From 92ed4cb2ea68be44b1ff153e00410c2082ee62df Mon Sep 17 00:00:00 2001
From: natanielruiz <nataniel777@hotmail.com>
Date: 星期二, 15 八月 2017 00:28:28 +0800
Subject: [PATCH] New experiments with hourglass
---
code/train.py | 2
code/datasets.py | 52 ++
code/hg-hopenet.py | 194 ++++++++++
code/train_shape.py | 2
practice/.ipynb_checkpoints/vis_LS3D-checkpoint.ipynb | 123 ++++++
practice/vis_LS3D.ipynb | 127 +++++++
code/utils.py | 2
practice/.ipynb_checkpoints/vis_AFW-checkpoint.ipynb | 197 ++++++++++
practice/smoothing_ypr.ipynb | 24
code/test_AFW.py | 157 ++++++++
practice/vis_AFW.ipynb | 173 +++++++++
11 files changed, 1,037 insertions(+), 16 deletions(-)
diff --git a/code/datasets.py b/code/datasets.py
index 4cd8449..63ee287 100644
--- a/code/datasets.py
+++ b/code/datasets.py
@@ -11,7 +11,7 @@
tensor = torch.cat([tensor, tensor, tensor], 0)
return tensor
-class 300W_LP(Dataset):
+class Pose_300W_LP(Dataset):
def __init__(self, data_dir, filename_path, transform, img_ext='.jpg', annot_ext='.mat', image_mode='RGB'):
self.data_dir = data_dir
self.transform = transform
@@ -165,6 +165,56 @@
# test: 1,966
return self.length
+class AFW(Dataset):
+ def __init__(self, data_dir, filename_path, transform, img_ext='.jpg', annot_ext='.txt', image_mode='RGB'):
+ self.data_dir = data_dir
+ self.transform = transform
+ self.img_ext = img_ext
+ self.annot_ext = annot_ext
+
+ filename_list = get_list_from_filenames(filename_path)
+
+ self.X_train = filename_list
+ self.y_train = filename_list
+ self.image_mode = image_mode
+ self.length = len(filename_list)
+
+ def __getitem__(self, index):
+ txt_path = os.path.join(self.data_dir, self.y_train[index] + self.annot_ext)
+ img_name = self.X_train[index].split('_')[0]
+
+ img = Image.open(os.path.join(self.data_dir, img_name + self.img_ext))
+ img = img.convert(self.image_mode)
+ txt_path = os.path.join(self.data_dir, self.y_train[index] + self.annot_ext)
+
+ # We get the pose in degrees
+ annot = open(txt_path, 'r')
+ line = annot.readline().split(' ')
+ yaw, pitch, roll = [float(line[1]), float(line[2]), float(line[3])]
+
+ # Crop the face
+ margin = 40
+ x_min = float(line[4]) - margin
+ y_min = float(line[5]) - margin
+ x_max = float(line[6]) + margin
+ y_max = float(line[7]) + margin
+
+ img = img.crop((int(x_min), int(y_min), int(x_max), int(y_max)))
+
+ # Bin values
+ bins = np.array(range(-99, 102, 3))
+ labels = torch.LongTensor(np.digitize([yaw, pitch, roll], bins) - 1)
+
+ if self.transform is not None:
+ img = self.transform(img)
+
+ return img, labels, self.X_train[index]
+
+ def __len__(self):
+ # Around 200
+ return self.length
+
+
def get_list_from_filenames(file_path):
# input: relative path to .txt file with file names
# output: list of relative path names
diff --git a/code/hg-hopenet.py b/code/hg-hopenet.py
new file mode 100644
index 0000000..12476cd
--- /dev/null
+++ b/code/hg-hopenet.py
@@ -0,0 +1,194 @@
+'''
+Modified from https://github.com/bearpaw/pytorch-pose
+'''
+
+import torch.nn as nn
+import torch.nn.functional as F
+import math
+# from .preresnet import BasicBlock, Bottleneck
+
+__all__ = ['HourglassNet', 'hg1', 'hg2', 'hg4', 'hg8']
+
+class Bottleneck(nn.Module):
+ expansion = 2
+
+ def __init__(self, inplanes, planes, stride=1, downsample=None):
+ super(Bottleneck, self).__init__()
+ self.bn1 = nn.BatchNorm2d(inplanes)
+ self.conv1 = nn.Conv2d(inplanes, planes, kernel_size=1, bias=True)
+ self.bn2 = nn.BatchNorm2d(planes)
+ self.conv2 = nn.Conv2d(planes, planes, kernel_size=3, stride=stride,
+ padding=1, bias=True)
+ self.bn3 = nn.BatchNorm2d(planes)
+ self.conv3 = nn.Conv2d(planes, planes * 2, kernel_size=1, bias=True)
+ self.relu = nn.ReLU(inplace=True)
+ self.downsample = downsample
+ self.stride = stride
+
+ def forward(self, x):
+ residual = x
+
+ out = self.bn1(x)
+ out = self.relu(out)
+ out = self.conv1(out)
+
+ out = self.bn2(out)
+ out = self.relu(out)
+ out = self.conv2(out)
+
+ out = self.bn3(out)
+ out = self.relu(out)
+ out = self.conv3(out)
+
+ if self.downsample is not None:
+ residual = self.downsample(x)
+
+ out += residual
+
+ return out
+
+class Hourglass(nn.Module):
+ def __init__(self, block, num_blocks, planes, depth):
+ super(Hourglass, self).__init__()
+ self.depth = depth
+ self.block = block
+ self.upsample = nn.UpsamplingNearest2d(scale_factor=2)
+ self.hg = self._make_hour_glass(block, num_blocks, planes, depth)
+
+ def _make_residual(self, block, num_blocks, planes):
+ layers = []
+ for i in range(0, num_blocks):
+ layers.append(block(planes*block.expansion, planes))
+ # the splat * operator gives: [[1,2], [2]] -> ([1,2], [2])
+ return nn.Sequential(*layers)
+
+ def _make_hour_glass(self, block, num_blocks, planes, depth):
+ hg = []
+ for i in range(depth):
+ res = []
+ for j in range(3):
+ res.append(self._make_residual(block, num_blocks, planes))
+ if i == 0:
+ res.append(self._make_residual(block, num_blocks, planes))
+ # ModuleList acts like a list
+ hg.append(nn.ModuleList(res))
+ return nn.ModuleList(hg)
+
+
+ def _hour_glass_forward(self, n, x):
+ up1 = self.hg[n-1][0](x)
+ low1 = F.max_pool2d(x, 2, stride=2)
+ low1 = self.hg[n-1][1](low1)
+
+ if n > 1:
+ low2 = self._hour_glass_forward(n-1, low1)
+ else:
+ low2 = self.hg[n-1][3](low1)
+ low3 = self.hg[n-1][2](low2)
+ up2 = self.upsample(low3)
+ out = up1 + up2
+ return out
+
+ def forward(self, x):
+ return self._hour_glass_forward(self.depth, x)
+
+
+class HourglassNet(nn.Module):
+ '''Hourglass model from Newell et al ECCV 2016'''
+ def __init__(self, block, num_stacks=2, num_blocks=4, num_classes=16):
+ super(HourglassNet, self).__init__()
+
+ self.inplanes = 64
+ self.num_feats = 128
+ self.num_stacks = num_stacks
+ self.conv1 = nn.Conv2d(3, self.inplanes, kernel_size=7, stride=2, padding=3,
+ bias=True)
+ self.bn1 = nn.BatchNorm2d(self.inplanes)
+ self.relu = nn.ReLU(inplace=True)
+ self.layer1 = self._make_residual(block, self.inplanes, 1)
+ self.layer2 = self._make_residual(block, self.inplanes, 1)
+ self.layer3 = self._make_residual(block, self.num_feats, 1)
+ self.maxpool = nn.MaxPool2d(2, stride=2)
+
+ # build hourglass modules
+ ch = self.num_feats*block.expansion
+ hg, res, fc, score, fc_, score_ = [], [], [], [], [], []
+ for i in range(num_stacks):
+ hg.append(Hourglass(block, num_blocks, self.num_feats, 4))
+ res.append(self._make_residual(block, self.num_feats, num_blocks))
+ fc.append(self._make_fc(ch, ch))
+ score.append(nn.Conv2d(ch, num_classes, kernel_size=1, bias=True))
+ if i < num_stacks-1:
+ fc_.append(nn.Conv2d(ch, ch, kernel_size=1, bias=True))
+ score_.append(nn.Conv2d(num_classes, ch, kernel_size=1, bias=True))
+ self.hg = nn.ModuleList(hg)
+ self.res = nn.ModuleList(res)
+ self.fc = nn.ModuleList(fc)
+ self.score = nn.ModuleList(score)
+ self.fc_ = nn.ModuleList(fc_)
+ self.score_ = nn.ModuleList(score_)
+
+ def _make_residual(self, block, planes, blocks, stride=1):
+ downsample = None
+ if stride != 1 or self.inplanes != planes * block.expansion:
+ downsample = nn.Sequential(
+ nn.Conv2d(self.inplanes, planes * block.expansion,
+ kernel_size=1, stride=stride, bias=True),
+ )
+
+ layers = []
+ layers.append(block(self.inplanes, planes, stride, downsample))
+ self.inplanes = planes * block.expansion
+ for i in range(1, blocks):
+ layers.append(block(self.inplanes, planes))
+
+ return nn.Sequential(*layers)
+
+ def _make_fc(self, inplanes, outplanes):
+ bn = nn.BatchNorm2d(inplanes)
+ conv = nn.Conv2d(inplanes, outplanes, kernel_size=1, bias=True)
+ return nn.Sequential(
+ conv,
+ bn,
+ self.relu,
+ )
+
+ def forward(self, x):
+ out = []
+ x = self.conv1(x)
+ x = self.bn1(x)
+ x = self.relu(x)
+
+ x = self.layer1(x)
+ x = self.maxpool(x)
+ x = self.layer2(x)
+ x = self.layer3(x)
+
+ for i in range(self.num_stacks):
+ y = self.hg[i](x)
+ y = self.res[i](y)
+ y = self.fc[i](y)
+ score = self.score[i](y)
+ out.append(score)
+ if i < self.num_stacks-1:
+ fc_ = self.fc_[i](y)
+ score_ = self.score_[i](score)
+ x = x + fc_ + score_
+
+ return out
+
+def hg1(**kwargs):
+ model = HourglassNet(Bottleneck, num_stacks=1, num_blocks=8, **kwargs)
+ return model
+
+def hg2(**kwargs):
+ model = HourglassNet(Bottleneck, num_stacks=2, num_blocks=4, **kwargs)
+ return model
+
+def hg4(**kwargs):
+ model = HourglassNet(Bottleneck, num_stacks=4, num_blocks=2, **kwargs)
+ return model
+
+def hg8(**kwargs):
+ model = HourglassNet(Bottleneck, num_stacks=8, num_blocks=1, **kwargs)
+ return model
diff --git a/code/test_AFW.py b/code/test_AFW.py
new file mode 100644
index 0000000..b8bd0bf
--- /dev/null
+++ b/code/test_AFW.py
@@ -0,0 +1,157 @@
+import numpy as np
+import torch
+import torch.nn as nn
+from torch.autograd import Variable
+from torch.utils.data import DataLoader
+from torchvision import transforms
+import torch.backends.cudnn as cudnn
+import torchvision
+import torch.nn.functional as F
+
+import cv2
+import matplotlib.pyplot as plt
+import sys
+import os
+import argparse
+
+import datasets
+import hopenet
+import utils
+
+def parse_args():
+ """Parse input arguments."""
+ parser = argparse.ArgumentParser(description='Head pose estimation using the Hopenet network.')
+ parser.add_argument('--gpu', dest='gpu_id', help='GPU device id to use [0]',
+ default=0, type=int)
+ parser.add_argument('--data_dir', dest='data_dir', help='Directory path for data.',
+ default='', type=str)
+ parser.add_argument('--filename_list', dest='filename_list', help='Path to text file containing relative paths for every example.',
+ default='', type=str)
+ parser.add_argument('--snapshot', dest='snapshot', help='Name of model snapshot.',
+ default='', type=str)
+ parser.add_argument('--batch_size', dest='batch_size', help='Batch size.',
+ default=1, type=int)
+ parser.add_argument('--save_viz', dest='save_viz', help='Save images with pose cube.',
+ default=False, type=bool)
+
+ args = parser.parse_args()
+
+ return args
+
+if __name__ == '__main__':
+ args = parse_args()
+
+ cudnn.enabled = True
+ gpu = args.gpu_id
+ snapshot_path = os.path.join('output/snapshots', args.snapshot + '.pkl')
+
+ # ResNet101 with 3 outputs.
