Skip to content

Instantly share code, notes, and snippets.

@EdwardJRoss
Last active November 13, 2018 17:04
Show Gist options
  • Star 1 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save EdwardJRoss/c62297cd02311ee81e6a1b21bbf02d44 to your computer and use it in GitHub Desktop.
Save EdwardJRoss/c62297cd02311ee81e6a1b21bbf02d44 to your computer and use it in GitHub Desktop.
Predicting size of crowd from photograph using Convolution Neural Networks
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Crowd Counting"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We're going to apply CNN regression to counting the number of people in crowds.\n",
"\n",
"To do this we're going to use the [UCF-QNRF](http://crcv.ucf.edu/data/ucf-qnrf/) dataset which contains 1535 images of crowds.\n",
"\n",
"This data comes from [Composition Loss for Counting, Density Map Estimation and Localization in Dense Crowds,](http://crcv.ucf.edu/papers/eccv2018/2324.pdf) by H. Idrees, M. Tayyab, K. Athrey, D. Zhang, S. Al-Maddeed, N. Rajpoot and M. Shah.\n",
"\n",
"They apply sophisticated deep learning techniques to counting the size of the crowd, but we'll try a simple approach with a CNN."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Standard imports"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%reload_ext autoreload\n",
"%autoreload 2\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from fastai import *\n",
"from fastai.vision import *\n",
"from scipy.io import loadmat"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"PosixPath('/home/jupyter/.fastai/data/crowd')"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"path = Config.data_path()/'crowd'\n",
"path.mkdir(exist_ok=True)\n",
"path"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Download the data"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" % Total % Received % Xferd Average Speed Time Time Time Current\n",
" Dload Upload Total Spent Left Speed\n",
"100 4341M 100 4341M 0 0 8430k 0 0:08:47 0:08:47 --:--:-- 6628k0:05:33 8339k\n"
]
}
],
"source": [
"# !curl http://crcv.ucf.edu/data/ucf-qnrf/UCF-QNRF_ECCV18.zip > {path}/qnrf.zip"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# ! unzip -q -n {path}/qnrf.zip -d {path}"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"mv: cannot stat '/home/jupyter/.fastai/data/crowd/UCF-QNRF_ECCV18/*': No such file or directory\r\n"
]
}
],
"source": [
"# !mv {path}/UCF-QNRF_ECCV18/* {path}\n",
"# !rmdir {path}/UCF-QNRF_ECCV18"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[PosixPath('/home/jupyter/.fastai/data/crowd/Test'),\n",
" PosixPath('/home/jupyter/.fastai/data/crowd/list.txt'),\n",
" PosixPath('/home/jupyter/.fastai/data/crowd/readme.txt'),\n",
" PosixPath('/home/jupyter/.fastai/data/crowd/Train'),\n",
" PosixPath('/home/jupyter/.fastai/data/crowd/qnrf.zip')]"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"path.ls()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"UCF-QNRF - A Large Crowd Counting Data Set\r\n",
"------------------------------------------\r\n",
"\r\n",
"This archive contains 1535 images and their annotations used in the following paper:\r\n",
"\r\n",
"H. Idrees, M. Tayyab, K. Athrey, D. Zhang, S. Al-Maddeed, N. Rajpoot, M. Shah, \r\n",
"Composition Loss for Counting, Density Map Estimation and Localization in Dense Crowds, \r\n",
"in Proceedings of IEEE European Conference on Computer Vision (ECCV 2018), Munich, Germany, September 8-14, 2018.\r\n",
"\r\n",
"@inproceedings{compositionloss,\r\n",
" title={Composition Loss for Counting, Density Map Estimation and Localization in Dense Crowds},\r\n",
" author={H. Idrees, M. Tayyab, K. Athrey, D. Zhang, S. Al-Maddeed, N. Rajpoot, M. Shah},\r\n",
" booktitle={Proceedings of the European Conference on Computer Vision ({ECCV})},\r\n",
" year={2018}\r\n",
"}\r\n"
]
}
],
"source": [
"!cat {path}/readme.txt"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[PosixPath('/home/jupyter/.fastai/data/crowd/Train/img_0641.jpg'),\n",
" PosixPath('/home/jupyter/.fastai/data/crowd/Train/img_0377.jpg'),\n",
" PosixPath('/home/jupyter/.fastai/data/crowd/Train/img_0160.jpg'),\n",
" PosixPath('/home/jupyter/.fastai/data/crowd/Train/img_0077_ann.mat'),\n",
