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@bpinaya
Created December 6, 2018 12:52
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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": 3,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
"0.00B [00:00, ?B/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Downloading http://host.robots.ox.ac.uk/pascal/VOC/voc2012/VOCtrainval_11-May-2012.tar to /tmp/pascal-voc/VOCtrainval_11-May-2012.tar\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|█████████▉| 2.00G/2.00G [01:39<00:00, 28.7MB/s] "
]
}
],
"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",
" print('***********')\n",
" return 0\n",
"# VOCDetection Dataset, 2010\n",
"dataset_detection = datasets.VOCDetection(root='/tmp/pascal-voc', year='2012', download=True, \n",
" transform=transform,target_transform = target_transform)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"# Dataloader\n",
"trainloader = torch.utils.data.DataLoader(dataset_detection, batch_size=4, shuffle=True)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'annotation': {'filename': '2009_000168.jpg', 'folder': 'VOC2010', 'object': [{'name': 'sheep', 'bndbox': {'xmax': '347', 'xmin': '235', 'ymax': '233', 'ymin': '118'}, 'difficult': '0', 'occluded': '1', 'pose': 'Frontal', 'truncated': '0'}, {'name': 'person', 'bndbox': {'xmax': '238', 'xmin': '82', 'ymax': '333', 'ymin': '34'}, 'difficult': '0', 'occluded': '0', 'pose': 'Frontal', 'truncated': '1'}], 'segmented': '0', 'size': {'depth': '3', 'height': '333', 'width': '500'}, 'source': {'annotation': 'PASCAL VOC2009', 'database': 'The VOC2009 Database', 'image': 'flickr'}}}\n",
"***********\n",
"{'annotation': {'filename': '2009_001163.jpg', 'folder': 'VOC2010', 'object': [{'name': 'cow', 'bndbox': {'xmax': '239', 'xmin': '70', 'ymax': '373', 'ymin': '90'}, 'difficult': '0', 'occluded': '0', 'pose': 'Frontal', 'truncated': '0'}, {'name': 'cow', 'bndbox': {'xmax': '421', 'xmin': '241', 'ymax': '373', 'ymin': '73'}, 'difficult': '0', 'occluded': '1', 'pose': 'Frontal', 'truncated': '0'}], 'segmented': '0', 'size': {'depth': '3', 'height': '373', 'width': '500'}, 'source': {'annotation': 'PASCAL VOC2009', 'database': 'The VOC2009 Database', 'image': 'flickr'}}}\n",
"***********\n",
"{'annotation': {'folder': 'VOC2010', 'filename': '2008_007730.jpg', 'source': {'database': 'The VOC2008 Database', 'annotation': 'PASCAL VOC2008', 'image': 'flickr'}, 'size': {'width': '500', 'height': '375', 'depth': '3'}, 'segmented': '0', 'object': {'name': 'bird', 'pose': 'Right', 'truncated': '0', 'occluded': '0', 'bndbox': {'xmin': '78', 'ymin': '145', 'xmax': '253', 'ymax': '263'}, 'difficult': '0'}}}\n",
"***********\n",
"{'annotation': {'filename': '2010_001941.jpg', 'folder': 'VOC2010', 'object': [{'name': 'person', 'bndbox': {'xmax': '96', 'xmin': '71', 'ymax': '227', 'ymin': '164'}, 'difficult': '1', 'occluded': '1', 'pose': 'Right', 'truncated': '0'}, {'name': 'person', 'bndbox': {'xmax': '121', 'xmin': '95', 'ymax': '229', 'ymin': '167'}, 'difficult': '1', 'occluded': '1', 'pose': 'Frontal', 'truncated': '0'}, {'name': 'person', 'bndbox': {'xmax': '232', 'xmin': '61', 'ymax': '477', 'ymin': '145'}, 'difficult': '0', 'occluded': '1', 'pose': 'Frontal', 'truncated': '1'}, {'name': 'train', 'bndbox': {'xmax': '375', 'xmin': '182', 'ymax': '283', 'ymin': '70'}, 'difficult': '0', 'occluded': '1', 'pose': 'Unspecified', 'truncated': '1'}], 'segmented': '0', 'size': {'depth': '3', 'height': '500', 'width': '375'}, 'source': {'annotation': 'PASCAL VOC2010', 'database': 'The VOC2010 Database', 'image': 'flickr'}}}\n",
"***********\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",
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