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segmentation_kits2019_using_fastai_test_version
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# currently checking 30 patients data with no fine tuning steps. In total there are 300 patients data.\n",
"\n",
"\n",
"\n",
"# State of the art results https://kits19.grand-challenge.org/evaluation/results/ \n",
"# Winner - [0.9128 Mean Kidney-Tumor Dice score]\n",
"# DIce - https://stats.stackexchange.com/questions/195006/is-the-dice-coefficient-the-same-as-accuracy?rq=1\n",
"\n",
"# Main link - https://kits19.grand-challenge.org/"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"%reload_ext autoreload\n",
"%autoreload 2\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/gbogu17/.local/lib/python3.7/site-packages/ipython-5.5.0-py3.7.egg/IPython/utils/traitlets.py:5: UserWarning: IPython.utils.traitlets has moved to a top-level traitlets package.\n",
" warn(\"IPython.utils.traitlets has moved to a top-level traitlets package.\")\n"
]
}
],
"source": [
"# import fastai libraries\n",
"import numpy as np\n",
"from fastai import *\n",
"from fastai.vision import *\n",
"from fastai.callbacks import *\n",
"from fastai.callbacks.hooks import *\n",
"from fastai.utils.mem import *\n",
"from fastai.utils.mem import *"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"path = Path('/labs/mpsnyder/gbogu17/kits_2019/kits19/test_1/')\n",
"dest =path\n",
"dest.mkdir(parents=True, exist_ok=True)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# set up labels\n",
"path_img = path/'train/images'\n",
"path_lbl = path/'train/labels'"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[PosixPath('/labs/mpsnyder/gbogu17/kits_2019/kits19/test_1/train/images/case_00013_imaging_316.tif'),\n",
" PosixPath('/labs/mpsnyder/gbogu17/kits_2019/kits19/test_1/train/images/case_00006_imaging_250.tif'),\n",
" PosixPath('/labs/mpsnyder/gbogu17/kits_2019/kits19/test_1/train/images/case_00007_imaging_213.tif')]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# display path of images\n",
"fnames = get_image_files(path_img)\n",
"fnames[:3]"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[PosixPath('/labs/mpsnyder/gbogu17/kits_2019/kits19/test_1/train/labels/case_00025_imaging_108_P.tif'),\n",
" PosixPath('/labs/mpsnyder/gbogu17/kits_2019/kits19/test_1/train/labels/case_00000_imaging_445_P.tif'),\n",
" PosixPath('/labs/mpsnyder/gbogu17/kits_2019/kits19/test_1/train/labels/case_00021_imaging_230_P.tif')]"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# display path of masks\n",
"lbl_names = get_image_files(path_lbl)\n",
"lbl_names[:3]"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# show some images\n",
"img_f = fnames[0]\n",
"img = open_image(img_f)\n",
"img.show(figsize=(10,10))"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array(['background', 'kidney', 'tumor'], dtype='<U10')"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# display masks/classes/objects names\n",
"codes = np.loadtxt('/labs/mpsnyder/gbogu17/kits_2019/kits19/test_1/codes.txt', dtype=str); codes"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"bs = 4"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"# connect imges with their relative masks\n",
"get_y_fn = lambda x: path_lbl/f'{x.stem}_P{x.suffix}'"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"## do not split the data by random because these are frames from from videos and it's possible that frames from the same video call fall innto the same category.\n",
"## winner of kaggle competition uses 5 fold cross-validation \n",
"#?# How can I perform above steps in my example?\n",
"\n",
"src = (SegmentationItemList.from_folder(path_img)\n",
" .split_by_rand_pct(0.3)\n",
" .label_from_func(get_y_fn, classes=codes))"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"# transformation or normalisation \n",
"# reducing the size spped up things but can lead to loss of important info. \n",
"# If you get bad dice scores, you can try running with original size.\n",
"\n",
"data = (src.transform(get_transforms(), size=224, tfm_y=True)\n",
" .databunch(bs=bs)\n",
" .normalize(imagenet_stats))"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x504 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"data.show_batch(2, figsize=(10,7))"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x504 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# show images next to each other?\n",
"data.show_batch(2, figsize=(10,7), ds_type=DatasetType.Valid)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"learn = unet_learner(data, models.resnet34, metrics=dice, callback_fns=[CSVLogger])"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n"
]
}
],
"source": [
"# find optimal learning rate\n",
"# takes less than 5 min for 30 patients\n",
"lr_find(learn)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"learn.recorder.plot()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"# again why he uses 3e-3 instead of 1e-3?\n",
"lr=3e-3"
]
},
{
"cell_type": "code",
"execution_count": null,
"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='4' class='' max='10', style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 40.00% [4/10 2:46:12<4:09:18]\n",
" </div>\n",
" \n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: left;\">\n",
" <th>epoch</th>\n",
" <th>train_loss</th>\n",
" <th>valid_loss</th>\n",
" <th>dice</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>0.050068</td>\n",
" <td>0.079584</td>\n",
" <td>0.694983</td>\n",
" <td>41:30</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>0.040892</td>\n",
" <td>0.105598</td>\n",
" <td>0.111438</td>\n",
" <td>41:30</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2</td>\n",
" <td>0.043530</td>\n",
" <td>0.058217</td>\n",
" <td>0.725628</td>\n",
" <td>41:34</td>\n",
" </tr>\n",
" <tr>\n",
" <td>3</td>\n",
" <td>0.067697</td>\n",
" <td>0.079357</td>\n",
" <td>0.557966</td>\n",
" <td>41:37</td>\n",
" </tr>\n",
" </tbody>\n",
"</table><p>\n",
"\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='338' class='' max='1680', style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 20.12% [338/1680 07:17<28:58 0.0351]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# test with fewer epochs\n",
"# takes 40 minutes per epoch / 30 patients = 6.6 hrs / 300 patients\n",
"# each patient has around 700 images\n",
"\n",
"# save logs (saves as history.csv by default)\n",
"\n",
"callback_fns=([CSVLogger])\n",
"learn.fit_one_cycle(10, slice(lr), pct_start=0.9)\n",
"learn.csv_logger.read_logged_file()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# saved results\n",
"\n",
"# $ cat history.csv\n",
"# epoch,train_loss,valid_loss,dice,time\n",
"# 0,0.050068,0.079584,0.694983,41:30\n",
"# 1,0.040892,0.105598,0.111438,41:30\n",
"# 2,0.043530,0.058217,0.725628,41:34\n",
"# 3,0.067697,0.079357,0.557966,41:37\n",
"# 4,0.036751,0.053186,0.663142,41:35\n",
"# 5,0.045355,0.046891,0.764363,41:33\n",
"# 6,0.032084,0.044684,0.776168,41:34\n",
"# 7,0.029401,0.044549,0.801220,41:36\n",
"# 8,0.039568,0.043779,0.828774,41:37\n",
"# 9,0.020405,0.032116,0.909106,41:35"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"learn.save('stage_1')"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"learn.load('stage_1');"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 8 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"learn.show_results(rows=4, figsize=(10,10))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Putting model in production.\n",
"learn.export()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# for render app\n",
"#defaults.device = torch.device('cpu')"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# sample image to test\n",
"img = open_image('/labs/mpsnyder/gbogu17/kits_2019/kits19/test_1/train/images/case_00017_imaging_273.tif')\n",
"img.show(figsize=(10,5))"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
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"image/png": "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\n",
"text/plain": [
"ImageSegment (1, 224, 224)"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pred_class,pred_idx,outputs = learn.predict(img)\n",
"pred_class"
]
},
{
"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": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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