+ # model = hopenet.Hopenet(torchvision.models.resnet.Bottleneck, [3, 4, 23, 3], 66)
+ # ResNet50
+ model = hopenet.Hopenet(torchvision.models.resnet.Bottleneck, [3, 4, 6, 3], 66)
+ # ResNet18
+ # model = hopenet.Hopenet(torchvision.models.resnet.BasicBlock, [2, 2, 2, 2], 66)
+
+ print 'Loading snapshot.'
+ # Load snapshot
+ saved_state_dict = torch.load(snapshot_path)
+ model.load_state_dict(saved_state_dict)
+
+ print 'Loading data.'
+
+ transformations = transforms.Compose([transforms.Scale(224),
+ transforms.RandomCrop(224), transforms.ToTensor()])
+
+ pose_dataset = datasets.AFW(args.data_dir, args.filename_list,
+ transformations)
+ test_loader = torch.utils.data.DataLoader(dataset=pose_dataset,
+ batch_size=args.batch_size,
+ num_workers=2)
+
+ model.cuda(gpu)
+
+ print 'Ready to test network.'
+
+ # Test the Model
+ model.eval() # Change model to 'eval' mode (BN uses moving mean/var).
+ total = 0
+ n_margins = 20
+ yaw_correct = np.zeros(n_margins)
+ pitch_correct = np.zeros(n_margins)
+ roll_correct = np.zeros(n_margins)
+
+ idx_tensor = [idx for idx in xrange(66)]
+ idx_tensor = torch.FloatTensor(idx_tensor).cuda(gpu)
+
+ yaw_error = .0
+ pitch_error = .0
+ roll_error = .0
+
+ l1loss = torch.nn.L1Loss(size_average=False)
+
+ yaw_correct = .0
+
+ for i, (images, labels, name) in enumerate(test_loader):
+ images = Variable(images).cuda(gpu)
+ total += labels.size(0)
+ label_yaw = labels[:,0].float() * 3 - 99
+ label_pitch = labels[:,1].float() * 3 - 99
+ label_roll = labels[:,2].float() * 3 - 99
+
+ yaw, pitch, roll = model(images)
+
+ # Binned predictions
+ _, yaw_bpred = torch.max(yaw.data, 1)
+ _, pitch_bpred = torch.max(pitch.data, 1)
+ _, roll_bpred = torch.max(roll.data, 1)
+
+ # Continuous predictions
+ yaw_predicted = utils.softmax_temperature(yaw.data, 0.4)
+ pitch_predicted = utils.softmax_temperature(pitch.data, 0.8)
+ roll_predicted = utils.softmax_temperature(roll.data, 0.8)
+
+ yaw_predicted = torch.sum(yaw_predicted * idx_tensor, 1).cpu() * 3 - 99
+ pitch_predicted = torch.sum(pitch_predicted * idx_tensor, 1).cpu() * 3 - 99
+ roll_predicted = torch.sum(roll_predicted * idx_tensor, 1).cpu() * 3 - 99
+
+ # Mean absolute error
+ yaw_error += torch.sum(torch.abs(yaw_predicted - label_yaw))
+ pitch_error += torch.sum(torch.abs(pitch_predicted - label_pitch))
+ roll_error += torch.sum(torch.abs(roll_predicted - label_roll))
+
+ # Yaw accuracy
+ yaw_tensor_error = torch.abs(yaw_predicted - label_yaw).numpy()
+
+ yaw_margin = 22.5
+ yaw_correct += np.where(yaw_tensor_error <= yaw_margin)[0].shape[0]
+
+ if yaw_tensor_error[0] > yaw_margin:
+ print name[0] + ' ' + str(yaw_predicted[0]) + ' ' + str(label_yaw[0]) + ' ' + str(yaw_tensor_error[0])
+
+ # Binned Accuracy
+ # for er in xrange(n_margins):
+ # yaw_bpred[er] += (label_yaw[0] in range(yaw_bpred[0,0] - er, yaw_bpred[0,0] + er + 1))
+ # pitch_bpred[er] += (label_pitch[0] in range(pitch_bpred[0,0] - er, pitch_bpred[0,0] + er + 1))
+ # roll_bpred[er] += (label_roll[0] in range(roll_bpred[0,0] - er, roll_bpred[0,0] + er + 1))
+
+ # print label_yaw[0], yaw_bpred[0,0]
+
+ # Save images with pose cube.
+ # TODO: fix for larger batch size
+ if args.save_viz:
+ name = name[0]
+ cv2_img = cv2.imread(os.path.join(args.data_dir, name + '.jpg'))
+ #print os.path.join('output/images', name + '.jpg')
+ #print label_yaw[0] * 3 - 99, label_pitch[0] * 3 - 99, label_roll[0] * 3 - 99
+ #print yaw_predicted * 3 - 99, pitch_predicted * 3 - 99, roll_predicted * 3 - 99
+ utils.plot_pose_cube(cv2_img, yaw_predicted[0], pitch_predicted[0], roll_predicted[0])
+ cv2.imwrite(os.path.join('output/images', name + '.jpg'), cv2_img)
+
+ print('Test error in degrees of the model on the ' + str(total) +
+ ' test images. Yaw: %.4f, Pitch: %.4f, Roll: %.4f' % (yaw_error / total,
+ pitch_error / total, roll_error / total))
+ print ('Yaw accuracy (<= ' + str(yaw_margin) + ' degrees) is %.4f' % (yaw_correct / total))
+
+ # Binned accuracy
+ # for idx in xrange(len(yaw_correct)):
+ # print yaw_correct[idx] / total, pitch_correct[idx] / total, roll_correct[idx] / total
diff --git a/code/train.py b/code/train.py
index bef7aca..7b3c05d 100644
--- a/code/train.py
+++ b/code/train.py
@@ -105,7 +105,7 @@
transformations = transforms.Compose([transforms.Scale(224),transforms.RandomCrop(224),
transforms.ToTensor()])
- pose_dataset = datasets.300W_LP(args.data_dir, args.filename_list,
+ pose_dataset = datasets.Pose_300W_LP(args.data_dir, args.filename_list,
transformations)
train_loader = torch.utils.data.DataLoader(dataset=pose_dataset,
batch_size=batch_size,
diff --git a/code/train_shape.py b/code/train_shape.py
index a58966f..fcebadb 100644
--- a/code/train_shape.py
+++ b/code/train_shape.py
@@ -116,7 +116,7 @@
transformations = transforms.Compose([transforms.Scale(224),transforms.RandomCrop(224),
transforms.ToTensor()])
- pose_dataset = datasets.300W_LP(args.data_dir, args.filename_list,
+ pose_dataset = datasets.Pose_300W_LP(args.data_dir, args.filename_list,
transformations)
train_loader = torch.utils.data.DataLoader(dataset=pose_dataset,
batch_size=batch_size,
diff --git a/code/utils.py b/code/utils.py
index 01710b2..5a18d7c 100644
--- a/code/utils.py
+++ b/code/utils.py
@@ -14,7 +14,7 @@
def get_pose_params_from_mat(mat_path):
# This functions gets the pose parameters from the .mat
- # Annotations that come with the 300W_LP dataset.
+ # Annotations that come with the Pose_300W_LP dataset.
mat = sio.loadmat(mat_path)
# [pitch yaw roll tdx tdy tdz scale_factor]
pre_pose_params = mat['Pose_Para'][0]
diff --git a/practice/.ipynb_checkpoints/vis_AFW-checkpoint.ipynb b/practice/.ipynb_checkpoints/vis_AFW-checkpoint.ipynb
new file mode 100644
index 0000000..7d94505
--- /dev/null
+++ b/practice/.ipynb_checkpoints/vis_AFW-checkpoint.ipynb
@@ -0,0 +1,197 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
+ "%matplotlib inline\n",
+ "import numpy as np\n",
+ "import torch\n",
+ "from torch.utils.serialization import load_lua\n",
+ "import os\n",
+ "import scipy.io as sio\n",
+ "import cv2\n",
+ "import math\n",
+ "from matplotlib import pyplot as plt\n",
+ "import imp\n",
+ "\n",
+ "import h5py\n",
+ "\n",
+ "utils = imp.load_source('utils', '../code/utils.py')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