" PosixPath('/home/jupyter/.fastai/data/crowd/Train/img_0127_ann.mat')]"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(path / 'Train').ls()[:5]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"These images are **huge**, on average 2013 x 2902. \n",
"\n",
"In the paper [Composition Loss for Counting, Density Map Estimation and Localization in Dense Crowds,](http://crcv.ucf.edu/papers/eccv2018/2324.pdf) they evaluate on 224x224 blocks. In the test set they cut it into a grid, null padding the edges and evaluate the sum of the MSE on the blocks.\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"fname = '/home/jupyter/.fastai/data/crowd/Train/img_0641.jpg'"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 216x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"img = open_image(fname)\n",
"img.show(size=224)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Read the annotations, which are a list of points for each person in the crowd.\n",
"\n",
"For counting we only care about the number of points."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"def ann_fname(fname):\n",
" return str(fname)[:-4] + '_ann.mat'"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'__header__': b'MATLAB 5.0 MAT-file, Platform: PCWIN64, Created on: Sat Jan 14 11:01:21 2017',\n",
" '__version__': '1.0',\n",
" '__globals__': ['annPoints'],\n",
" 'annPoints': array([[ 20.469136, 336.44289 ],\n",
" [ 59.523298, 316.915809],\n",
" [ 13.274949, 376.010922],\n",
" [ 20.469136, 270.15359 ],\n",
" ...,\n",
" [287.492074, 77.837517],\n",
" [279.01321 , 80.149934],\n",
" [257.173712, 83.233157],\n",
" [471.714663, 113.294584]])}"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ann = loadmat(ann_fname(fname))\n",
"ann"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((311, 2), 311)"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ann['annPoints'].shape, len(ann['annPoints'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We return a pytorch tensor because it makes the regression calculations easier.\n",
"\n",
"We set the target to log(1 + number of people). \n",
"Taking the log means we're interested in relative differences (percentage changes) rather than absolute differences. e.g. guessing 9 when the answer is 10 is comparable to guessing 900 when the answer is 1000. This will be the case in practice."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"def get_count(fname):\n",
" mat = loadmat(ann_fname(fname))\n",
" return tensor([len(mat['annPoints'])]).float().log1p()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor([5.7430])"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"get_count(fname)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Training"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"class RegressionDataset(ImageDatasetBase):\n",
" def __init__(self, fns:Collection[Path], pts:Collection[Tensor]):\n",
" super().__init__(c=len(pts[0].view(-1)), x=fns, y=pts, task_type=TaskType.Regression)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We should really be more careful with our transforms!\n",
"\n",
"Some of these transforms (e.g. cropping) will actually remove some of our crowd which makes it much harder to predict!"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [],
"source": [
"data = (ImageFileList\n",
" .from_folder(path)\n",
" .label_from_func(get_count)\n",
" .split_by_folder('Train', 'Test')\n",
" .datasets(RegressionDataset)\n",
" .transform(get_transforms(), tfm_y=False, size=64)\n",
" .databunch()\n",
" .normalize(imagenet_stats))"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [],
"source": [
"learn = create_cnn(data, models.resnet34)\n",
"learn.loss_func = MSELossFlat()"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"LR Finder complete, type {learner_name}.recorder.plot() to see the graph.\n"
]
},
{
"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.lr_find()\n",
"learn.recorder.plot()"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {},
"outputs": [],
"source": [
"lr = 3e-2"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This runs pretty slowly; I suspect a lot of time goes into resizing the images. It may be possible to speed this up with preprocessing."
