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@bpinaya
Created December 6, 2018 12:48
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# Some imports\n",
"import torch\n",
"import torchvision\n",
"from torchvision import datasets, transforms\n",
"from torchvision.utils import make_grid\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import PIL.Image as Image"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Plotting function\n",
"%matplotlib inline\n",
"def show(img):\n",
" npimg = img.numpy()\n",
" plt.imshow(np.transpose(npimg, (1,2,0)), interpolation='nearest')"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Using downloaded and verified file: /tmp/pascal-voc/VOCtrainval_03-May-2010.tar\n"
]
}
],
"source": [
"# Transform applied on input and target\n",
"transform = transforms.Compose([transforms.CenterCrop(300), transforms.ToTensor()])\n",
"def target_transform(target):\n",
" print(target)\n",
" return 0\n",
"# VOCDetection Dataset, 2010\n",
"dataset_detection = datasets.VOCDetection(root='/tmp/pascal-voc', year='2010', download=True, \n",
" transform=transform,target_transform = target_transform)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"# Dataloader\n",
"trainloader = torch.utils.data.DataLoader(dataset_detection, batch_size=4, shuffle=True)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'annotation': {'filename': '2010_003153.jpg', 'folder': 'VOC2010', 'object': {'name': 'sheep', 'bndbox': {'xmax': '415', 'xmin': '180', 'ymax': '297', 'ymin': '165'}, 'difficult': '0', 'occluded': '1', 'pose': 'Left', 'truncated': '0'}, 'segmented': '0', 'size': {'depth': '3', 'height': '375', 'width': '500'}, 'source': {'annotation': 'PASCAL VOC2010', 'database': 'The VOC2010 Database', 'image': 'flickr'}}}\n",
"{'annotation': {'folder': 'VOC2010', 'filename': '2008_007779.jpg', 'source': {'database': 'The VOC2008 Database', 'annotation': 'PASCAL VOC2008', 'image': 'flickr'}, 'size': {'width': '500', 'height': '375', 'depth': '3'}, 'segmented': '0', 'object': [{'name': 'train', 'pose': 'Left', 'truncated': '0', 'occluded': '0', 'bndbox': {'xmin': '80', 'ymin': '141', 'xmax': '500', 'ymax': '258'}, 'difficult': '0'}, {'name': 'person', 'pose': 'Unspecified', 'truncated': '0', 'occluded': '0', 'bndbox': {'xmin': '66', 'ymin': '183', 'xmax': '78', 'ymax': '204'}, 'difficult': '1'}, {'name': 'person', 'pose': 'Unspecified', 'truncated': '0', 'occluded': '1', 'bndbox': {'xmin': '89', 'ymin': '178', 'xmax': '99', 'ymax': '200'}, 'difficult': '1'}, {'name': 'person', 'pose': 'Unspecified', 'truncated': '1', 'occluded': '0', 'bndbox': {'xmin': '281', 'ymin': '159', 'xmax': '302', 'ymax': '175'}, 'difficult': '1'}, {'name': 'person', 'pose': 'Unspecified', 'truncated': '1', 'occluded': '0', 'bndbox': {'xmin': '265', 'ymin': '159', 'xmax': '278', 'ymax': '176'}, 'difficult': '1'}]}}\n",
"{'annotation': {'filename': '2009_000239.jpg', 'folder': 'VOC2010', 'object': [{'name': 'bus', 'bndbox': {'xmax': '486', 'xmin': '13', 'ymax': '330', 'ymin': '51'}, 'difficult': '0', 'occluded': '0', 'pose': 'Frontal', 'truncated': '0'}, {'name': 'bus', 'bndbox': {'xmax': '500', 'xmin': '452', 'ymax': '232', 'ymin': '138'}, 'difficult': '0', 'occluded': '1', 'pose': 'Frontal', 'truncated': '1'}, {'name': 'person', 'bndbox': {'xmax': '304', 'xmin': '266', 'ymax': '217', 'ymin': '138'}, 'difficult': '0', 'occluded': '1', 'pose': 'Frontal', 'truncated': '1'}], 'segmented': '0', 'size': {'depth': '3', 'height': '375', 'width': '500'}, 'source': {'annotation': 'PASCAL VOC2009', 'database': 'The VOC2009 Database', 'image': 'flickr'}}}\n",
"{'annotation': {'filename': '2010_001689.jpg', 'folder': 'VOC2010', 'object': [{'name': 'dog', 'bndbox': {'xmax': '387', 'xmin': '26', 'ymax': '357', 'ymin': '60'}, 'difficult': '0', 'occluded': '0', 'pose': 'Unspecified', 'truncated': '0'}, {'name': 'person', 'bndbox': {'xmax': '500', 'xmin': '1', 'ymax': '347', 'ymin': '1'}, 'difficult': '0', 'occluded': '1', 'pose': 'Unspecified', 'truncated': '1'}], 'segmented': '0', 'size': {'depth': '3', 'height': '375', 'width': '500'}, 'source': {'annotation': 'PASCAL VOC2010', 'database': 'The VOC2010 Database', 'image': 'flickr'}}}\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"images, labels = iter(trainloader).next()\n",
"show(torchvision.utils.make_grid(images, padding=20))"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"tensor([0, 0, 0, 0])\n"
]
}
],
"source": [
"print(labels)"
]
},
{
"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": "3.6.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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