big 3D array\n",
|
||
|
|
"(height,width) = frame0.shape\n",
|
||
|
|
"all_frames = []\n",
|
||
|
|
"reader.set_image_index(0) # return to start of file\n",
|
||
|
|
"for frame in reader:\n",
|
||
|
|
" all_frames.append( frame[:,:,1] )\n",
|
||
|
|
"all_frames = np.array(all_frames)\n",
|
||
|
|
"print(all_frames.shape)\n",
|
||
|
|
"n_frames = len(all_frames)"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 15,
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [],
|
||
|
|
"source": [
|
||
|
|
"mean_frame = np.mean(all_frames, axis=0)\n",
|
||
|
|
"median_frame = np.median(all_frames, axis=0)"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 16,
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [
|
||
|
|
{
|
||
|
|
"data": {
|
||
|
|
"image/png": "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
|
||
|
|
"text/plain": [
|
||
|
|
"<Figure size 640x480 with 2 Axes>"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "display_data"
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"plt.imshow(mean_frame, cmap=\"jet\")\n",
|
||
|
|
"plt.colorbar();"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 17,
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [
|
||
|
|
{
|
||
|
|
"data": {
|
||
|
|
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAh0AAAGOCAYAAAAzerGXAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOz9e5RcZ3XnD39a53SdunaXutrdrZbaalmSZWQJy0hEji/YgMFOcIy5DCQZZoaZZF7y4zLhJfxmTYZZ75BZmZBkMhNmQi6TIQNJHAITwj2EiwM2NhqLSCAjI1uWZLXdckvd6mpVq6qr6lSd0/3+sZ/9nKdKMtj4gi3VXqtWVZ379Xm+z97f/d19KysrK/SsZz3rWc961rOePce26id9AD3rWc961rOe9ezisB7o6FnPetaznvWsZ8+L9UBHz3rWs571rGc9e16sBzp61rOe9axnPevZ82I90NGznvWsZz3rWc+eF+uBjp71rGc961nPeva8WA909KxnPetZz3rWs+fFeqCjZz3rWc961rOePS/m/6QPoGc961nPetazi8WazSatVusZbyeVSpFOp5+FI3p+rQc6etaznvWsZz17HqzZbHJJJkPtWdjW2NgYx48ff9EBjx7o6FnPetaznvXsebBWq0UN+H+B4BlsJwT+y6lTtFqtHujoWc961rOe9axnT24B8OKCCs+e9YikPetZz3rWs549j9b/LHyejn3oQx/i5S9/OYVCgZGREe644w4OHz7csczb3/52+vr6Oj7XXHNNxzJhGPKe97yH4eFhcrkct99+OydOnHhax9IDHT3rWc961rOePY/mPwufp2P33HMP73rXu7j//vv5+te/ThRFvPa1r2VpaaljuVtvvZWTJ0/az5e//OWO+e9973v57Gc/yyc/+Unuu+8+arUat912G3EcP61z71nPetaznvWsZxeofeUrX+n4/7GPfYyRkRH279/PK17xCjs9CALGxsbOu43FxUX+7M/+jL/8y7/k5ptvBuDOO+9kYmKCu+66i1tuueUpHUvP09GznvWsZz3r2fNoPs8stKLegrNnz3Z8wjB8SvtfXFwEYGhoqGP63XffzcjICJdffjn/+l//a+bm5uy8/fv30263ee1rX2unjY+Ps23bNvbs2fOUz70HOnrWs571rGc9ex7t2QqvTExMMDg4aD8f+tCHfuS+V1ZWeN/73sf111/Ptm3b7PSf+Zmf4a/+6q/4xje+wX/9r/+Vf/zHf+RVr3qVBTKnTp0ilUqxevXqju2Njo5y6tSpp3XuPetZz3rWs5717EVm09PTDAwM2P9B8KMTcd/97nfz/e9/n/vuu69j+lvf+lb7e9u2bezatYv169fzd3/3d7zxjW980u2trKzQ19f3lI+5Bzp61rOe9axnPXse7cfJQHEtMt8DAwMdoONH2Xve8x6+8IUv8K1vfYt169b90GXXrFnD+vXrOXLkCCBiZK1WizNnznR4O+bm5rj22muf8jH0wis961nPetaznj2P9nxnr6ysrPDud7+bz3zmM3zjG99gw4YNP3KdcrnM9PQ0a9asAWDnzp309/fz9a9/3S5z8uRJHnzwwacFOnqejp71rGc961nPnkdTIumPa+2nufy73vUuPvGJT/D5z3+eQqFgORiDg4NkMhlqtRof/OAHedOb3sSaNWuYmpri3//7f8/w8DBveMMb7LK/9Eu/xK/92q9RKpUYGhri/e9/P9u3b7fZLE/FeqCjZz3rWc961rML2P74j/8YgJtuuqlj+sc+9jHe/va343keBw8e5C/+4i+oVCqsWbOGV77ylXzqU5+iUCjY5X//938f3/d5y1veQqPR4NWvfjUf//jH8TzvKR9L38rKysqzclY961nPetaznvXsSe3s2bMMDg7yv4HsM9hOHfhXSOrr0+F0vBCs5+noWc961rOe9ex5tGdKJH0m6/6krUck7VnPetaznvWsZ8+L9TwdPetZz3rWs549j3Yxezp6oKNnPetZz3rWs+fRfpy01+71X6zWC6/0rGc961nPetaz58VezICpZz3rWc961rMXnT1TnY4Xc8f9Yj72nvWsZz3rWc9edNYLr/SsZz3rWc961rOePcf2ggcdf/RHf8SGDRtIp9Ps3LmTe++99yd9SD3rWc961rOe/djW/yx8Xqz2ggYdn/rUp3jve9/LBz7wAb73ve9xww038DM/8zM8/vjjP+lD61nPetaznvXsx7Lnu+DbC8le0DLou3fv5mUve5nVjQd4yUtewh133MGHPvShn+CR9axnPetZz3r29Exl0O8B8s9gOzXgRnoy6M+qtVot9u/fz7/7d/+uY/prX/ta9uzZc87yYRgShqH9v7y8zMLCAqVSib6+vuf8eHvWs571rGcvXltZWaFarTI+Ps6qVS/oIMCL2l6woGN+fp44jhkdHe2YPjo6asvyuvahD32I3/iN33i+Dq9nPetZz3p2Adr09DTr1q17TvdxMWevvOCPvdtLsbKycl7Pxa//+q/zvve9z/5fXFzk0ksvhXXTsHpAzlSr73aftQ+kgRzJcrEz3zPTIzPdc5bPm+lR13YjZ9s+EJh1dJnArO8uo+u560ZA6KyTBgbNN0CzaxvuvoI2+O6JQJCrMzI4T0g/zTDL2fIgLKXBW6EvX2cl8iAyFyryIe4DbwX8CML+5HdkDtiPyJUW8fyYOPIIwxSeF5HNy4H1eyEBbTLUKVCjToYYjwZZ+gnxifGI8VgmT5UsDarkWcZjFTHLePTTsuvErCJLgxw1GmRYxiNNA4/YbglgkEU8InyWCUkR45EyF7JFAMAaTnIJ8ywwRI08q4gpUSZFizku4XHWm9ufXMMMDbvdOhkK1Oy8flqcYozHWc9iPEgceeSDGkMsMEiFFil7vBkaDLHACHOkaJMixCOmRp5FigDkqRLjUaZEkwxpGhSoscggVfIEtMwZy7l7xKxyjnXZXIsWKXsNlvGI8EjRIkuDiFXUKBDjEdBilb2Kkd3OIkVapPCIaZOiahzDnrNFgBQtCtTIUyMkhUdEQBuAkH5ifNqkOMmYuR9tcy1j6mQISbGMzyoiAnPPIzz7jOgz4BGTp2avz2lGqJOW7YcpwmY/4WJBntF0iJ9uEQQtwjBFHHmsRB59fkw21yCda7AwNyTPPUAzkGe+SfK+B8Bgm750S87bj/G8iHApC4tpmDXvaM68m2VgieT9Ds029Lf7fmtbo9OazvoHgb+dAv7GWeDpmA9cAowAq5FGQX9nzDbngMPAI0D1x9zP0z2mjPndJmnAXggWAr/fUcr9ubKeDPoL0IaHh/E87xyvxtzc3DneD4AgCAiC4JzpjA1A3ol5KcAAbH+h0zIkwKBJZ0cekTREPpAiAQ5N87u7MdHtup/zMYJcABHRCTxSJHTfPAnocAOCUdd3Hsiv0F+sAv3EkceyaVSX02n6B5ZYhUcUZ+lflaadkUYgN9yiXsuyHHms8mOWmylpuKM+SLchY36DPPVpATWNVWlSqZBgoEU2aOGxjG86jCwxWVqUqOOxTEge8MzhZ2ynGRCSxccni0/OdJIQ45OiTh8eKdOJeqyiTdo+vL65QH14LJMiwmOFPgYpU6RKixTzlGgwLNfAbOcMAWdZR4uAuik0XTHApErBTovxCEnRbbE5S7UWAdOzEyw/nJNnK4Kzw9C+7nHqVG0HG9GiBixRp0LVrq/XQm3e7FttmZgUFXJEtE0X3zbzClQZYZbYdNEhKVoEBugEtpGL8fDx8PDpB5YJSJtrFtBnAYdv9hsSkMMnoI+YNH2kSBngKMdsOmIifPrxWSZNi9XUifFpkCckIDL7aBFQYBURq4CAmBweIUVi6gY2eXgGagZ4dj8xKWJSrOCxQpE2Hj4VijS5hIw9jhYtYCaVZjny6E/3AWmW5k0b4K9A3MdKCEshLLXacmH6fAHThVhA93x/Z/9baLPix/SnW2TzdTy/j+VKmvbSAKwleYd95P3TvrRpPvq+6rtdMf8DZ90IeW5a5mb9NHDJS+FPRoGPgr3bT8X6gfXAZqBA0tGDgIsnEMBxwny3kUbL47m1fpIT9oAXHqWwF45/bu0
