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@mwawrzyniuk
Last active October 26, 2018 19:57
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Convent based on fast.ai library to detect road signs
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Road words "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Hi it is my first try of fastai v3 "
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%reload_ext autoreload\n",
"%autoreload 2\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We import all the necessary packages. We are going to work with the [fastai V1 library](http://www.fast.ai/2018/10/02/fastai-ai/) which sits on top of [Pytorch 1.0](https://hackernoon.com/pytorch-1-0-468332ba5163). The fastai library provides many useful functions that enable us to quickly and easily build neural networks and train our models."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from fastai import *\n",
"from fastai.vision import *"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Looking at the data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Data come from one of hackhatone main goal is to recognize signs on roads it contain three classes pictures\n",
"AR - arrow\n",
"LD - left daiagonal\n",
"RD - right daiagonal"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['test',\n",
" 'subm',\n",
" 'train',\n",
" 'labels.csv',\n",
" 'Train_all.zip',\n",
" 'val_all.zip',\n",
" 'tmp',\n",
" 'models',\n",
" '.labels.csv.swp']"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from pathlib import PosixPath\n",
"words_path = PosixPath('/home/michal/deep_learning/fastai/courses/dl1/data/roadwords2/')\n",
"words_path.ls()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The first thing we do when we approach a problem is to take a look at the data. We _always_ need to understand very well what the problem is and what the data looks like before we can figure out how to solve it. Taking a look at the data means understanding how the data directories are structured, what the labels are and what some sample images look like.\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[PosixPath('/home/michal/deep_learning/fastai/courses/dl1/data/roadwords2/train/Object_002215_1_R=106_RL=85_G=68_A=8792_AR.jpg'),\n",
" PosixPath('/home/michal/deep_learning/fastai/courses/dl1/data/roadwords2/train/Object_008972_2_R= 92_RL=137_G=36_A=462_RD.jpg'),\n",
" PosixPath('/home/michal/deep_learning/fastai/courses/dl1/data/roadwords2/train/Object_004923_1_R=101_RL=38_G=34_A=27847_AR.jpg'),\n",
" PosixPath('/home/michal/deep_learning/fastai/courses/dl1/data/roadwords2/train/Object_010233_2_R=139_RL=248_G=106_A=1857_RD.jpg'),\n",
" PosixPath('/home/michal/deep_learning/fastai/courses/dl1/data/roadwords2/train/Object_003668_1_R=101_RL=107_G=84_A=3430_RD.jpg')]"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fnames = get_image_files(words_path/'train')\n",
"fnames[:5]"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"#get_transforms?"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"data = data = ImageDataBunch.from_csv(words_path, \n",
" ds_tfms=get_transforms(do_flip=False, \n",
" flip_vert=False, \n",
" max_rotate=0), \n",
" size=224, \n",
" padding_mode='zeros',\n",
" test=words_path/'test'\n",
" )\n",
"data.normalize(imagenet_stats)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 504x432 with 9 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data.show_batch(rows=3, figsize=(7,6))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"doc(ImageDataBunch.from_csv)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['AR', 'LD', 'RD']\n"
]
},
{
"data": {
"text/plain": [
"(3, 3)"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"print(data.classes)\n",
"len(data.classes),data.c"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Training: resnet34"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we will start training our model. We will use a [convolutional neural network](http://cs231n.github.io/convolutional-networks/) backbone and a fully connected head with a single hidden layer as a classifier. Don't know what these things mean? Not to worry, we will dive deeper in the coming lessons. For the moment you need to know that we are building a model which will take images as input and will output the predicted probability for each of the categories (in this case, it will have 37 ouptuts).\n",
"\n",
"We will train for 4 epochs (4 cycles through all our data)."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"learn = ConvLearner(data, models.resnet34, metrics=accuracy, pretrained=False)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(HBox(children=(IntProgress(value=0, max=10), HTML(value='0.00% [0/10 00:00<00:00]'))), HTML(val…"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total time: 01:15\n",
"epoch train loss valid loss accuracy\n",
"1 1.066685 0.803022 0.736318 (00:08)\n",
"2 0.901143 1.953201 0.691542 (00:07)\n",
"3 0.799101 0.680646 0.850746 (00:07)\n",
"4 0.696538 0.361897 0.845771 (00:07)\n",
"5 0.597992 0.591358 0.855721 (00:07)\n",
"6 0.495379 0.235065 0.890547 (00:07)\n",
"7 0.430078 0.168967 0.945274 (00:07)\n",
"8 0.376524 0.195748 0.915423 (00:07)\n",
"9 0.337601 0.133988 0.945274 (00:07)\n",
"10 0.301978 0.109919 0.945274 (00:07)\n",
"\n"
]
}
],
"source": [
"learn.fit_one_cycle(10)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"learn.save('stage-1')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Results"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's see what results we have got. \n",
"\n",
"We will first see which were the categories that the model most confused with one another. We will try to see if what the model predicted was reasonable or not. In this case the mistakes look reasonable (none of the mistakes seems obviously naive). This is an indicator that our classifier is working correctly. \n",
"\n",
"Furthermore, when we plot the confusion matrix, we can see that the distribution is heavily skewed: the model makes the same mistakes over and over again but it rarely confuses other categories. This suggests that it just finds it difficult to distinguish some specific categories between each other; this is normal behaviour."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(IntProgress(value=0, max=2), HTML(value='')))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(IntProgress(value=0, max=2), HTML(value='0.00% [0/2 00:00<00:00]')))"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"interp = ClassificationInterpretation.from_learner(learn)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x792 with 9 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"interp.plot_top_losses(9, figsize=(15,11))"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"doc(interp.plot_top_losses)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"interp.plot_confusion_matrix(figsize=(12,12), dpi=60)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[('LD', 'AR', 4), ('RD', 'LD', 3)]"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"interp.most_confused(min_val=2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Unfreezing, fine-tuning, and learning rates"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Since our model is working as we expect it to, we will *unfreeze* our model and train some more."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"learn.unfreeze()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(HBox(children=(IntProgress(value=0, max=1), HTML(value='0.00% [0/1 00:00<00:00]'))), HTML(value…"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total time: 00:07\n",
"epoch train loss valid loss accuracy\n",
"1 0.525661 11.584564 0.199005 (00:07)\n",
"\n"
]
}
],
"source": [
"learn.fit_one_cycle(1)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"learn.load('stage-1')"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "351e133f4d8e4094968a1e4da557d0a3",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(HBox(children=(IntProgress(value=0, max=8), HTML(value='0.00% [0/8 00:00<00:00]'))), HTML(value…"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.lr_find()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.recorder.plot()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(HBox(children=(IntProgress(value=0, max=10), HTML(value='0.00% [0/10 00:00<00:00]'))), HTML(val…"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total time: 01:13\n",
"epoch train loss valid loss accuracy\n",
"1 0.271286 0.106631 0.955224 (00:07)\n",
"2 0.223180 0.089855 0.975124 (00:07)\n",
"3 0.205129 0.093222 0.970149 (00:07)\n",
"4 0.210200 0.079029 0.980099 (00:07)\n",
"5 0.200638 0.088860 0.975124 (00:07)\n",
"6 0.200082 0.076642 0.970149 (00:07)\n",
"7 0.198722 0.081437 0.975124 (00:07)\n",
"8 0.178783 0.076911 0.970149 (00:07)\n",
"9 0.171782 0.064832 0.970149 (00:07)\n",
"10 0.167403 0.063779 0.970149 (00:07)\n",
"\n"
]
}
],
"source": [
"learn.unfreeze()\n",
"learn.fit_one_cycle(10, max_lr=slice(1e-6,1e-3))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"That's a pretty accurate model!"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(IntProgress(value=0, max=2), HTML(value='')))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(IntProgress(value=0, max=2), HTML(value='0.00% [0/2 00:00<00:00]')))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x792 with 9 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"interp = ClassificationInterpretation.from_learner(learn)\n",
"interp.plot_top_losses(9, figsize=(15,11))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Training: resnet50"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we will train in the same way as before but with one caveat: instead of using resnet34 as our backbone we will use resnet50 (resnet34 is a 34 layer residual network while resnet50 has 50 layers. Later in the course you can learn the details in the [resnet paper](https://arxiv.org/pdf/1512.03385.pdf)).\n",
"\n",
"Basically, resnet50 usually performs better because it is a deeper network with more parameters. Let's see if we can achieve a higher performance here."
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"data = data = ImageDataBunch.from_csv(words_path, \n",
" ds_tfms=get_transforms(do_flip=False, \n",
" flip_vert=False, \n",
" max_rotate=0), \n",
" size=224, \n",
" padding_mode='zeros',\n",
" test=words_path/'test'\n",
" )\n",
"data.normalize(imagenet_stats)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"learn = ConvLearner(data, models.resnet50, metrics=accuracy)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(HBox(children=(IntProgress(value=0, max=10), HTML(value='0.00% [0/10 00:00<00:00]'))), HTML(val…"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total time: 01:29\n",
"epoch train loss valid loss accuracy\n",
"1 0.818596 0.526030 0.786408 (00:12)\n",
"2 0.559223 0.781592 0.752427 (00:08)\n",
"3 0.437431 0.325204 0.912621 (00:08)\n",
"4 0.355445 0.211511 0.932039 (00:08)\n",
"5 0.298655 0.108176 0.956311 (00:08)\n",
"6 0.259299 0.078074 0.966019 (00:08)\n",
"7 0.222081 0.067254 0.975728 (00:08)\n",
"8 0.202349 0.064832 0.980583 (00:08)\n",
"9 0.178687 0.072543 0.970874 (00:08)\n",
"10 0.165029 0.077984 0.966019 (00:08)\n",
"\n"
]
}
],
"source": [
"learn.fit_one_cycle(10)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"learn.save('stage-1-50')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It's astonishing that it's possible to recognize pet breeds so accurately! Let's see if full fine-tuning helps:"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(HBox(children=(IntProgress(value=0, max=5), HTML(value='0.00% [0/5 00:00<00:00]'))), HTML(value…"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total time: 00:50\n",
"epoch train loss valid loss accuracy\n",
"1 0.186978 0.066268 0.980583 (00:10)\n",
"2 0.156171 0.056671 0.980583 (00:09)\n",
"3 0.151811 0.069483 0.975728 (00:09)\n",
"4 0.124037 0.066477 0.975728 (00:09)\n",
"5 0.117702 0.061564 0.980583 (00:09)\n",
"\n"
]
}
],
"source": [
"learn.unfreeze()\n",
"learn.fit_one_cycle(5, max_lr=slice(1e-6,1e-4))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In this case it doesn't, so let's go back to our previous model."
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"learn.load('stage-1-50')"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(IntProgress(value=0, max=2), HTML(value='')))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(IntProgress(value=0, max=2), HTML(value='0.00% [0/2 00:00<00:00]')))"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"interp = ClassificationInterpretation.from_learner(learn)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[('LD', 'RD', 3)]"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"interp.most_confused(min_val=2)"
]
},
{
"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": "3.6.5"
},
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": false,
"sideBar": true,
"skip_h1_title": false,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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