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total time: 07:18\n",
"epoch train_loss valid_loss\n",
"1 21.115799 14.583455 (01:48)\n",
"2 10.256310 1.380259 (01:54)\n",
"3 6.063144 0.556860 (01:41)\n",
"4 3.990389 0.543461 (01:53)\n",
"\n"
]
}
],
"source": [
"learn.fit_one_cycle(4, max_lr=slice(lr))"
]
},
{
"cell_type": "code",
"execution_count": 63,
"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_lr()"
]
},
{
"cell_type": "code",
"execution_count": 62,
"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_losses()"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [],
"source": [
"learn.save('resnet34-1')"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [],
"source": [
"_ = learn.load('resnet34-1')"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total time: 09:00\n",
"epoch train_loss valid_loss\n",
"1 0.913875 0.587561 (01:47)\n",
"2 0.864880 1.459530 (01:49)\n",
"3 0.835338 0.532761 (01:44)\n",
"4 0.758879 0.372286 (01:50)\n",
"5 0.678085 0.356666 (01:47)\n",
"\n"
]
}
],
"source": [
"learn.unfreeze()\n",
"learn.fit_one_cycle(5, max_lr=slice(lr/1000, lr/5))"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [],
"source": [
"learn.save('resnet34-2')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Progressive Resizing\n",
"\n",
"We have around sqrt(0.36) = 60% validation RMS accuracy by making these huge photos tiny. Can we do better?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's be a bit more thoughtful with our transforms; we're still cropping off edges."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"tfms = get_transforms(do_flip=True, flip_vert=True, max_warp=0., p_affine=0.)"
]
},
{
"cell_type": "code",
"execution_count": 84,
"metadata": {},
"outputs": [],
"source": [
"data = (ImageFileList\n",
" .from_folder(path)\n",
" .label_from_func(get_count)\n",
" .split_by_folder('Train', 'Test')\n",
" .datasets(RegressionDataset)\n",
" .transform(tfms, tfm_y=False, size=128)\n",
" .databunch()\n",
" .normalize(imagenet_stats))"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {},
"outputs": [],
"source": [
"learn = create_cnn(data, models.resnet34)\n",
"learn.loss_func = MSELossFlat()\n",
"_ = learn.load('resnet34-2')"
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"LR Finder complete, type {learner_name}.recorder.plot() to see the graph.\n"
]
},
{
"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.lr_find()\n",
"learn.recorder.plot()"
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {},
"outputs": [],
"source": [
"lr = 3e-3"
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total time: 09:04\n",
"epoch train_loss valid_loss\n",
"1 0.674425 0.365683 (01:47)\n",
"2 0.655783 0.379074 (01:51)\n",
"3 0.619913 0.345221 (01:50)\n",
"4 0.595103 0.312167 (01:47)\n",
"5 0.583893 0.308659 (01:46)\n",
"\n"
]
}
],
"source": [
"learn.freeze()\n",
"learn.fit_one_cycle(5, max_lr=slice(lr))"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {},
"outputs": [],
"source": [
"learn.save('s128-resnet34-1')"
]
},
{
"cell_type": "code",
"execution_count": 94,
"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_losses()"
]
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"LR Finder complete, type {learner_name}.recorder.plot() to see the graph.\n"
]
},
{
"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.lr_find()\n",
"learn.recorder.plot()"
]
},
{
"cell_type": "code",
"execution_count": 99,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total time: 09:09\n",
"epoch train_loss valid_loss\n",
"1 0.501447 0.307204 (01:52)\n",
"2 0.504795 0.878796 (01:50)\n",
"3 0.525067 0.534036 (01:44)\n",
"4 0.493528 0.249790 (01:51)\n",
"5 0.471094 0.231274 (01:50)\n",
"\n"
]
}
],
"source": [
"learn.unfreeze()\n",
"learn.fit_one_cycle(5, max_lr=slice(3e-4, lr/5))"
]
},
{
"cell_type": "code",
"execution_count": 100,
"metadata": {},
"outputs": [],
"source": [
"learn.save('s128-resnet34-2')"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"data = (ImageFileList\n",
" .from_folder(path)\n",
" .label_from_func(get_count)\n",
" .split_by_folder('Train', 'Test')\n",
" .datasets(RegressionDataset)\n",
" .transform(tfms, tfm_y=False, size=224)\n",
" .databunch()\n",
" .normalize(imagenet_stats))"
]
},
{
"cell_type": "code",
"execution_count": 102,
"metadata": {},
"outputs": [],
"source": [
"learn = create_cnn(data, models.resnet34)\n",
"learn.loss_func = MSELossFlat()\n",
"_ = learn.load('s128-resnet34-2')"
]
},
{
"cell_type": "code",
"execution_count": 103,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total time: 09:24\n",