|
||
|
|
"text/plain": [
|
||
|
|
"<Figure size 640x480 with 2 Axes>"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "display_data"
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"plt.imshow(median_frame, cmap=\"jet\")\n",
|
||
|
|
"plt.colorbar();"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 18,
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [],
|
||
|
|
"source": [
|
||
|
|
"start_row, stop_row = (750,950)\n",
|
||
|
|
"start_col, stop_col = (400,800)"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 19,
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [
|
||
|
|
{
|
||
|
|
"data": {
|
||
|
|
"image/png": "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
|
||
|
|
"text/plain": [
|
||
|
|
"<Figure size 640x480 with 2 Axes>"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "display_data"
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"frame = all_frames[0,:,:]\n",
|
||
|
|
"\n",
|
||
|
|
"plt.imshow(frame[start_row:stop_row,start_col:stop_col], cmap='jet')\n",
|
||
|
|
"plt.colorbar();"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 20,
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [
|
||
|
|
{
|
||
|
|
"data": {
|
||
|
|
"image/png": "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
|
||
|
|
"text/plain": [
|
||
|
|
"<Figure size 640x480 with 2 Axes>"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "display_data"
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"plt.imshow(median_frame[start_row:stop_row,start_col:stop_col], cmap='jet')\n",
|
||
|
|
"plt.colorbar();"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 21,
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [
|
||
|
|
{
|
||
|
|
"data": {
|
||
|
|
"image/png": "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
|
||
|
|
"text/plain": [
|
||
|
|
"<Figure size 640x480 with 2 Axes>"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "display_data"
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"plt.imshow(mean_frame[start_row:stop_row,start_col:stop_col], cmap='jet')\n",
|
||
|
|
"plt.colorbar();"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 22,
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [
|
||
|
|
{
|
||
|
|
"data": {
|
||
|
|
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAhQAAAGOCAYAAADPb5pdAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAABvaUlEQVR4nO2dfZgU1Z3vv+PMMAw4MzIgMwwOSCK+QtBAgpIXMCCGBFB5NmrMZsmuu49eIrsTUKPXzYp5DKh3L5pHortuvIHoEnzurnCTjYnCGiAsayIgUYkxEEfewjBRcHoGh3mj7h/Vv65fn6nq6e6qnq7q/n6ep2a66/VUV51zfuf3dkosy7JACCGEEOKDs/JdAEIIIYREHwoUhBBCCPENBQpCCCGE+IYCBSGEEEJ8Q4GCEEIIIb6hQEEIIYQQ31CgIIQQQohvKFAQQgghxDdl+S4AIYQQUgicPn0a3d3dvs8zZMgQDB06NIASDS4UKAghhBCfnD59GudWVqIjgHPV19ejubk5ckIFBQpCCCHEJ93d3egAcBeACh/n6QLwv1pa0N3dTYGCEEIIKVYqAERLDAgOChSEEEJIQJTHl2zpC6ogeYACBSGEEBIQZfDXsUa5U2bYKCGEEEJ8E2VhiBBCCAkVZfBn8ugNqiB5gAIFIYQQEhA0eRBCCCGE+CDKwhAhhBASKvxGedDkQQghhJCiNnlEueyEEEJIqPDrlNkTVEHyAH0oCCGEEOIbaigIIYSQgKDJgxBCCCG+8euU6efYfEOTByGEEBJhtm/fjgULFqChoQElJSXYtGlTv33eeustLFy4EDU1NaiqqsKVV16JQ4cOJbZ3dXVh6dKlGDVqFIYPH46FCxfiyJEjGZWDAgUhhBASEOUBLJly6tQpTJkyBWvWrHHd/oc//AGf/vSncfHFF2Pr1q34zW9+g29961tJ06M3NTVh48aN2LBhA3bs2IGOjg7Mnz8ffX3pT1dWYlmWlUX5CSGEEBInFouhpqYG/wZgmI/zfAjgzwC0tbWhuro64+NLSkqwceNGXH/99Yl1N998M8rLy/HMM8+4HtPW1oZzzz0XzzzzDG666SYAwB//+Ec0NjbihRdewLXXXpvWtamhIIQQQgqUM2fO4Kc//SkuvPBCXHvttRg9ejSmT5+eZBbZvXs3enp6MHfu3MS6hoYGTJo0CTt37kz7WhQoCCGEkICQPBTZLhIpEYvFkpaurq6sytPa2oqOjg489NBD+PznP4+XXnoJN9xwAxYtWoRt27YBAFpaWjBkyBCMGDEi6di6ujq0tLRkdO+EEEIICYCgwkYbGxuT1t9///1YsWJFxuc7c+YMAOC6667DN77xDQDA5Zdfjp07d+Kf/umfMHPmTM9jLctCSUlJ2teiQEEIIYSEjMOHDyf5UFRUVGR1nlGjRqGsrAyXXnpp0vpLLrkEO3bsAADU19eju7sbJ0+eTNJStLa2YsaMGWlfiyYPQgghJCCCivKorq5OWrIVKIYMGYJPfOITePvtt5PW//73v8f48eMBAFOnTkV5eTk2b96c2H7s2DG8+eabGQkU1FAQQgghAZGPTJkdHR04cOBA4ntzczP27t2L2tpajBs3DnfddRduuukmfPazn8XVV1+Nn//85/jJT36CrVu3AgBqampw6623Yvny5Rg5ciRqa2tx5513YvLkyZgzZ07a5WDYKCGEEOITCRvdBuBsH+fpADATmYWNbt26FVdffXW/9YsXL8batWsBAP/n//wfrFq1CkeOHMFFF12EBx54ANddd11i39OnT+Ouu+7C+vXr0dnZidmzZ+OJJ57o58uRCgoUhBBCiE/yKVCEBZo8CCGEkIDg5GCEEEII8Q0nByOEEEII8QE1FIQQQkhA0ORBCCGEEN9I6m0/x0cVmjwIIYQQ4psoC0OEEEJIqChmp0wKFIQQQkhAFLMPBU0ehBBCCPFNlIUhQgghJFSUlQLl6c/43f94C0BfYMUZVChQEEIIIQFRVgaUUaAghBBCiB/KfWooyiM8uxZ9KAghhBDiG2ooCCGEkIAIxOQRUShQEEIIIQFRXgqU+9D9l58JriyDDU0ehBBCCPENNRSEEEJIUJTC31Ddh7kk31CgIIQQQoKiDP4ECpo8CCGEEFLMUENBCCGEBEURaygoUBBCCCFBUcQCBU0ehBBCCPENNRSEEEJIUJwFO9KjCKFAQQghhARFGfwJFAwbJYQQQkgxCxT0oSCEEEKIb6ihIIQQQoKiFPShIIQQQohPaPIghBBCCMkeaigIIYSQoChF0fasRXrbhBBCSA7w60NhBVWQwYcmD0IIIYT4hhoKQgghJCjKULQ9KzUUhBBCSFCUBbBkyPbt27FgwQI0NDSgpKQEmzZt8tz3tttuQ0lJCR577LGk9V1dXVi6dClGjRqF4cOHY+HChThy5EhG5aBAQQghhESYU6dOYcqUKVizZk3K/TZt2oRf/epXaGho6LetqakJGzduxIYNG7Bjxw50dHRg/vz56OvrS7scRaqYIYQQQnJAHkwe8+bNw7x581Luc/ToUdxxxx148cUX8cUvfjFpW1tbG55++mk888wzmDNnDgDg2WefRWNjI7Zs2YJrr702rXJQQ0EIIYQEhcw2mu0S75VjsVjS0tXVlXWRzpw5g69+9au46667cNlll/Xbvnv3bvT09GDu3LmJdQ0NDZg0aRJ27tyZ9nUoUBBCCCFBEZAPRWNjI2pqahLLqlWrsi7Sww8/jLKyMvzt3/6t6/aWlhYMGTIEI0aMSFpfV1eHlpaWtK9DkwchhBASMg4fPozq6urE94qKiqzOs3v3bnz3u9/Fnj17UFKSWV5vy7IyOoYaCkIIISQoAtJQVFdXJy3ZChS//OUv0drainHjxqGsrAxlZWU4ePAgli9fjvPPPx8AUF9fj+7ubpw8eTLp2NbWVtTV1aV9LQoUhBBCSFD48Z/IwUylX/3qV/H6669j7969iaWhoQF33XUXXnzxRQDA1KlTUV5ejs2bNyeOO3bsGN58803MmDEj7WvR5EEIIYREmI6ODhw4cCDxvbm5GXv37kVtbS3GjRuHkSNHJu1fXl6O+vp6XHTRRQCAmpoa3HrrrVi+fDlGjhyJ2tpa3HnnnZg8eXIi6iMdKFAQQgghQeE3bDSLuTx27dqFq6++OvF92bJlAIDFixdj7dq1aZ3j0UcfRVlZGW688UZ0dnZi9uzZWLt2LUpL01eZlFiWFeGpSAghhJD8E4vFUFNTg7abgOohPs7TDdQ8Z+eG0E6ZUYA+FIQQQgjxDU0ehBBCSFD4dawM2ClzMKFAQQghhASFXx+KM0EVZPChyYMQQgghvqGGghBCCAmKItZQUKAghBBCgoICBSGEEEJ8I7ON+jk+okS46IQQQggJC9RQEEIIIUHh1+TRF1RBBh8KFIQQQkhQFLFAQZMHIYQQQnxDDQUhhBASFEWcKTOvGoonnngCEyZMwNChQzF16lT88pe/zGdxCCGEEH+UBbBElLwJFM899xyamppw33334bXXXsNnPvMZzJs3D4cOHcpXkQghhBCSJXkTKFavXo1bb70Vf/3Xf41LLrkEjz32GBobG/Hkk08OeKxlWYjFYuDM64QQQgZiUPuMUvjTTkTY5JEX5Up3dzd2796Ne+65J2n93LlzsXPnzn77d3V1oaurK/G9ra0N48aNw+HDhyM3XzwhhJDBJRaLobGxER988AFqampyezG/ZosImzzyUvT33nsPfX19qKurS1pfV1eHlpaWfvuvWrUKDzzwQL/1jY2NOSsjIYSQwqK9vT33AkURk1dZqKSkJOm7ZVn91gHAvffei2XLliW+i4YC+AaAihyXkhASPcoAVAEYCuBPACoBTAWwI769CsDJ+P8yAO0AeuOfe9U5euGfKgBnxz//Kf5frlUJoFNdS18b8e1CD4DTAZSnGOkC8Ciqqqpyf6kijvLIi0AxatQolJaW9tNGtLa29tNaAEBFRQUqKtwEhwpQoCCE9KcctjAh7UkvgHMAjAPQCsCC3XZYsJvBs+P79MSP64mfA/HtnT7KIueujJ9bY8Exustnc7tQBrZ3/nAbsAZOEZs88uK
|
||
|
|
"text/plain": [
|
||
|
|
"<Figure size 640x480 with 2 Axes>"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "display_data"
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"frame_absdiff = abs(frame - median_frame)\n",
|
||
|
|
"\n",
|
||
|
|
"plt.imshow(frame_absdiff[start_row:stop_row,start_col:stop_col], cmap='jet')\n",
|
||
|
|
"plt.colorbar();"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 23,
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [],
|
||
|
|
"source": [
|
||
|
|
"threshold = 70"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 24,
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [
|
||
|
|
{
|
||
|
|
"name": "stdout",
|
||
|
|
"output_type": "stream",
|
||
|
|
"text": [
|
||
|
|
"bool\n"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"data": {
|
||
|
|
"text/plain": [
|
||
|
|
"dtype('uint8')"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
"execution_count": 24,
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "execute_result"
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"tmp = frame_absdiff>threshold\n",
|
||
|
|
"print(tmp.dtype)\n",
|
||
|
|
"ensure_dtype_uint8(frame_absdiff>threshold).dtype"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 25,
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [
|
||
|
|
{
|
||
|
|
"data": {
|
||
|
|
"image/png": "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
|
||
|
|
"text/plain": [
|
||
|
|
"<Figure size 640x480 with 2 Axes>"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "display_data"
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"binarized = ensure_dtype_uint8(frame_absdiff>threshold)\n",
|
||
|
|
"plt.imshow(binarized[start_row:stop_row,start_col:stop_col], cmap='jet')\n",
|
||
|
|
"plt.colorbar();"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 26,
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [
|
||
|
|
{
|
||
|
|
"data": {
|
||
|
|
"image/png": "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
|
||
|
|
"text/plain": [
|
||
|
|
"<Figure size 640x480 with 2 Axes>"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "display_data"
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"blurred = ndimage.gaussian_filter(frame, sigma=6.0)\n",
|
||
|
|
"plt.imshow(blurred[start_row:stop_row,start_col:stop_col], cmap='jet')\n",
|
||
|
|
"plt.colorbar();"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 27,
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [
|
||
|
|
{
|
||
|
|
"data": {
|
||
|
|
"image/png": "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
|
||
|
|
"text/plain": [
|
||
|
|
"<Figure size 640x480 with 2 Axes>"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "display_data"
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"blurred_absdiff = abs(blurred - median_frame)\n",
|
||
|
|
"blur_threshold = 40\n",
|
||
|
|
"binarized_blurred = ensure_dtype_uint8(blurred_absdiff>blur_threshold)\n",
|
||
|
|
"plt.imshow(binarized_blurred[start_row:stop_row,start_col:stop_col], cmap='jet', interpolation='nearest')\n",
|
||
|
|
"plt.colorbar();"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 28,
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [
|
||
|
|
{
|
||
|
|
"data": {
|
||
|
|
"image/png": "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
|
||
|
|
"text/plain": [
|
||
|
|
"<Figure size 640x480 with 2 Axes>"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "display_data"
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"eroded = binarized_blurred\n",
|
||
|
|
"for i in range(4):\n",
|
||
|
|
" eroded = ndimage.binary_erosion(eroded)\n",
|
||
|
|
"plt.imshow(eroded.astype(np.uint8)[start_row:stop_row,start_col:stop_col], cmap='gray')\n",
|
||
|
|
"plt.colorbar();"
|
||
|
|
]
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"metadata": {
|
||
|
|
"celltoolbar": "Create Assignment",
|
||
|
|
"kernelspec": {
|
||
|
|
"display_name": "Python 3 (ipykernel)",
|
||
|
|
"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": "3.11.10"
|
||
|
|
}
|
||
|
|
},
|
||
|
|
"nbformat": 4,
|
||
|
|
"nbformat_minor": 4
|
||
|
|
}
|