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@zxdawn
Created September 7, 2023 11:51
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Preliminary kernel matched filter
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from spectral import *\n",
"import numpy as np\n",
"\n",
"img = open_image('92AV3C.lan').load()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"ImageView object:\n",
" Display bands : [0, 110, 219]\n",
" Interpolation : <default>\n",
" RGB data limits :\n",
" R: [2632.0, 4536.0]\n",
" G: [1017.0, 1159.0]\n",
" B: [980.0, 1034.0]"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"imshow(img)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can subset image first, because the kernel matched filter needs longer time to process the whole image."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"subset_img = img[0:50, 50:100]\n",
"t = subset_img[8, 38]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Check the MF score"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"ImageView object:\n",
" Display bands : [0]\n",
" Interpolation : <default>\n",
" RGB data limits :\n",
" R: [-0.15299997348340055, 0.9999999885762351]\n",
" G: [-0.15299997348340055, 0.9999999885762351]\n",
" B: [-0.15299997348340055, 0.9999999885762351]"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mfscores = matched_filter(subset_img, t)\n",
"# imshow(1 * (mfscores > 0.1))\n",
"imshow(mfscores)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Check the Kernel MF score"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"ImageView object:\n",
" Display bands : [0]\n",
" Interpolation : <default>\n",
" RGB data limits :\n",
" R: [-1.2911083698272705, 1.7068687677383423]\n",
" G: [-1.2911083698272705, 1.7068687677383423]\n",
" B: [-1.2911083698272705, 1.7068687677383423]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"poly_kmfscores = kernel_matched_filter(subset_img, t, kernel='poly', degree=3)\n",
"imshow(poly_kmfscores)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"ImageView object:\n",
" Display bands : [0]\n",
" Interpolation : <default>\n",
" RGB data limits :\n",
" R: [-0.0004013947327621281, 0.9999987483024597]\n",
" G: [-0.0004013947327621281, 0.9999987483024597]\n",
" B: [-0.0004013947327621281, 0.9999987483024597]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"rbf_kmfscores = kernel_matched_filter(subset_img, t, kernel='rbf')\n",
"imshow(rbf_kmfscores)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"def norm_data(data):\n",
" data -= np.amin(data, axis=0, keepdims=True)\n",
" data /= np.amax(data, axis=0, keepdims=True)\n",
"\n",
" return data\n",
"\n",
"subset_img_norm = norm_data(subset_img)\n",
"t_norm = norm_data(t)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"ImageView object:\n",
" Display bands : [0]\n",
" Interpolation : <default>\n",
" RGB data limits :\n",
" R: [-0.6350993514060974, 0.5195424556732178]\n",
" G: [-0.6350993514060974, 0.5195424556732178]\n",
" B: [-0.6350993514060974, 0.5195424556732178]"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"poly_kmfscores_norm = kernel_matched_filter(subset_img_norm, t_norm, kernel='poly', degree=3)\n",
"imshow(poly_kmfscores_norm)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"ImageView object:\n",
" Display bands : [0]\n",
" Interpolation : <default>\n",
" RGB data limits :\n",
" R: [-0.059095364063978195, 0.07589758932590485]\n",
" G: [-0.059095364063978195, 0.07589758932590485]\n",
" B: [-0.059095364063978195, 0.07589758932590485]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"rbf_kmfscores_norm = kernel_matched_filter(subset_img_norm, t_norm, kernel='rbf')\n",
"imshow(rbf_kmfscores_norm)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "enpt",
"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": "3.10.12"
},
"orig_nbformat": 4
},
"nbformat": 4,
"nbformat_minor": 2
}
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