"epoch train_loss valid_loss\n",
"1 0.499978 0.246622 (01:50)\n",
"2 0.463359 0.251710 (01:53)\n",
"3 0.443408 0.318568 (01:51)\n",
"4 0.436528 0.185319 (01:56)\n",
"5 0.411554 0.175113 (01:52)\n",
"\n"
]
}
],
"source": [
"learn.freeze()\n",
"learn.fit_one_cycle(5, max_lr=slice(lr))"
]
},
{
"cell_type": "code",
"execution_count": 104,
"metadata": {},
"outputs": [],
"source": [
"learn.save('s224-resnet34-1')"
]
},
{
"cell_type": "code",
"execution_count": 105,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total time: 09:29\n",
"epoch train_loss valid_loss\n",
"1 0.384195 0.251327 (01:55)\n",
"2 0.392644 0.308066 (01:51)\n",
"3 0.409498 0.225134 (01:50)\n",
"4 0.400029 0.169922 (01:58)\n",
"5 0.369400 0.174893 (01:52)\n",
"\n"
]
}
],
"source": [
"learn.unfreeze()\n",
"learn.fit_one_cycle(5, max_lr=slice(3e-4, lr/5))"
]
},
{
"cell_type": "code",
"execution_count": 106,
"metadata": {},
"outputs": [],
"source": [
"learn.save('s224-resnet34-2')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This is still seriously underfit. Maybe we need to decrease regularization?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Results\n",
"\n",
"Our final model has around 45% RMSE error rate, but is still seriously under fit."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"learn = create_cnn(data, models.resnet34)\n",
"learn.loss_func = MSELossFlat()\n",
"_ = learn.load('s224-resnet34-2')"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total time: 05:14\n",
"\n"
]
}
],
"source": [
"preds, y, loss = learn.TTA(with_loss=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"75% of the (log) variance is explained by the model"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.752085268497467"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"r2 = 1 - loss.mean() / y.std()\n",
"r2.item()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"df = pd.DataFrame({'log_pred': preds.view(-1), 'log_y': y.view(-1), 'loss': loss.view(-1)})\n",
"df['pred'] = df['log_pred'].apply(np.expm1)\n",
"df['y'] = df['log_y'].apply(np.expm1)\n",
"df['ratio'] = df['pred'] / df['y']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Looking at the predicted values versus the actuals"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f8ef04c6860>"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"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": [
"df.plot.scatter('y', 'pred')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The ratio of predicted to true shows that most of the time we're between 1/3 and 1.5 times the target.\n",
"\n",
"It more often underestimates the true number, except when the crowd sizes are very small."
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f8ef018dbe0>"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
},
{
"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": [
"df.plot.scatter('y', 'ratio')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We're within a factor of 2 80% of the time, and within a factor of 3 98% of the time."
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{2: 0.8353293413173652,\n",
" 2.5: 0.9461077844311377,\n",
" 3: 0.9790419161676647,\n",
" 4: 0.9910179640718563}"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"{n: ((df.ratio > 1/n) & (df.ratio < n)).mean() for n in [2, 2.5, 3, 4]}"
]
},
{
"cell_type": "code",
"execution_count": 154,
"metadata": {},
"outputs": [],
"source": [
"def worst(n):\n",
" img = learn.data.valid_ds[highest_loss[n]][0]\n",
" pred = preds[highest_loss[0]].expm1().round().int().item()\n",
" y0 = y[highest_loss[0]].expm1().round().int().item()\n",
" return img, pred, y0"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [],
"source": [
"def show_worst(k, figsize=(12,12), best=False, random=False):\n",
" highest_loss = np.argsort(loss * (1 if best else -1))\n",
" if random: highest_loss = np.arange(k)\n",
" tl_idx = highest_loss[:k]\n",
" rows = math.ceil(math.sqrt(k))\n",
" fig,axes = plt.subplots(rows,rows,figsize=figsize)\n",
" fig.suptitle('prediction/actual/error/loss', weight='bold', size=14)\n",
" for i,idx in enumerate(tl_idx):\n",
" pred = preds[idx].expm1().round().int().item()\n",
" y0 = y[idx].expm1().round().int().item()\n",
" t=learn.data.valid_ds[idx]\n",
" t[0].show(ax=axes.flat[i], title=\n",
" f'{pred}/{y0} / {pred/y0:.2f}/{loss[idx]:.2f}')\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The ones where it fails tend to be very hard, with many faces obscured"
]
},
{
"cell_type": "code",
"execution_count": 175,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment