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@bearpelican
Created January 27, 2020 19:02
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{
"cells": [
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"import bm3d\n",
"from skimage.measure import compare_psnr, compare_ssim\n",
"\n",
"from fastai2.basics import *\n",
"from fastprogress import progress_bar"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"data_path = Path('issa_data/data_processed/mydata/test')\n",
"\n",
"data_hr = data_path/'HRimages'\n",
"data_lr = data_path/'LRimages'"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(Path('issa_data/data_processed/mydata/test/LRimages/04-Ch2-014.tif'),\n",
" (256, 256))"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fn_lr = data_lr.ls()[0]\n",
"image_noisy = plt.imread(fn_lr)/255.0\n",
"fn_lr, image_noisy.shape"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(Path('issa_data/data_processed/mydata/test/HRimages/04-Ch2-014.tif'),\n",
" (512, 512))"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fn_hr = data_hr.ls()[0]\n",
"image_hr = plt.imread(data_hr.ls()[0])\n",
"fn_hr, image_hr.shape"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(256, 256)"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from skimage.transform import rescale, resize, downscale_local_mean\n",
"image_hr_norm = image_hr/image_hr.max()\n",
"image_hr_256 = resize(image_hr_norm, image_noisy.shape, anti_aliasing=True)\n",
"image_hr_256.shape"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"def process_hr(img, sz=image_noisy.shape):\n",
" norm = img/img.max()\n",
" return resize(norm, sz, anti_aliasing=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## HR <> LR"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"plt.imshow(image_hr_256)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"plt.imshow(image_noisy)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(24.849123343100906, 0.6502674264734282)"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"compare_psnr(image_noisy, image_hr_256), compare_ssim(image_noisy, image_hr_256)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Thresholding"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"sigma = 20/255.0 # 30/255 original\n",
"denoised_image = bm3d.bm3d((image_noisy), sigma_psd=sigma, stage_arg=bm3d.BM3DStages.HARD_THRESHOLDING)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"plt.imshow(denoised_image)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(27.61737143563202, 0.7419180759700504)"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"compare_psnr(denoised_image, image_hr_256), compare_ssim(denoised_image, image_hr_256)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Full BM3D"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"denoised_image = bm3d.bm3d((image_noisy), sigma_psd=sigma, stage_arg=bm3d.BM3DStages.ALL_STAGES)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"plt.imshow(denoised_image)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(27.131733215235766, 0.7217077177084048)"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"denoised_image = denoised_image.clip(0,1)\n",
"compare_psnr(denoised_image, image_hr_256), compare_ssim(denoised_image, image_hr_256)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Best sigma"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"results = []\n",
"for i in progress_bar(range(0,255,10)):\n",
" denoised_image = bm3d.bm3d((image_noisy), sigma_psd=i/255, stage_arg=bm3d.BM3DStages.HARD_THRESHOLDING)\n",
" p,s = compare_psnr(denoised_image, image_hr_256), compare_ssim(denoised_image, image_hr_256)\n",
" results.append([p,s])"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([2, 2])"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.array(results[1:]).argmax(axis=0)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"20"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"list(range(0,255,10))[2]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Show All"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7fc77520f590>"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, (ax1, ax2, ax3) = plt.subplots(1, 3, figsize=(10,10))\n",
"ax1.set_title('LR')\n",
"ax1.imshow(image_noisy)\n",
"ax2.set_title('BM3D')\n",
"ax2.imshow(denoised_image)\n",
"ax3.set_title('HR')\n",
"ax3.imshow(image_hr)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Eval test"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"pairs = list(zip(get_files(data_lr, extensions=['.tif']), get_files(data_hr, extensions=['.tif'])))"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"sigma = 30/255.0"
]
},
{
"cell_type": "code",
"execution_count": 39,
"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='62' class='' max='62', style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [62/62 00:50<00:00]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"results = []\n",
"bilinear = []\n",
"for lr,hr in progress_bar(pairs):\n",
" image_noisy = plt.imread(lr)/255.0\n",
" denoised_image = bm3d.bm3d((image_noisy), sigma_psd=sigma, stage_arg=bm3d.BM3DStages.HARD_THRESHOLDING)\n",
" image_hr = process_hr(plt.imread(hr))\n",
" p,s = compare_psnr(denoised_image, image_hr_256), compare_ssim(denoised_image, image_hr_256)\n",
" results.append([p,s])\n",
" p,s = compare_psnr(image_noisy, image_hr_256), compare_ssim(image_noisy, image_hr_256)\n",
" bilinear.append([p,s])"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(array([17.0584197 , 0.48927316]), array([15.80532615, 0.3597526 ]))"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.array(results).mean(axis=0), np.array(bilinear).mean(axis=0)"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([17.0584197 , 0.48927316])"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.array(results).mean(axis=0)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[[27.61737143563202, 0.7419180759700504],\n",
" [14.183238916208774, 0.36191865295309017],\n",
" [19.298669733205127, 0.5933514762595485],\n",
" [19.14956994142338, 0.5869815380889196],\n",
" [18.809534923914597, 0.5415504037775494],\n",
" [14.755913967861103, 0.37872668233489354],\n",
" [17.93063519642342, 0.5054341819871915],\n",
" [15.089757090677335, 0.3557681814686347],\n",
" [13.461226192130663, 0.32306556164458483],\n",
" [14.857486511847128, 0.37137983715156553],\n",
" [21.025230736312395, 0.661801996244307],\n",
" [17.294261911324078, 0.514324543745945],\n",
" [18.49347772460115, 0.5216200213522937],\n",
" [14.946880334115383, 0.362551272543265],\n",
" [15.226141190630374, 0.37764484247002306],\n",
" [17.3162163339895, 0.4929907226718377],\n",
" [12.426537236252342, 0.29246984468892084],\n",
" [17.874715966378314, 0.44031098746118696],\n",
" [13.78790364494222, 0.33222715714899137],\n",
" [12.755627252012953, 0.33176811474728024],\n",
" [18.474180998095918, 0.5174765641479215],\n",
" [14.457635666913431, 0.40171439352308635],\n",
" [14.7105086099412, 0.34248225024729706],\n",
" [12.452058942302543, 0.2745724463160006],\n",
" [16.970564242071916, 0.5390659092593045],\n",
" [16.632186917779045, 0.41917667439294115],\n",
" [13.64464583480363, 0.3258790544924129],\n",
" [17.8844143338179, 0.4384864949263977],\n",
" [19.67246697118953, 0.5605138518750412],\n",
" [18.547083126805383, 0.5642621295312418],\n",
" [12.507744706257322, 0.30449073691781575],\n",
" [16.71344666590287, 0.4785698703351811],\n",
" [18.846560767400803, 0.5388050498879969],\n",
" [12.727564580165593, 0.3077516550654391],\n",
" [17.698549541173488, 0.494757743812918],\n",
" [15.323191872769675, 0.37029094364918685],\n",
" [14.401178089598739, 0.33853391317931114],\n",
" [16.11064960030649, 0.49387950330012614],\n",
" [18.27974319505357, 0.5599627616854477],\n",
" [15.008450295559982, 0.33821045386855736],\n",
" [16.86486571837958, 0.507213846721064],\n",
" [18.284076089727456, 0.5340425841471966],\n",
" [20.941296906254394, 0.5809215965191161],\n",
" [18.614225811937793, 0.5175329823615303],\n",
" [16.986614400626085, 0.5361992849024608],\n",
" [18.43709067351142, 0.5482209891731257],\n",
" [12.512448334045363, 0.2741466715252488],\n",
" [17.701791042804118, 0.5269226232744811],\n",
" [16.359787510664432, 0.44683205242385765],\n",
" [19.26434691091675, 0.5583423997450372],\n",
" [18.963383977658825, 0.7237813982769602],\n",
" [17.75828508225574, 0.5361979809737145],\n",
" [16.24615505437533, 0.5675887596896155],\n",
" [15.899120989541924, 0.3865890816054404],\n",
" [15.65151659551838, 0.40980712807689385],\n",
" [17.970507590358604, 0.5231168827915272],\n",
" [16.16951241871591, 0.5697107604098609],\n",
" [18.824070578340578, 0.593181127887334],\n",
" [17.14196363226045, 0.5362422665373445],\n",
" [18.143714695813294, 0.501853477750424],\n",
" [14.691358131193873, 0.39928165744494953],\n",
" [17.290475666221027, 0.5586650103481773]]"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"results"
]
}
],
"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": "3.7.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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