+ "DATA_DIR = '/Data/nruiz9/data/facial_landmarks/AFW/testimages/'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 232,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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UrDAapSWgZ8+eZWtri5s3b3Dq9CZHR4cAuI7Fq6++SrVapt/v0uv12Lu/g4XG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\nn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IZKlp5qExg2z88jR5zy+IKO+wwPoIEhvd+2LVTwgBRwwafCEVMY1J5u0nQySaJeKOMN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\n",
+ "text/plain": [
+ "<matplotlib.figure.Figure at 0x7f9ea41be290>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "yaw, pitch, roll: -15.0 0.0 -15.0\n"
+ ]
+ }
+ ],
+ "source": [
+ "idx = 40\n",
+ "\n",
+ "mat_path = '/Data/nruiz9/data/facial_landmarks/AFW/testimages/anno_compat.mat'\n",
+ "mat = sio.loadmat(mat_path)\n",
+ "mat = mat['S'][0][0][0]\n",
+ "\n",
+ "stats = mat[idx,:]\n",
+ "img_name = stats[0][0]\n",
+ "\n",
+ "img_path = os.path.join(DATA_DIR, img_name)\n",
+ " \n",
+ "img = cv2.imread(img_path)\n",
+ "\n",
+ "bbox = stats[1][0][0]\n",
+ "x1, y1 = bbox[0]\n",
+ "x2, y2 = bbox[1]\n",
+ "\n",
+ "yaw, pitch, roll = stats[2][0][0][0]\n",
+ "\n",
+ "yaw = float(yaw)\n",
+ "pitch = float(pitch)\n",
+ "roll = float(roll)\n",
+ "\n",
+ "yaw = -yaw\n",
+ "roll = -roll\n",
+ "# roll = .0\n",
+ "# pitch = .0\n",
+ "\n",
+ "img = cv2.rectangle(img, (int(x1),int(y1)), (int(x2),int(y2)), (0,255,0), 3)\n",
+ "utils.plot_pose_cube(img, yaw, pitch, roll, (x2+x1) / 2, (y2+y1) / 2, size=200)\n",
+ "\n",
+ "img = cv2.cvtColor(img, cv2.COLOR_RGB2BGR)\n",
+ "\n",
+ "plt.imshow(img)\n",
+ "plt.show()\n",
+ "print 'yaw, pitch, roll: ', yaw, pitch, roll"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 234,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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UrDAapSWgZ8+eZWtri5s3b3Dq9CZHR4cAuI7Fq6++SrVapt/v0uv12Lu/g4XG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\nn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IZKlp5qExg2z88jR5zy+IKO+wwPoIEhvd+2LVTwgBRwwafCEVMY1J5u0nQySaJeKOMN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\n",
+ "text/plain": [
+ "<matplotlib.figure.Figure at 0x7f9ecffc35d0>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "yaw, pitch, roll: -15.0 0.0 -15.0\n"
+ ]
+ }
+ ],
+ "source": [
+ "idx = 40\n",
+ "\n",
+ "for idx in xrange(mat.shape[0]):\n",
+ " mat_path = '/Data/nruiz9/data/facial_landmarks/AFW/testimages/anno_compat.mat'\n",
+ " mat = sio.loadmat(mat_path)\n",
+ " mat = mat['S'][0][0][0]\n",
+ "\n",
+ " stats = mat[idx,:]\n",
+ " img_name = stats[0][0]\n",
+ "\n",
+ " img_path = os.path.join(DATA_DIR, img_name)\n",
+ "\n",
+ " img = cv2.imread(img_path)\n",
+ "\n",
+ " bbox = stats[1][0][0]\n",
+ " x1, y1 = bbox[0]\n",
+ " x2, y2 = bbox[1]\n",
+ "\n",
+ " yaw, pitch, roll = stats[2][0][0][0]\n",
+ "\n",
+ " yaw = float(yaw)\n",
+ " pitch = float(pitch)\n",
+ " roll = float(roll)\n",
+ "\n",
+ " yaw = -yaw\n",
+ " roll = -roll\n",
+ " # roll = .0\n",
+ " # pitch = .0\n",
+ "\n",
+ " img = cv2.rectangle(img, (int(x1),int(y1)), (int(x2),int(y2)), (0,255,0), 3)\n",
+ " utils.plot_pose_cube(img, yaw, pitch, roll, (x2+x1) / 2, (y2+y1) / 2, size=200)\n",
+ "\n",
+ " img = cv2.cvtColor(img, cv2.COLOR_RGB2BGR)\n",
+ "\n",
+ " plt.imshow(img)\n",
+ " plt.show()\n",
+ " print 'yaw, pitch, roll: ', yaw, pitch, roll"
+ ]
+ },
+ {
+ "cell_type": "raw",
+ "metadata": {
+ "collapsed": true
+ },
+ "source": []
+ }
+ ],
+ "metadata": {
+ "anaconda-cloud": {},
+ "kernelspec": {
+ "display_name": "Python [default]",
+ "language": "python",
+ "name": "python2"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 2
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython2",
+ "version": "2.7.12"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
diff --git a/practice/.ipynb_checkpoints/vis_LS3D-checkpoint.ipynb b/practice/.ipynb_checkpoints/vis_LS3D-checkpoint.ipynb
new file mode 100644
index 0000000..1856b09
--- /dev/null
+++ b/practice/.ipynb_checkpoints/vis_LS3D-checkpoint.ipynb
@@ -0,0 +1,123 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
+ "%matplotlib inline\n",
+ "import numpy as np\n",
+ "import torch\n",
+ "from torch.utils.serialization import load_lua\n",
+ "import os\n",
+ "import scipy.io as sio\n",
+ "import cv2\n",
+ "import math\n",
+ "from matplotlib import pyplot as plt\n",
+ "import imp\n",
+ "\n",
+ "utils = imp.load_source('utils', '../code/utils.py')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
+ "TRAIN_DATA_DIR = '/Data/nruiz9/data/facial_landmarks/AFLW/aflw_cropped/'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 52,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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WQ2t0s/zefDjFQ46Ygn8hDNWxifYCo5vs4L6tuvZ/TPs+1FxpVew/qDsB1cbzl6PF5fes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\n",
+ "text/plain": [
+ "<matplotlib.figure.Figure at 0x7f5f6036e250>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "yaw, pitch, roll: -5.09618855486 -4.41143007405 29.1049386951\n"
+ ]
+ }
+ ],
+ "source": [
+ "img_name = '/Data/nruiz9/data/facial_landmarks/AFLW/aflw_cropped/0/image20889'\n",
+ "img_path = os.path.join(img_name + '.jpg')\n",
+ "\n",
+ "img = cv2.imread(img_path)\n",
+ "\n",
+ "annot_file = open(img_name + '.txt')\n",
+ "annot = annot_file.readline().strip('\\n').split(' ')\n",
+ "yaw = float(annot[1]) * 180 / np.pi\n",
+ "pitch = float(annot[2]) * 180 / np.pi\n",
+ "roll = float(annot[3]) * 180 / np.pi\n",
+ "if yaw < 0:\n",
+ " roll *= -1\n",
+ "\n",
+ "utils.plot_pose_cube(img, yaw, pitch, roll)\n",
+ "\n",
+ "img = cv2.cvtColor(img, cv2.COLOR_RGB2BGR)\n",
+ "\n",
+ "plt.imshow(img)\n",
+ "plt.show()\n",
+ "print 'yaw, pitch, roll: ', yaw, pitch, roll"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "raw",
+ "metadata": {
+ "collapsed": true
+ },
+ "source": []
+ }
+ ],
+ "metadata": {
+ "anaconda-cloud": {},
+ "kernelspec": {
+ "display_name": "Python [default]",
+ "language": "python",
+ "name": "python2"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 2
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython2",
+ "version": "2.7.12"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
diff --git a/practice/smoothing_ypr.ipynb b/practice/smoothing_ypr.ipynb
index 96dc33f..731b91f 100644
--- a/practice/smoothing_ypr.ipynb
+++ b/practice/smoothing_ypr.ipynb
@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "code",
- "execution_count": 197,
+ "execution_count": 1,
"metadata": {
"collapsed": false
},
@@ -17,22 +17,22 @@
},
{
"cell_type": "code",
- "execution_count": 198,
+ "execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
- "video_path = '../data/video/SGT036_2016_07_25_pivothead_AVI.avi'\n",
- "bbox_path = '../data/video/annotations/SGT036_childface.txt'\n",
+ "video_path = '../data/video/SWC016_2016_04_08_pivothead_AVI.avi'\n",
+ "bbox_path = '../data/video/annotations/SWC016_childface.txt'\n",
"\n",
- "annot_path = '../output/video/output-SGT036_resnet50_lowlr_epoch_20.txt'\n",
- "output_string = 'SGT036_resnet50_lowlr_epoch_20_smoothed'"
+ "annot_path = '../output/video/output-SWC016_resnet50_lowlr_epoch_20.txt'\n",
+ "output_string = 'SWC016_resnet50_lowlr_epoch_20_smoothed'"
]
},
{
"cell_type": "code",
- "execution_count": 199,
+ "execution_count": 3,
"metadata": {
"collapsed": false
},
@@ -41,9 +41,9 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "[ 4.170376 0.790443 -0.178368 ..., -3.437805 0.396835 -1.276176]\n",
- "(8508,)\n",
- "(53464,)\n"
+ "[ 4.870468 -2.072102 -6.589153 ..., -4.716797 -2.319111 -3.147715]\n",
+ "(8967,)\n",
+ "(63691,)\n"
]
}
],
@@ -93,7 +93,7 @@
},
{
"cell_type": "code",
- "execution_count": 200,
+ "execution_count": 4,
"metadata": {
"collapsed": false
},
@@ -159,7 +159,7 @@
},
{
"cell_type": "code",
- "execution_count": 201,
+ "execution_count": 5,
"metadata": {
"collapsed": false
},
diff --git a/practice/vis_AFW.ipynb b/practice/vis_AFW.ipynb
new file mode 100644
index 0000000..874e4d8
--- /dev/null
+++ b/practice/vis_AFW.ipynb
@@ -0,0 +1,173 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
+ "%matplotlib inline\n",
+ "import numpy as np\n",
+ "import torch\n",
+ "from torch.utils.serialization import load_lua\n",
+ "import os\n",
+ "import scipy.io as sio\n",
+ "import cv2\n",
+ "import math\n",
+ "from matplotlib import pyplot as plt\n",
+ "import imp\n",
+ "\n",
+ "import h5py\n",
+ "\n",
+ "utils = imp.load_source('utils', '../code/utils.py')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
+ "DATA_DIR = '/Data/nruiz9/data/facial_landmarks/AFW/testimages/'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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QsbQY3SLMI5KoaJXJJdDmBdpZxlzo5cHRbh7cRwdB7xpk2pP9gEma1nvSFMA2\nxPGcEsEqg6iF1rbYOtJ2lUTDXFp01x8cGILRSVyGkqaDAL4UpgqiWGpuKGri9OYN3ulbhBDEGDnf\nXCDqIaa4XC4Zn15ghaLVGp8iC2vJIULOBO2QyiEbC8FTZaKzDr/fITuH9wEtEjUklkazDwmpLAiH\n9ztmxhHChioFJ4sFru/YDQNSSKRr+OhHXyVsDxnEWgMzrUmi4eE4Mes7lHYoCqJkjpdHRAp1yvj9\nnskq2hgR1eAEOGnQpTDWgbu3n3L9Q9dwRTOftYwEQtyitcYYgxAClySz3nJ6HTbnE4v+FEVi3s/w\n+ZB4aKxjjB5rW4o/aAQnkbFdixIKVTNRecBgjCHFjGsacuUQeuk6hmHgq3du0x8tMCmjrGG73YOF\nqU4MGZyAm33gxhL6I4tpT6hoCIlSMuMkOBs8+5AIeU3vNCVHpDFM2x2l9gQmmrnhyM7Y7zxSOIZH\ndxA5MW8b1uvCbxZPswlYB3nj4NEc3R5xzw/MXcuWhCuKME04bXAGchwYqidlz62b16kl4cc9Snfc\neeMtYtbkHNlOD/mWj38v3/kd383bX/4qd75yj7uPHvBot2W1bDDCohmQsxU7veLR+RnrvCOHHW3b\nI8ZKHCfEokVOCUiUKaKbFqUEvWtplSHblmEa2YWAvHZMON8iwoQXnmEYqEXBpa3P2g4BeJWQuqJK\ng1CVFDzQYnRHZU0jLgXul9RaqVoijCbUCWslshSwjkcPHuKjp585NpsNnkKTBW7RM44jMmSQgot9\ngKMFgUJvDDFGlDp0bFoqUsnoeHDkNoNxkt+Dqugb32FSCrJEXNuy3Qw4aREqUGSibw1CHZZAUhwR\nfRD6FpBGQhVkmZlSRhWNSYbcFEoMKA3WNDzYbDmeH3E+PORaf4Np/5jF8hlqGuhDIqaJfrFgc/cd\nGqkpsmDbJSltMUriQkE1hmwExgWkypAN8/kcH3asmmfZlzWu7RnOnyJC5u7FEyaRkNmQOkunLYPW\n7PEci55GJXQMdFUxWckkIlWXw9LA8w2z4wX7XFEpMWpY0eADmGohO9a7kZPTJcYo4rAlbDeoVMha\n07g5X/7yF/nYKz+I9xMvP3+d188foXRD0JrHZULtttw4OaX6TFcEnV5gZwNdrwlF0DuD0Y5UMiFE\nOjlDJ0/yhWoUXqSDaiFmbN+QVEKUCWkd0sx5PN1lMyWa2RKxP2PMGacdZYrMmo6LnCnGUpRBtobR\nB4w+qCQlVD+sAAAgAElEQVRqUjTGsXcTUirybk3TdyQJaQhQKzlNaFUYSsDuR4ooZKG4/vzz3L3z\nGRZ9i5VQjAVl6J1GuRmdzeQcSEt3iJNlQVrvOZofk3Mmp0ws9aA7PVqSokA6KMJyvgmUIeBtJugZ\nomaeZMHxTDEOE0MU9FOhOZphbE+aMv3MEsaBxi2p1iKEQDcKYyTeNLRqiZaKi6dPODk5Yd61LJsO\nv35MQbOczXj+6AM8fuNNvrx9ill4fuAjR9x7oBGn34l95iVe+40vcn7/DnUn2d+/x8nNFeePH/K+\n51/i9uOnaCdoZytk2NMUSfWCZnHELnmM1QRfCKqQayG1DfViRzgbGXYDT0rBmkKuGoOm1oiVLduU\n6GRFXIanSh6QzgEJqdqDyqRk4j6Q5g2zbkkMdxFC0ClH3U8sjWYbI7P54rDUtoEng8Y3IMsISZKt\nxceIURrRKHIZOD3W3A8TizYzlorJgW7WUf2eIQSKgllV1FpZYCjOcCkUfVd84ztMBLUK0jSybFu6\npmcfNkzThJ8SZqEIpdC75pCJkx6pKtMUqELw4rXnuLh9m/V2j+pm2FEi5UGOMBTPrdNjovCs7Jzt\nbs3Rac+weUrfdkxWUUIghMBsMSfuR4SUrBZLzh+uUVqjpUDvwiGuGjKECPOWNCQabTi+fsTjL95l\nGA7CYO8nThZHhJzQVXJydES5rAUzaPYotFmxH0cihUaDqwI1JVISuOs9Yy6kgyQYSuGizZSpULcD\nWQpOmhlyjKRhQliNFDCO46E06wxqy34/0rYd9+8/pAiQpTKfMk4KRNNjC0hjMEYwdZVdPMSqTIBU\nJAUYzrfcWJ2woxBCZXV8nV1d4Vyg1ETbgpAVXQVDyPRToV9aWpk4ywFBhprQqWBUBaUZoqd3Hbtx\nABdx1qGSIJR80N4qQUiB7AO1UUjrDh1mOsSfnTvoL2uRtDNHHCaEUDTOsTk/wzQObQ3r7Yamdxjd\nHkak2VPQGGcRsVJKJEwJc7lmGzisfc+RVAsiO3bbgEIw7PacHp8Q2glRBXffuotczYhK82gKKCWY\npsDeaeYJ4jSQSmQhOorqKCWTwxarAZGYFcEsQy6eEBI3b9681JRKtiGyWB3TJI/WFVkOK6HWAp5p\nO3RSvHJLc97vWe/POX624YUPfoBv+wMf43O/9iY7Edk8ecSdd57SNgtC2ZBS4snmgpPlEbJ3iCrp\nsITkOVo6whDQKMT5Y056y5Q8/WKOLNA0PUoJZA5o1VPkiKmCrfcoedAqa7uk+ILloGBCH57Fi4qq\niWpGtNZsNhuaxYzdfg+Aaw8d4bC9wFqLGD1aaFbmmIfmCblkij3MOpVPeO95eh6hXVGGTLt0+P0Z\nwe+pYcDRU+RAFJGhjGzNdRbKIMQ/RTFMEJQsGFUg1MPyreI91lpmGJzUpFbhS8RJCRS0ASUPIu4h\nJYZYaK4dk/uWOHimGEhaUEeNjRIhEwaHnS8Ypg1OL5jyiIj5sLpomhA1U3NiSpF6sWamLGPKhDEQ\nZo5SIm6KICSBgu17/HbPFEeqLgd5jFJoK6nbiAoJJSX7J49pL8MHKyMIzjKdn3GiLL00TFkjO4dY\nNZBaKpZRFryXJD2hGk2aBmwFMeMQLB89JYZDRpgGIcQhmSUEqML5+WOm40iK0OgWbQ3TLuNbiDFx\nNBWUFKAlvdLI0bNZr7nR9uSaMe2CIhSbm0tGGREY6JY8iZX1VzY4XWmtwueELJnrqwXd8gQpDXfv\nPsUGzaJrsUZfSrNmDCUxUw1ZwJAjet6hSkHkhBbgy6GR5agwbY/KO6RWCG0gFxoEan7IdsY0MOuv\nQ1tx0lGjIPmBW89e4869h+ymg2yp1opWLTFmlJNf34glCIFPCZcVoSScay83h6hgFEUKjM6sTjq0\nkKzmCya/Z9juePlj34R++03wgaUdIWSM7Dmen3Ix7MA4Gq0JYmSMYJUlpgEjOmJMOGvpjhRKR6Ss\n5HTYtGO3O8TqtlSc0igc59stxgRO50tcUSAM3mkwFhVB5of0w2O60PPqSzd557N3ee1zn0eLjGsT\n5xcbtDGUUuiqOsSK1SGJuFSGKYJxGRm3aNXwiDnrB+c0xVJdpk6B5z78CjF61tOa1WIFekcuhZVb\ncrZZ0/c9Q/JYJI4GgaTpFF7DKkuILVMsGHOYleXdyKrt0VqjimQ/TBgjGIYN7fyI3eSRMZGjZhwi\nM1lRQmN6c0gUdgJJYdxecO3Wc2z252gqs8bg9+f09pg8RmpjKdmQ4z91WfLD7izHxRBqxu/OQTZI\nUZhSIuNQwdNah9ICn3ekWCiNp3OSW89e5ytvnzNtBwgDNidKjpwcLbnnPYveUsqMKRbKzOKLQ3b6\nsN7aOfb2MDqTU2YxX5GHgZ2MBKtxviKFRkVouxZrHISIThaMY7s5I3pLygphBG3rqPtEj2bUClsL\nbSxoVdFaIMJh/WxHDxl8yEiZ0CWxmXZYa6k1MzcWrUGbjho2jGHg9OiUojXFacLM0dOQpSSWRLWK\nICRUDQoEDfv9Hik1IJGjZzutkcEyM4ZiJLEmbpzcJFyckVOgkT05a3KYiGWHaTqGacfctcxyZJSR\nWCzrOrGvgSM5J02VxXLF0yjZjJGuZq6dnLJ85iav333Iszc0bbtiGhPWQagTEoOxgpAT8/nRQetY\nKtUIjFUYITEq0TggeaxrCbUwSg5T6JRo3Zxx3KOS+vrIbD8NvHH/NkKClgZVK1krLs6f8v5XrxFy\nRglLDmCtQWOorUAOI0JJSrzcuUdqTNEMu4h0h3jmXgnaxZx2HHnzdz9PzAdVRA6JKjNSJ6ZxpDEa\nFXfknKlWgbWs/Z6mUYcR+WzG1kcqDishicy1Wzf57c99lkYrwhjQVqGGgb5rqDpx/eSEB+db5k1g\nuXyJ2bzjq19+C82EKZJrylHyjlg3DB5yUVAFMQSmVFhoAbkgrCZT6ZwDCkMsZFPIJSN0i1aa06xY\nTyPdrWP8xZpQIyBxds6y6VivH9B2BjGANxNN01EpOC0OHVHNSDtj2nqaUDFHFkTECI2VDUllkhKH\nzW6EpBqoKZOLROlDcqh3mt00IIDVfE4FtnXgRB/2GKhFg67Y9ohQI8b1GGUpNWKMJReP6iHWSucO\nkqTfy0qfb/h/UVGBBOx9QgtHZ2d0piFlh1aKRhu6tqVoSekadDNH1QWgKVkSY0SGjIiZTimcalg2\nC9KQePW5Z1FTQQ4TMxloL9bM93vM2RkqBVqn0E/XnCTobEXlkUWr6Y3DJMO0nLE9nrFbLHggJU+L\nxHO5jVQ6TBFOTucYbUk+kCZPkTBEj0+RbQlkKkUaqrIHfSUwTlu0AXm5a1CtlUXXHLbRSpkcIi47\nxvMN+C1L3VB2I/HiCenBfeTFI3YPv4rfP0bvLlggsUVQBIQcef+t5xmiPyRRnGUKhaRmPIyCh1Ew\nSY2UDfffeUjxoGuDtJYsBP3yiM51ZF+ZuTnysHYN27RoVTk9Peb/4e5NfmVb0/Su39evLiJ27O50\nt8vbVTaVmfc6G8qFq4CicNkGUwW4EJ1AMPCEAUhM4D9ADBgy8MwDJCYgISEmYBkGNpRwpZVUZX/z\nZt72NPvss3c0q/taBmvnzRogObOMUKrW5OwTcWLHUaxY33q/932e37PantGst1xeXpJzpus6clwW\ne1tvuBpvaJrms6pNIcghkiJIadHGsK4a+p9tzZyjqxsas2y353lmjiB0zegTVjnEkBYpizaLuUFK\nNpsNVVWxWq2o65rzboNMhTlH0JLjOFDXluvrpxQWW6AxhlxmhIwLvq0U0hxQRVAbh0wSSaDpFCVr\nsqjYtA1i7Ik+cHlyit/vmcKIz4WQC3NUCN3ik2afEkEbnKzJfsJFhY6K4AdkmGEYuHn2CSYJjJCM\n+yPbdcX98wsq2TCnDNoRi8E1J6Qs0VnioiLPmSlmpOmoNRg9ocJMSovVdpqPrDPkEhDGgV4+z5QS\nRhSyn/DDkXDYY3Ok0ZaSHNKaxZsfZky1SJpQkk3T8e5Xf4NcJnxYfPs5GbTVoGdcpSlZE0JZtMFF\n4ee87P60ZD8NtCeGRhm0garW1MoslXScQVmKNIv9V5jPCFpN05DkjM8ZpROXJx3rtqP4uKAS22UQ\nhAgM/UzxEZkLfdSEuLRXKreC3JKzp+S/QFtyAcQYiMkjk1hOrqogRrKQTPNCHSmTx2lDKglsxrpm\nwT91HeQZ1xgmMjoVnHbgPX4awQjAUOKE1ZqQaoT0tNqQs8IZRWMEtVCkFCnThI0JIQz64Jf/T+MI\nPnPv3gUyR4TKC3UlFhKCQGKaA5UoHFLgqu9Rmy1hysja0VSOPHnWTcsoIAnHfkyL08UUohLovFy4\nrbIUpclF0p2tMbNjGHdoa5BJUncbUh6QqiBjIWqIfun/yQJ6dcZ+PNDYM55PB1TKOKPQs+f1zQlz\n8FRVh+ksSWZilPgsoUzklLjOkXEKbJTCiIRtzrjpb6lShbTQGod0FcPgSRWYbhHYpzwvNrkYmPcT\nMSekNOQgySSstsSYoQhKyKDL4r6JESVgu75gGiPKZqxzmGGmcg4tFsZk1TaE4FFCgZqgwPnpfb71\nw+9yaRti7lFzi0UySwHOoMSysAohFj6ojCQkSkjmWAhhQGqxVDkkfIkUqbBtR46ezWaDoLB/vmc6\n9vh+5CYeWZ+cELzEy0S3tjRTYdQFZzVeKG7HAesThUjOmbZqyUkt28+SMV2H0hlTln5t1VT4acYb\nQWcrvIpoU+G957BPJDKDKdRdjW0XtYVoG/IsmIlgNZVdIBdBFLamIdQNV7vDgjY0mjAaGtMxjRNd\n1+FzZro9UHUNKS10Sy0VVduQB4+xiuA9V0+esTGC2rbkO25oTh5Dw+FmT1VVOC1Jd5rmtdUUMpKA\nszVjPzGJxBgL4zRzcX5C34+0uuZwOBB8JptMEZlJCgxyuZkYgzKS87M1wsI4zshuBUSGcEQ3ko2x\nzLos17g0SLUAaox1FL/DqlOGLJf20y94/MpXmAJonaatahSCxlUoVZAyf2b3+1kV4yqNqxSwVAc5\nZ/KcyVLjhWNImmgkk8gkq7g9joRjQOQEJZHjwH4YmaS+Awf7RSSdMiEsC5igQilDTCNGSk43G1LM\naLU0n6MPC6xWSGKMaNniZ0GWmjkVKiu5aFu6VDhtG2xJ3J8jFwJkDRZNWjvYNgwOZtcwJcWHwK7t\nuLWOUC2Dn5tDz5gK2a2xekO0iUPaE0MhZkHwmSIUUiemFEgCCIK//od/wDRN9P0CL7amo6m3XM83\nZBmwU0976KmePqcbblnHF6hppBKFi2R4Y9XRrA3jtLRApF1AzAMJjAIlqZqGKQFoyrSI/oUQaFXj\n2jU6ZKZ5htqiK0cUBVdrqtZizCIXmqZp6UtJifeeeZ4xdUsogmgcuSh637M6XSHsgnpDL98LKSW2\nXWN0jZzBWclcPNJoam3JcyZNCT8rjF5zfTVxfTuzHyaO+0AMevm8tCIicHVFUXoZvBwOTCLz/Pqa\nFKFrN0hhaU4culoRsmHOkbok3JSXCm2cMCEjp3lxqsmCEYVVW+GLZ5QWryr2SXIrAhOJLDSDX0wV\nIY74uMcJwUYoxOFImzKtnGnaQt20zB6GYdErJ78DIq5Si6U0Z0oOqErz9Picp88+xTlF0zSLNIvF\nSefaZhHvNzVZRhSJ1klqU6GUYhgGqqpimCd0Efytv/VvIkrNnGfmPBNYICFIQV0vsrppikhpUcJi\nsEiWm5z3i445pXQH4pb08wRa4XPCWkkhMo4j4zjSSsMwDIu3HMPl5UOMrhiHwHzoKQIOh5GcBUM/\nk6Lixc1zlIZSIitboazBZ4V0dvm+mHwHfP7Fjl/5CrOUghQCpWpiGlGmQJQL7bntOGSobUWSiTRO\nYGuEUcQ0Q4nUqzV6veIwLXfg5BPaObL3HNOAKRo5JpANQil04+lzwaBACdQJHK72dN2G5DNCsRCh\nlSWWgdtDT4kaZGF/lKQwQ1aU4hmOt2SfaOuOybews+iYkTEjZEaGQC01Y8kIm7GHSPETL7UKMcE0\nZuomclMmHklNHWemaaQ1gt5YXFOThCe6il1pEOlkmUqKiGtqjuPAqa6IXiKEQrBUbqtm0UW2dcXp\nWc3TD0d0qlm7jtCP7E2kaImyjhgzWhjidOC8u2AYj4vcSEmsFBSfQEWCEjjhMK7GH3rqVXMHShHk\nriKUfGf7DCQfKLOnXtdY/EKhUooclorLi0Im0+oOIypM3RCip6k33PiepnVojhjnyNKw7yO2aVHU\nlDChJWASV7cfc7YyiDxjwjnNZs0nT68xWXIo/UKIX1lKyry0bcnnDWUSzLkihEAjDHNa+sBphiwN\n2QeMVVw/99QXGVk0fYxkM5FGzZgSUhnG/S2rbUc0jj7lRekhIlEV7p9sGPyMFqBTopWS6+ghJTq9\nUMnt3WS+aRqEUJRGY7niEDy+CGwWNCWj55FKNPT9iCmJ3QfX1O4UKwRWFlIyBMNCVi+WaTxwcXaf\nx0+uKK4jhCO6NggXULrgx7tkgBw57U6A5SYuaou1NSf1CtM6mhjZbk74r/+r/5LffPccERY6emUN\nu3HEaouWhSkmnG3JeUYox4HM2fkl7eNnmLLoZ/0UqYzFlkSWdnEOaUmUkW7bEufCOI4M6UjbKIgZ\n4xzT7XOeHG7BCWoUa+sQzuCUo6rbpeVkHCILhNao4sghoGXkdph4Rb6EVR4pzS+8Hv3KL5gIyCJT\nWPowfi44p/Hek+aJqm3vIL6FSkmyKIicMRq8zgzHI3masPuIFBmrIiYa8jjSKovWmrKpmIcRLQ3a\nOuraMoqMMJA4Iz0wTGlemH3ziEwFYyxDshRRKHGma05oas3kI91dXMZ6vSbJGVsZhvdvcSmBWaax\nqWSkL6y6Fn/Y46RmN880xjGGQtMo4jxycxyxmy2zHxFS0KuMnmdWwROnglSKsZ+IYaCYQK01qQRU\n6rEOdAloobn69E/w8/cQ4cB3v/dthJRkCdcvXnyGwzscZ5rVmk4JRE60jSONM353pHUV1/2AFApb\nWdI8IpRmGEfstqHECHLEjzdY2921ACZKBpElGoG6i2gwxuCrFl8MKWqEWBZKV2lCGFF1u1DxKRzi\nzLrbEENCO8G5XZOzZ7z7eqxbkMKxu52I8UClJSEsfqGcNaiKpqk4cMOvvfU53v/Re4wW8j7Qti3X\nsebjn95yfn5KdTuiS6A904gpMltD7QS1VUs0hlGUWqEnTaMlD87XVLVgs63IQTL5iJ9G/DxQV5rJ\nDzij8EEiTEWvDcdpwDY1U4bsR1ZFUGKmbRpSiMgCXd2giqfrOk5PTwlqIjzeYcXE2GfquiGozM0Y\nMHWHnjLN2czlgwaxNbz3/lNifUrx/QJzCRERBTeHPUjBfuihrhAlk51mFpnKrZjnmVIyXbOmPwYO\nh56u6zgSOV7tSTmjKks/T0ijeHHY8fLnX8fnTCWWgds4LhKhlBKCgjEOKRTDsMBV2qrm5voFAs2s\nlp2hEOJOjbK0zKRQ5JDQtmP/oucw3LLdbglpUQ00ruXmxQ6lFE23IcaJ2tX4eaGZAQuwpYBUYYGQ\nIzjsrmnbFlUUJUa0kGQl/6LJigpFLa4TLS0UQymL3KeQyES01nSdo2st6AqjCjK1JKnR+sB02GFE\nzbqpEXk5qaoourJQj/J6kfXMLz5h266Z+swKyGFi053x0e0N6IhMDW1ukF3NgcCFE/R9z7xuKFZT\ncMz+5/TmhayUcV3F2698jo++922m4BnniT7PrLqG5/2eRguapmJbDFoqppw5TjMYsMawHybWrSNN\nIw+7LbvjgaMKIBymqhFjoOsMpaxpmobb4cj+0KOtYf3mBR9++CEf/K/f4x/8H/8RNgusLqzbSy4f\nPiCNI23bkmOLfZ4QWF4Ig7Xw4jhQlKFbNfh8oNWaq/0ted1Rp4SQCuccDIk2S7zQ7F9MGJPQlUMV\nQ7PqSAG0kMhUQGt2ux2xiqzPG8aj4fbmiHMOZ7b4CDF5pmmiSoa6rmAK1MpSyYxlsXzWdb20Y7yi\nyIhzniV1J6C1w1qNZ0DaiKwyeYT33vsRh+ypUNTWIXLhIVecvXqPat0Qqw4ZNETF0Db008j+aWJ3\nfEq97hZkYIhsZKFrT8iTJwZFf4icnz7iOjzhpj/glCQJyUpIVASzuybrinpzRucMZdhTcqCtJEVo\nSikcVWYcxyWCQxekXQaW+/2e6CTXzw+oaGjqiZUJhDwRjMWkiFk1NFWNQGNtIZfAXBKRmjxL6pWi\nl6CMxtQV2tSkqx6yJ5A5Xa358PEz7l9sCb4npcT52T2m4YizFa2V7HcDQ5iZ/EwSUNcNz55f8cd/\n8se89epvo6WmaZZBna0qAEQsHI4TSi3b45IjUz8Qxok5JlTjmKaJaZrwPmCtRXXNsnCnBHnCyMzJ\nycmigS0ZZzRhDtS25jCPjC9uOVu3JHYgTpfWw92gVAiFkBE/jLhG0lYO0oIC7O6ce9N8RMq/QAum\nAOSQydpQYkSJDHJhZK7PzhgJPOwMl6vMxQl4OdOsBI/9DUpKlKlYNS1lkuSYmP1ITJGqqohzxtUV\nfpwQ88zJ6Rm744hzFSEJTNXw9HbHRtZY+yrzHFk5zXHe83AN04uZOklqMQIj6+4E3x9AGpABV53y\n5NnI7vrAp88+oVtBGSWrbs262TCMPap2iMYx6EwvLEpXKCIpJaZpYoUjioGr65HVScNhH1jrLftc\nsNpTaygXhiQk/XzLr3/1LX70w+8wSfjw8TOKFLzx4DU+un6OyhUn5/dxleJ213N8/JyYClaeE8ce\nUwUIO86ERCoDtSAPB5xQ1NIxp0i3XS938VXLYfJILdmRkFrhsuC8rRFVRV3XSDw+HOm6Gh/nBTUX\nQRiN8w1T0Dy/2lNVGkJiTC+gaVm1F8wpkHzCJ8+6M2BXpFxIjQUvGJ8/Y2UvKSViTMUcPDoHjHWk\n3KCE5cSe88ntx6xSRvSFV999m/fe+wnTvNg1ra0ZUyCqmSQGGikwbc2UI6ukOFlZbuTI9mJLSgUl\nNX6WGGNo1gYhJXPKbFYVuRSmWOjWW/YfPKduKt5545L+xRUPvvYOf/8fvcfVzXO6xi5VmDNkFPgD\nThm0j5Sxp96scL5QZ4dShq62lEYTzrccb/b0veej4FkLjTGFoCy740i3NkwxUazkC196heeHmudy\ntQBXqkAtJbn0GCryJBkJzFJh08wcPE1lsaZiHj221mACoSxU9Ygh5ZlaSYRSSCnZHT7lpD1FhCMx\nJLwqkAN1tSxoxhhizrTtCkwhRcEwH9iIgnAGqRU1Cqkrbnc9pq1RspB9IMVIloIpTlS1YRgT/bhn\ne7Km7/u7MDiB0wrbNYQ40DYrXNXR2hZTV7SVQ5qlFdJuV8zHW4ypgUhRhbXrEMbRsCb/4i3MX/2h\nTxGSYCxZZVSl8MUvdyK1ZH8UObNqAy89XPHowvHy/YqTNlE5g8uOOA0YkfFiZqdhXa9Z12tqXbNt\nJJrxszQ/0QtcAu0nHJ7hxS2d6ei6E5pqpGtn5vQpu/mWY3YINS52yAKygI2esR8XvSOK25sjZ2cX\ndN2K/fGAiQWtoC6FxkdMScR5QOyvOZWO7XHHpYic7ndsd7fcGweauGOVYNNK0DN6I7h8uMFcFi5e\n3dBtLPcvXib2jt/8yu8y33iGQ0XwmpdeeomrOfDRkx3z0JPCC5589C3m2z399Qccd894sd/xw49+\nyqfjDtm0yzRRWPycKVlhXIPJGqkVZfKkPmCSovRHlMgIC6+5ljOpqErCl5kY4yIZypbKrcnJLF7j\nopDUnJ6ekfKEDweQMyqDUxqhFXWRhHlG1o72pKHdtoxxoJRrlJoJ00wcZ1Qll4iQxhBlWCg7rUNt\nWprWImSiWm+QVQNVQ3CJTz/+CTHO5LRMRb33OLXMqYwoGNWRokRKQ1VrvPA0lcaVwtpYGqlYO0W7\nrjB2qWbbtv2MSNWtVxyvbzjbWpxepDdKKYw7I+Go2o7J1oymQsmGaSyI1YrZaAKG0+19tF8+68gi\n94kxslqtGMeR3W7HtjYonQlIkjLI1hJUwRjDpmqwcyZHR9ecc54G7gtPvtnhtESrFbvbPbn02JLR\nKSDvTBNWCW6HW+xZy9nmHCMcTeNwbhmqvvPOO8w5cvnoAWP02NZwvX+On2ZMU2Gtpbq7Uf5sW4xW\nFCUxsVCjaKRBx0I8Ltecc46Ye7RJPP3kQ4TOTNPE8XhcVAtaENOMKlBpgyZhZWFVW7bnanGR1QpU\nvSSLKk3OgVw8UhV208CmW4FcjC4/2/rPZGaRyVYtqZS/qhEVf55DFKi1Yp4j2mhEWRq+ISWmYcQq\nzZNbz2F6wuXFlqlEVienyFYhUoKmgvUJ2owoFEEtcqE5RrQ7v8vSKYRtxWgth6lGaQ0i4auRHDP9\neMMbas2tmAnJsLUNas6k2VK7Fbtwc5c3VNjv95TiiRFMJSH0GKW5WG8ph08hSCYdQOzolCIXTz9L\ntvuBlDN5nInBoABrCxqFnxX/1/ULvNQc557bhzPvfP41nl31nL75Jrc3N7z+pbe4vn2GcRXaFTZd\nx/uf7Mi1YFIzD85fYi0stsuYuubywdd5fnWD95nXzk/5yU8+4KNPn/Ham29zfbzBSMgp0yKwlWZM\ni91wVTv6eSJoiZYamRU+TcQc74AHDm0dMRSU25OyQie9BNhJhao00xCo1x1f/dI3+emPvs+UPH32\nVKpGS0jjkfOLM+Y+0MeZTbVmGiPrdUUoYI1dSFVqiVouSSKyJsaw9Li7lvF45IMnH9JagZATNkve\n/NIX+e6ffv9uSJWJQ2S76vBRYHRNlBOZzDRl6rpGlUjQZcGTKQWpIJ1hnHZU4oyYJ1LMCFE4O33I\nT37yD9l05zy5uVkinmdPsIYnH72PTCNaK1QuuEpRuQpZCrlqaY0kponDOCK15jBFShMpZrF+HqeZ\n+w9e4Uff+y5a1nQCsAUjE2KMbFtNyD238xGJIO4LKV5jJMzzCGFPFgpRJFY7Vqs1Ac1+OGKSIEXB\nnHLQonAAACAASURBVCVn20uQgoIk5gkpakIa6YcdT55f01Y1MRVCkjTVOQ/PE7LykDJzDFip8CFS\nNw6fl11Spw1zBggY03Hv0cvo9jvkaYFoq2ggS0pVc32YqfKSalqGgAfOzjc8ezYAMAiJ1wmRFJW3\nhPGGPoxIZzjXW7JKDHgumhU3Nx/wZlYEEj5JrC6IoIGEVJHaaSoBY5a/2hEVv+xRWHy9UhZS9lin\n2O12i3ZOa/oCMhWCd8QXiyC51I5xuGFzdkrqB8rxgAuOohLCx2VAkRJ5DMQYUUZSfKQ4zVnbUERm\nnD2r0zX73cC2g0P2xKYlxICSkkjGVOeMVYMcNcoYhpi46Q/AEtimlEK7mmYNpquZ+0LXSKZngqkY\nTPJ0StNVht5PTGPG1xPNRpH3mSco/vjmOatQEWrNKmV+68tf5l7V8v7zG0qWfPDph+Aj737hbf7v\nP31COUzYds2LqydsTMPJ2RkMPa88eMSqMcz7kdfefIvv/+AH9IcDTb3mg08+Zo6Fh/fP6SrL/c1b\nfP8H32F7dsKtVZQwgxGYsy3zMNAXTasVQldMYbEurkyDH3pkUneZ7hEp6mXiaxZGpxACtGGz2bC/\nfc573/sxadLoaknuq3XDlEZOV5cLjk1EsqnIqka5TJYW5xYNXtprjGuZdwPJF7SwtI3FOklIke3Z\nKVV7yqc/eY9u21KyYr8bCESsFMyUhepeBPIueCtnSc7QttXy/sYyzQPGGKy1hLuKr2oq5hQZ00xR\nliIV3AmuF25mhmL55Mcf8vYXLvnwk2sa0yBCZDaSlASHq6d02wbRHzDaApmzdcdut+P+/Utys/Tm\n67oGvUW3jxFCsZs8Vb24cibvcVay8iDUmmfXE1YY9DzTNqfURuOU5unNi4XlOvfkEvFFoUjUpiL5\niVV3wjgfOV23RFFYVRs4HHjx4pYKSWurJVU1F9549TUeP37GPELdJTppcM4hoiDHtEQwzx5jNdpY\nYpaEELHWLvbf7XaJirkbjIq7YVElK0IfGadF6ialJA4zw74Ay/dnW3e0m5ZARnlFVRnO16vlBi4K\n47EnxyUEsWkNwXvqzYo8Zqw1ZB2Y5xlVK7z3nxknyi+xJ/+V35IDpBIXLWTKeAFOCRohUNYxp0LW\nHfsp4LXmECI+K87O7xFzwogMObC7fYGcA/M44IRgJTVWRVL2dHXNiVG4FCi7Pfn6wHqW6GNkM02U\n2wP9cWT69Cnuaod5dkt7O5CfPSV98hH+6jn5xQ21XIKbhASRBHV3itBwef+Cdd2idIVwS2phkJoJ\nRWhavGu5EbCzNVV1wnWSfOwa/tFPr5G+Rii43zi+8rmHdLXglS+8Rdp7/vLX32F7sua1N3+N4ioe\nPXqDIApf/so3ydHxja9/jSrNvPLqIxA9L/ZPEVrxP/3P/yPrE8Wrr91nt7+mlhXn2zU5Z55ePcNZ\nzedef8TV9S1q7LnMifMSUP0zqjJw7hQUzbppsWURmM9W0l6e0J50JO+pimZOmVwECPOZdxskh+PA\nza7HdZpUBEolTlcbwh3FPKtIVoXSbrC6Wnq5qxVCCJJzHMeBHDw5Cdb2FIWkaReauohLeqIyDkGm\n7lZo16Jay6tvvMHgA3PK1LoiqcRRZYqFSmcMcnGh9AGZE2NZqiStGpRyn4GOpbSsVhs261NMmSFr\n+nnifLXl5nhLs+owtURXjpAc8Vjoa4E3kihBrRpUvUY2K3Rd49WSYVNKYuUc5ISYDiALdVacbDqk\nWiFsha4NjZKsELR1g1KGnYxUrePZ7UDdNri6QVWaLEAUSdtZ7Lqi54h2BoFB6HbRYApABLRSTMce\nMQWmYY8IibV2mKYiippPP36MU5qb/oCfZub5lmICXvc8e/aMytbEFPBlwthl0TLGMMcD0kSQiTn1\nPHn2hH4aKcFjtCbLRD+NzMcjFbBatcRUuDkO+DgTYkbmRFVZrvsjxxFSVPTDiG5qktGEuLh5xt4T\nRWbujwgrMXWD0ZL1pgKT77b5mpQMbr0hTj1hHhDyF18G/9wLphDiZSHE3xdCfFcI8R0hxH9y9/ip\nEOJ/EUL86O7P7Z95zX8hhHhPCPEDIcTv/WJvBCUtvYdl8rXAOHIWmGnC3ZFgYlCUVOFsyzDsCQSi\nCJi7akC1K7xUSypiyeziIpA1dcXV4Zbj0JPnjC4amdQdWWhGCE0pij5EhKuoquqzO+PP5BObpiEr\nmIIn3B5BSlCSOUfOzs6WYLDdIoPYjZ4YZhoNm9qxBjqRON047p0u+tBIx7cfP0a1FTpH3ri34p97\n+3Xubzfcv3jEez94nz/813+f/rDj1YevQMr88Hvf56U3XuWLb7/N1995l9/4xrs8vLfmd3/nn8fl\nkZtPnvHVN/8Sl/dO+coXPsezn7zPSkZePjP8+muvMPYj1hisVPzw/R8gnWR7uSVog1+1JB/olIV5\nJvUDVfGE/TUrXdjME253i7+54fbmCiMkksWV4ZTGSf3zRMKw9P0e3j+nxBlZAoYlg1srh8Awhoyt\nV4tWtG0Xi6VUVN3qTiEhWa/OUUoSrKc+3eClwzYrhKlIUaC14+rqiqqqmOeZ7XbLj3/848W+d3du\nQwifnZcQFmlayh5VCQYf0VKxMtXPLxIpAEkpgenYQ8r4acmcsVUhUlhtTzje7JiPAyVrtqcbYpmp\nQsA4xUlbY0WmOq8ZEGTpyEUjjGMfI3NX82J/ZPSJ4AtNvWTn9H2PtZbdcYd1EmMCxh/YysImW4xu\nOFk/wI8NWVhMEZ8JwqcxLNdM0svQJA2E2ZNGQTZq0TlLR8kKgcGYmqpq0a7BuJaTiw2us5RS+OY3\nv8l6vWbcjwhlqdsLHlxcEtPSl1SyIhYYxcSQeoxuEDKBSEQySYKpl3PSti2b9SlSWpqmIcaIVYXt\npsUqaGxHbRqcFpBm5P6G9PxIfLrEtBhjGI8zRjqa2nIMi/ytUgZi+myBzBR8ip85upqmWSRJTcN6\n0/HLEIT/aSrMCPxnpZQvAr8B/MdCiC8C/znw90opbwF/7+7v3D33bwFfAv4a8N8IIdQv8kZGCGTO\nVFqT5hmjNEECRhKlJAePkGmJMQjQrhuSL7RVu/Ab6xWamqRr5mrFLmVSpTnOZfGgF0NrVqCXyAvh\nEsjEycWGfRpJSqC0pcRE9jNaQoweB1RJEPwRGQLG58/8z+TEyXbLs49f4I0gGMMcAlVOaD9Tl4ik\noKJYwqy8xN5O5DDx7fd/TPGajTF86dEJb16syWjmWPjT737Eu9/8Oj/68D124xWm2vLmg9d4sDlB\nTQnfv+BH3/0Wv/U7v0XyCRMlX3nzL/Gbv/nbdLWiJvCF+6/xV77ym6xkRa0MMkZevXjERbeG4plm\nwRAKedpzVHA4TsxCwwiq3pARGOnQynKcRo5AkhoVxN1NqGUyILXA6AYpyoJgQy4qByV5/sHHNO2G\nk7VDoUFavJKgLZcXj1BzRklHuusv1u4EbVdooUnC8OMPn6C0Q7crdLvCrjZI01CvtnTdhv3+Bl1r\nNqcb2s2Gm+uB8wdfxLqWylhIAh00Z+szjLD4uGzXcplI4k4ulRf+ZVsEsmTmEhaitSrM6RYoyKqm\n391w9fyIL57D0ycE4xDtCqsqnrx4wkmtyWWGkhhuriBG5DHgfMSPt9RFYqWksRaZM1YripZUpqIX\nie70hJfuP+D2sGeM8P5uZLItN8JwyCC0IcwvePle4f59SedaiiwobbG1xCiLK5aTpsO1LZvmhMpK\nrBMIUZBaUFWWZr2iaMvt7S3HObO+WFGvVsRUGCdPEDNZwDgETtoaReHZzTVzkdS6hnTE6YKQFRU1\nVUykKWJES5iWIiPNEubA2nWo40iKS5KkVyB1xTxkWttgs4AEJEnKFpE19dk5XKw5qED0iTBHrFrk\ne8pIkiwM3nOy3mKywrkN7apBlrtWQRrwIhDCjFKSGBbVBr9EauSfe8EspTwupXzr7ucD8D3gEfD7\nwN+9+2d/F/iDu59/H/jvSilzKeUnwHvAN/9J7yMQCCU/szq2bYv3y4f8YhipR/GZ+NVYiZQwjkek\nEkxjpMyFsXaUrSHXsHm0oTrriNbQPjgl2hPc5cvsmjWTqWG9pZeWm6riRRbIzTlhcwlNyyFFhnrD\n3muINcq2zF1HVhW+2AXDpuTiqb3rzVzev8eX3v48XXtC5RqksHTtGor+eaUTI/s4k7XjWZ+Q1tFm\n+JtffodvfPFtRqGoVIXB8u67b/Dw3j2+/LUv8tbLn+fFj96jbiSvvP06P/ng2zgReL3esBoG/uq7\nv84b9zf8tX/xN/it11/l1dUJb1y+xZffeoOVCbzz+c/zb/zeH/Lv/bv/Nr/3L/xl3v3861x0FRXw\n8Y8/oRZr0i6w6yOhrnmuK54HTWw7+iK5jYriLpGiopiG0RhygGMaoZYck+d5v2eW5ed4ObHYWU8e\nvsL1OBNtzZASMzMqeHJRRFGwTY3UCls5Jj8zTkemabkZKaVoO00ukRISxHzHZqzuKkXLOHtefvMt\nPnp2RTKWalvx+//+v/xZbn3OAW1gmg/M84gUDiEKlVtjVUaLSBKga8cxB4Z5wmiNyhoZFdZtyHK5\nWJum4Y033sDIlqY7oy4FQWInJ+quYoqO3STwpeFgtswpMam42AinmSfjHh8D/e5APoxM04Crlt1L\nCIHtdsvV1RWr1YrX1mvuW83zqxuMrujLRF9GLi8vOTs7o6oqZBGoUqEpVLJB1BU+D0xp5OiPjHFg\nDgJtFySatZY0e1SBEiJFKKqVoSeSfUAFeOn8AcEuO6z76xXCwvHFc+w44VpDlgJpF4ulKBFZJEmt\niW5hCFhraZVF+oSOhdxarkxErWv8eEQeF43nJAvJaURbEV1BrtwCji6Ffhw4W5/QopGqsFovLqiq\nahBUSGo2dcs0TQzRI5LHaY2fCzEISuoW1cKd9VZKiSy/FHD9/5uhjxDiNeBd4I+Ae6WUx3dPPQHu\n3f38CPg//8zLPr577P/t9/1t4G8DbNziK9V5iaoIYdF4DfPMStdcH3vs1tyJ1xt8THc9lEzl1nj/\nCXF3ResuGW9uKNMePUcqVXO4/imutYi6QzOhgmK+PeIonBnLsHuBdQYhK0TV0DUt3iY2L20JZGav\nqJIklAGjK5p6Ccj62VFVFR98/BGXrzygadb0wpAz7PcD0YC2AmsrfBmQJNq28PHjx2zXL2M7yWxm\nmAe+8taXeXK9Y3O64YP3nuDUt1i7ggwtx7Dn+smHnATN5/Up937tbb7623+TIg4IB+wGaGvO24aL\n9pRDGFiZlpe/8btQAljJ/OQxb803TPsXfO0Lv8Y//v6PeXI7M+ye88rLj/jg+WOmvvCKDTw4gw8G\nTy9rUjCgYNIVU46cXt6jdhVWS0qIKLFUSTos/aPl5CqUNAy7mdfunfFhUHSyIuZA41qkWnzptqlR\n+ucRH13Tsh+OaLNs5x69fI4Qgto6mqZhv9//XKoiDK+98TYf/OB9Xrl8xMP793lBw3f/6NtLUJdc\nAr9KXgg5S5tn2b7NPhNcwxQnOpEoORGcJs4elTISgxKKfkqcbNxnF2DOmevnH4NReBHp+sRKFh6e\nnvI0PaMi8nC74sOrT7gZC1FZmAJaW8YZUjzSCE3jGvRKEcL0GXFpt9vxla98hf/tH/zvC7vVSs5j\nQacetEMX+PTTT3n7rQdUuiVWhf3NTC8yZ+sVwl1QSsvJ9hHNrQexQhoIxQPLgLJ0Fbk2YA1rueIw\n7mlFjVzVZO95fHXFvWax3j73N2grWTX1YtmMkZDiIoeKCasKJVskghxqjuOR1WrL7Xzg3qMNhzBh\nraUJiY1PeKM4OsOqaIwzVFJzO3n8dKB0Lev1hnEU3PYH5n5A+SURdBx7UhJM00TdnPH46mqZFRhN\ne7Jm3VZopVhtLMPugLGaw7gkVJ6cnMBxgJj//830EUJ0wH8P/KellP2fDUUvpRTxy/iOfv66vwP8\nHYCXN1UxAlDLBDOGjLISZzTaOLbdhpgyRgv6mx12VVGyxriO3f4501QwyrE73FApxeF452zJgdat\nGA+ebtOhciYGSU6JVdsxDDug4F/0dNXMOESyhq4yxOOB+mRF/+Q5JSQKhlkW9rXjvL6HoAKRWJ9Y\nrl4c6LpTxv7IMYxUBNqzNYdsEQiu5oHTlx8glOHjw0BZn3H94gn/4b/y1wmHp7z66E2+9b0/4fzB\nSzz+5EO++PrnSPE5Vl4iLyzrH2p+55t/lZe/8c+A0RRjwQpEcwkl4+8v58PamiKgmY+gFDEt25QS\nIq5b8fp6jStr3He+g/i1hu/9+EcMYSZON3zt9S/w7e//KRf3G87cRD8UwhAYc8/97oLjboeRhf6n\nO07eepuMwSiJEmKJQ77rPQOgBP04gC7MYUKdrBl3TxYta+PwJdCollgEWi5VuNIWoQ1N1eL9RErL\nYOLexefwJXIYB6R1VCiS7phkIfrCtluTpOWT25HdvCgrKieY9gNFWXRRTNOBplsTQ08oLVpI5ulA\nVxtUhiEvkSZVXTGNEUmmLjXr9YokPKEUklBcnJ5z+fBz/PT771EphdaKqpE8m3q0a2jTzPOrZzRS\nkgkMhxfUq47j7OnqigvXIPICM8wxo2VmGhPH4SlfeO2bfP8f/hHMmVvBkquea5xyGCHoQ+CRteRY\nk4VmtZ4Y23Puby9Z2TXPP/zHrLYV0fcoE7BNwIaCTpYkJmIM1DFzUd3j+c1T7NqiR0OFpd/3KBRf\n/vyv85Offp+rqwM2O3b7G9ZdjRAtniNn65rb2xltBDEXpBXM84B1Fu1a5jzRmQr1s1BD7VB2Jq8a\neDHS2oqiJEP0xN0LitOs23s4ZRj21+SkUcnw9PEzHj68z83tNaenJzx9eoVQhRINamjIekJ4Sbeq\n8E7Tdi272z0iF3zwtG2LEeCPR1zKIC2/TI35TzUlF0IYlsXyvy2l/A93Dz8VQjy4e/4B8Ozu8U+A\nl//My1+6e+yfeGitQSxJgAK7uEikRFrNGDxTGUg+MY4egSFFQc6Zs7MzTrYdxkhkDogSaJVChYDN\nGVUirTNst9sFqEtAVYKr8RrjM3IKVNqR50TrDCVMIDWzj4veUSq01lS1QXtPp+3SVKeQKDx69RWK\nlmhrKGGJrNAmkYY9TZqX3B4K7fUV+uYZVx99igyC3/3GO4z7G155+22irfni515nWzsevHKf3T7y\n1S98g7ht+NrmEX/wH/w7vPzPfp2yaSjrBnGyItQdyApUg3IVtmnJcrGXSlNR5CKB4c65kasV5fxl\n7r/zFf6lv/Gv8q/9zt/gr3z9N6lty5d//Qvc+9xD1hvLbiw8uc0EL3ERTjcnZApkjZkVbV0zkz4j\nSMUYiXEhR/2M9YmXbFZrogh0Jyte7J8jY6Y2luAX6tPKnoLUjCERiqBZnxBFwdQV6/WaRmjKCM6t\nOVvfwynNqtZsLu6hm45t06Gs4fTBK9y7vOCsUZycrJHhwDT3SLFEEC+SEo2fFvI6cSSybCF1KgzD\ngRinxfvu/RLkJhNS5SXzPQVqW1Fps+DdckZXLROa/4e7N4vVLDvP85417vEfz1RVp6q6eiR7Yjeb\n4SApJikyckwJFpDEcAIbhgAjd7lJ7gJEAQwERiZEsQAjiRIlRuIkgBI4shSN1EBKJEVxao5Nsefu\nquoazviPe1xDLvbpkgjECAUDBKMNHNSpKlSd/+yz/7W+9X3v+7yLqme5Oaet1sRxwcI5+iylDwku\nJOhsRKctSaFI5NCaaZqGGCOGFB1TsnSEUskwNGvaIZo2duRGkGvIVKRuG/pQc3h4edA/dg3bNVwq\nc9TRHeLtl3HrU3At+/sH1HXDbDZHSsl4PEYpRVmW9GLo5x9cv4qyGfO9S/gLTN+sGHF8ekI+n3Dj\n0iGV7wgButY/GIJWVUeWjYhRDdG4F24f7z2IQJpaOhFY1lt0kdHXDVaogblpFCax+Lol9g7hAzgP\nvsUUFqcdwWhCkMQgOTo6G04p9RJrL3gQYsOqW3O2OKdZb7F9ZJpNaRuPzYef0YyUfr14cNrJsgxs\nGKJefsDrX2ZKLoD/EfizGOMv/IW/+nXg5y4+/zng1/7Cn/87QohECPEw8Djw5f+vrxOJ9MEjUcgQ\nyFUg9g4vNZ2HPnhESAgqoi04H/CiG0K4nMe54YcbdUltE/qkYCk0G5tSpRafJ6w2DeiEvg60iw1l\nUFRR03qNNCld9HRtjTIJdduRCQs96DD0tOglRTqmC5FVu0HGoTdy+9ZNHnnPY2TWUo7soEXDoFOL\nGWWE4AhS4ZWlDYIKqDrPfDTj+PyUMjXIWHOyPOWbX/8WH3z+GYq84c033+RweplHn/kAjzz3YTAF\nQashy0lKjLZ4oBdAFIQL0bkXivjuh7IEoQnSgPSIwiB3Jqhpzmx3zNNPvpcf/8THeO2NW5zefh0l\nJNsm4mvP+cZzIgdJ17oStCESjGHtHdIq6nY7TJS1wgtwRFzwRClwrqFuemwyIwZHVzkcPUEqEJ6d\nnV1II6PcslMW3Lh6jfl0h29+4zuIEGlqz6s336BtPViDwxOFoHU9q2qFkBFpDRjFO++8w/3lGcv1\nhu3phtdev4voDUQProfEYLREkiARaKGxUZApQ915VDoess5DRPqIa4ZMGYXClmOMUBAjTXCMx2PG\n5QSkJ5cwTiWFyCgrQ3/nmN00JXQNTjqyQqJVJHpIlSE1ASsjItV0zqNKg9OCzvVMJwV3b9/mPc8/\nTRVacm/Jg0TISFdXjLVFukDQI07WS5LxhGy8Sy41U5OR2ozoeowZ02w60qSkrnqSUUHnBsSfdzAq\nxjgbEGrYlLrWkxQle5d2KEcT0lSjZM6knFJKycY3tD5Q7M1JfU+IDcvl+UAainrgdbrBFOKVwgdN\nFAJpNMenJ4OH21p0qqnbCtH3xOgxSmOURiJQQqOEJk1z2m4D0g/cVzX0ryUFvg+MkpxEplhtmO5N\nkYlkPD9kuTxn1+QYD63rqeWaPEnpg0ellrbvEFINm/4PeP3LVJg/Afw94BNCiG9cfPw08J8BPyWE\neBX41y5+T4zxJeD/AL4L/A7w78UY/f/7f/39VwgBjyEowbZbEXqHylOa0BB9ixEe+kiSFAhhSGyO\nEOLPG7yjnDQfE9KMYv8AM5uhxhM6YxDlCCdbZJmz3p2x3d9jMRtTZwo/yVjFmt5aXDGmzQpOW8O2\nHONjZJtZujTBlQUrKdiIhA4eEK5fffVVvvXNl7Am43zVsG0c9NBXHtwQw5AIRdu2bNY9ndc8eWmK\n6yp+6hMfpd4ssVKTm4Sf+dlPcuuVV0l04MbhNd73zLOwN0aMMjAKiUAqRfSe4Ab6jzF/jq161wL3\nriTqXYnWX2yhIC2UJXY24XBvRtFXjPMpKijm2ZR3Nj13/YigU5IkGY7LShHTlFXfc/mRh4YKqcgQ\nF2LwzFhC1w/iZiHQF0TspunJszFFPgaZ4KJ7ICYupztU7bDAegG16/jgBz84vBmN4NlnnqecHRC8\nY//qnPn+LlkxH3R/bYtSikxoPvCBDzAajXjiiSdIipz7pycP9KAqsbgYkIlEJoKq31K7DmE0jeup\n+xbXRwQa59wD8foDaVtXIzxgDE899RRPP/00e/NLhM0GLQY6Ez1YkSBTIHRMtWbfpsyEovRDAJjw\ngdwk2DwbzBBZStU11K4jTQq2m5Ysy3j77bdZrVYcJT2v1RUb5+mloiGQzyYEL0mTAtBDBDVmUBek\nI/I8H/p8szlFPubq3iFaSJrgSIoRKslpgyZJDKnyROeH2IrQgEpZr9dMJhMuX9njrbdeJ8aexx9/\nFKUSJqNdZP/nZPwkSVCppXbdg+dPBfBNN4QCjibMyjEHBwfDfRWKcVE+oBwpaWkbhzXZ0Bc+PcVd\npBdoI0hSPcRNWDg7P6IPnnXsiQJMFGyXZxSppm82jKYTdJbgvR+qSZUPJ3AlWWzWeHHxXv1hWCNj\njJ/nX3z4/+S/4N/8Q+Af/mW+jhBykPT0g6f2/Nyx7gTWR1Kb0McU73ukkPimpxwrQjusw05E6j6w\nOr6PkBNkCITeIUJPgoJ2YB4utgvcOnA5z9hUFSZLaOMgtVDFmH5dEbVBhUB2oLHG0/UebSWz3cmA\nyt/LGNkUH0dDye97aHuKtCRYQ28S3rx5h6cP5wjpWIbI+cX3lwjB7PAyxWtvMs4UiRK0fcWmM+zs\nX+WFj/w43/zaH5MqOLz+MN4H0r1LiLxk2POGBTB6jyr3Htw7326JUtA7N3B9A8QwtDaUHAYzIl6o\nKpwfPgkBISXT0ZhnHn2CW8drbt/8M7xrMFnOn51suTLKSLari+NYjWYg1SxuvsX8+hUSVwxef78h\ndIHM5MPPI4IKkfFkn8n+PniwWYk7XYGG6WTKeDzGbVrsaIwuxpRJwd3F6RBD0lf0jafMU2QOa9eS\nypLTekM52cO7BiUFXT9k6vzpn/4pN64d0tYNSZFx7do1PifjABaRnrht6Kyh6xqEMAil2NQbolGk\nSIRvUaKkjy1CXzhTsEhh2dQVMhPQO+7fv8vV6zfYLM9JrGW5alDpwEDY3l3jywneezZVTTkrgIC3\nhrZtSKQGH/Ax5fJOzqbyJMagU00MPaPpZR599mmOjo6ZTQsmqSX0g9c+UXqo3L3DFApbTEEqxLan\nC5IkMyyXW04XS5Ikpd1uUVrS+x6JJs8m1Kqjd4KxKnj15h0+9NQzNNWCUWbIypx+07H0geZkyb2j\nWzz/5IQky7lz95RRknEwKumUx+AIPtB1LTEOTh0RwMiBsG6ylOhafN0ifKD3Hp1qEIbJbErp/QA6\n7gXni2PatmI8myOjREvPqYzYqWUvWN5ZtzgvmBQl27ZDKkFmNJtNhXSwdpHZpSnNdsM28+QiIfaB\n3ihEdBiAtkVbi1PxhyMr+mFdIkaEDyTG0jUtRZajjSJ4Qdc6erclySw2sw/E7d57lBq0dMYYxuMx\n2kWsH4TTWip83yN84Hy7Rm4NaexolhtkP+T/iLpGdi1x2yDqDrtZkDcb4vkZ8fwMf3qCWi05bFMw\naAAAIABJREFUf/MN1rfvs3n1FvU7x+j2z4vmpmnQ+WCz09ZgxgXL+gSrOqyvOchyyhApTEK9PuHR\na1cpRinCJHz7m9+lPttwdn7MV77yRdqzDUdvvcadt5Z8+Mc/gc0zUAJP/L5qMW6OiesT/PIImi1s\nVqTBQecGn3BUqGIPke0gxweIyQH0flg8XQAzBKn1wXP96jXe8+ijdD1E0fP49SvIFFZ+w1Y6ttLR\nWgYFw0W6YZqmCOkJsUOpgfZtjBmylaRE2UG7udxWdCFwfHpOXhYghr702dkZqbFMp1PW6zX37t2j\nKIoLyc+IK9cfxgtN2wwIsvPNirQsiFoibUbrIqPZPvl4h0m5QzGa0ylLkpVM0vGD6p8oydISY8yD\n++djQBmNFo5oHD7RuNR9n1khSIejQ4iAVIEQI+iEqnNcvnaZQMLYZqRRUjVrWl+TpIJIS5IK2rqj\ndp61ipgkQyeWRA3osu12EMOfb/uBq2kEu9cPuXfvHiEEtNYY6UjHhro6R0mH7RpKCcvlkjRNL0Ag\nIGSPMIqkyC4gxILZwR7XHnsEU2ZIa1CpZWTHA8hkx/Ls08/ghKGxBrO7w7SYMt+/TBcCm22LFIaH\nbzxG2zguXz1kur/LF774x0MvXIgHpxrpI4nUD+Ah76aW9kJROY/XlicffZzQdMTecXL3PoktOLp/\nxt2z+wQNdehou+oBtStNU/xyw9HqDCHAImm6Di0ydCOp+0CQht3d3YHOXhSkOsH2LUIovI/MBKhu\nkLi9OwdJVPLD6WH+sK4oBEmUqFSz6TvO2xaTaGLj+Pn/4h/RRY2IcrA3GYkXfsjw0IpCGizQu0Aa\nLMJJWivZCMcah5SQI8gTECS4NMGUOdZqtDVDyZ6ndCFSaYNTli6O8T5Dd4ZYCUw+JXWwEy2yDaAU\nioCXls55pkmJ9pK4adCtZ6Z3kUogWk+ZpXR9Q9p75jqj8zWrkxX36xX3TtY0Vc2V2T7Xdy6T5SXF\n5Bp/6+//PdJxOejlfAApEEIhZwfAgNhyRPoInuF7cF2H7LZDGJSyxHqDr0+I7TlxewLRIwREPBCI\nymOmOebjP8NP/Qf/Ib/w25/nl/7oexxveqydEtWEJQmNnbOMJa1RnK7XJOmYtgpsoxvkLsYQZaRX\nQxSBvLDspmPLpemIm/fucHWvwIiW3VFCniXMJjmySAnBkY9yWh1I84RoMvQo57RZsek6lEwxRpHt\n7OKMRiaKynXoaUqgRwnP27dfoW5WtPUG3PCaWh/AelKp2bQbDBotLEonJMLgq0CiC7oWVK2gMTR9\nS93V9KEfYp6jIpMa17QDftAmyHLE+dmGPm5Ybpe4XlJ4zeF4ynzludQornSGyx7G68CjJmO02jIl\nMoqSxDesNi13GgfllK2IFDajOV5w/crjIMEhuF85WpXjxYRXb63YJCMqVZCXM8rRnLr22J05WTFH\nmpzZbIfeyyF51QhWt09YHR0jBBRoEqswQtD1NdMiR0nJbDZhlBaIOLTDHr56Az3K6TeD+wit0P0K\nJQqOT+6gXYsXgtB5ohoWSplalDVEOWw0MkvIveb89j3CYoswknW7YTybEr3m9Vu3SKQl1ppUO2Rn\n0DGj6yqUMMRekYsSRDbE47qIFhqhHZEBJq60Zt1s6F1DWaSsqpqu72nbc1Ti6EOkCx4XBTJKuGAc\n/NCm5D+sy0no6ob5ZIqRiratmc4y/rv/5B9gO4f1sFuO0SpDioSuZRgQBEcUkOYZlYrUBvpFQLUJ\nEz2nESmNSKmQiHxE7xXbxrFY1SAsi01D5gKJkiRVIHiwwmFlQGqADl+tcdYTMyCPRPn9OsyKNafN\nEWa8g0jHdL4CJem8GCANFwisqm9JbEaW5lRnS/IsYzydcHq65N7dM6bTMU899SRC+gv9mUeowSgl\ndg+I62OESfB2hM4LknKMSlKS0QSdjyAtiAJiDCD4vn4n2oAxiAg4j2oYHv4/+TR3f+1X+OP/+b/l\n5/7V50iTnMXihCTJSDPF//m5L4FasFGOyfUDRJZwtF6QMLBHQ+DBx7vIr9D3nJ2corVmd3eX1WqF\nF4LeBVSW0UvJfGeX6WyPohhx48YjaD1UnEmSYKRnb1ZSVdUApwiSLEh20pKDyYT9cgeVpASpeOaD\nH+C8qWgl+BDo+p7YdyhvWfYOOylp2oqm2eBcP1DVlWS1WiGEYB0qWtGR5zllWT7oY4p3c8vT/EHl\nube3x3PPPcfR+ZpWTzGt58AU9PfOqVcLfFOhgsNt60Hicrri0rjAGokeQbob0HlORLAz2cM1Q1V2\n9cZDKL1BIum2KfuZJO3X5LLi8qWCNra0myU3HnoMJRMmkx1m4wl1G1EypSymSGXwKE67inRvxvTq\nJXrvMBennyzLSJKh11dVFROTsluM6aNkvndAPh0jteLw0UusNse01Tnvee8zbOqGT37yk5RlCQze\n8Twf2i91XT9QFkRA9J4ukbhEEUcpIDAmGZ5fIVACgorYskenmuuP7THfn7J/5RKnTY0iUkxL2q5G\nxjCE/KnhNKm1Hvi2zlFMZ4TasycKqs2CVMGo3CUGS+8abKJQaoBveO/xfylW0f8PaEUhDFkwsnVs\n+hVWDdnaiJbV4pwoA7MrB/Suw3crUjNGeE3wA/VbbBRIiZ4XCN9R7CXU0dG5iBnv4r2nfrfJvGmw\nEqJ3rF1ATifc7xxmukenPbJ1jGNOFXq86gnliBgCmU3oEQjh0V4/eN1XrlxheXfFPN3BhB4TGqL2\ntK6nd4ZVvcVIQdU2zPZ2ULbAbzc8fPkyi8WCw2tXmY4SRvmY9eKY6awcomoTPeDGLtoP/vgmrhNI\nvySmUzpdDFIsNUzOhYBoLMJXRCQ+BDTDgyqShBgiIsSLClMPvVEp8PSYe2f4piPLFUenr1GOMuqq\n53de+h4gGHcC4TtC3dAUJbsHu6RREpWi9YNtL4YhEA5ASo0KsF6vme3tkWUZMXTUvadAMcpLztcV\n13YvMZvv0fc9b7/9Nju7c7bbLfUalLTs7OwMD4hRZOOSqCVZWVBtPVcuT+nrhvu373Aw2mN/us+3\n7t1jsV2TpxmxgzQO+UsmFQgJxgp6hhNCYhL6PmJ9wIhACIHNes14PEeEgXHphaaPDqRkd3fABPZt\ni0OR2gqpEqQYcrUnWXYhiQNjM/o2EKXGyQ60Zs9KHisTPn27wU0nKL8kEwF8YN1U1KuW7WLFKDd4\nJ7E6RVpPOVQSuEQMPcq2I9GW3hj03gGNlBy5wGi2QxQSEwW7owldVSOtwdhBohdjZGdn54Iz2+K0\nIM8S/DJyvlzjczWcZEyJUTmTdM50d5+6e4eHHnqIul7Sti2JHILr6rpGCEFywa0NUmCCpnWBarmm\nXm2QwmL0YELw3tP5itmlq/R9OZCKcIRQsTjf0q17xNzilIPQEftIcTDn7OwMqdMH0jXvPW3reO3e\nHZ71HW2zxXgBGqQaNmwhhvbLpUuX6Jo1KDmoS37A60d+wZRSEn0gJposSvCe3knarcPYEbJumWQF\n220gpiOabSQdDeQaJRQiKPrzM7o2R4tA405IoiW2Drsc0hzn8z3u3b3FAcPkt2kalJXEdWSWZjS+\npzHD1B0apLU4AeF8gdUGpTqElFSdojhfD75qPB/91E/z4u99nU3dcbruaWVCnkhs7MinY2wakV1H\nXhRUEcJ2yWmzIT23/JPPfJHpv5HxNz71CU5P1rzvuQ9x961XqLuKwij66LC+I7n2Xk4+/b+yuLtg\n/+CAYjanK0vEaIq5dhUfM4KQGCHxMUO4Di0VsYtEbUAPQJIYLJgCITbgVoT+DN14dK6h63nmyQ/w\n1W98g4O9hP/9M5/j4+95mM8CxJTOD5lEfT1UAlXXkiiBCgH6iFDqYsEUICURRZ5lQ3xr0NT1OdOd\nEeM0xyJRtNTrFXlSYEzC4eG1QUOajzBJDU3DrVu3ePz9z7PZbimKAuc9SSNQnWeUF9xbrbmzXnJj\nMuZkPSyUB4dXsKZkXd1FpprQCZyS+C4iO4VJBC4K+ugRImLVUCkrZ8hNQbXckowKYvSIYFAqQows\nl0vKsuTg2lWUjhASDNDXFanRKOERUuBcz6Y3vLwdInOfyEqS7Yarj4yYjxXz2RH/0c//DS5PDzh4\n7DoQEdJx884SmSfE3FI1CqxC+hFnvsGkYzpV4bxnPB6hYqBqoVWSfG9GJjT3buYYnWASzTgrOTs+\nYlKUvPnGG0zSyN5sn+nBDtqk7B/u0FVrvNDceOIxto3j/r17uDbgqiVo6KVDWIGVgrKwOFdQZALX\nC4QHZc1QAUoIfYvNC9pmkHHdOrkLiWQ2HmFwZCZn6VZcvXKJ++/cZjYbE1Ugz/ZRquekOibRnrGQ\nRNfhgqTMJhyvGwKWsTKsm4YmDLCbPnTsjEoeeuw6337xG4jJLv1mi7U5bRupu57JrMCrOEjJovxL\n5ZL/6B/JI6RYaGuEiQQTQHh86Mhzi008LjYoY5FiQFd5z5DuJ4Zm9Db0aByJtMjoB2lBoel7xWLR\nsFgt6VzPeV+zwSFGGRYJnWPdbAgyMibF1BHZ9OiuZ6QT0hAQbUOzqImNI243CBwh9oAihpS62RBi\nTzpJ8W1FqCsmaUKzXBBPF+jQM7KRxWJB13j2Zwf4atgNn3r+Be4eH7Hcrrl9+/aD41PXddgkIG68\nlzd+9Zf5zqs3ubNxvHyy5huv3eWlr73Iybe+zZu/9qs0r34bQ89iMQh2ozKgLUEOhBwhDZiEwJq4\nOoH6PnHzJvfeeY3vvfkaIlPYSUI6Mty4tk+3bfjY0w+zszs4XtdKsJU5J63AmwSnDK0e9LHvCrHf\npcQAcPE9yLygDbCoW4p8glIJy21N1TrKYkLXeWpXc7I8AQPSaHSW4JqOncmUp556aohfyEqyrCRG\nSUg0nYLPfOYzA3dgOuaZ55/j0tUrlGU5HDn7FmkNMnbIIJCJIGroRY/33ZAJpFK8F2yjGxiXnSBL\nSoRNcb7BJvKBTRfg4OAAIQS3b98e/OwXVJ4kSQb1grS0Djwak6eECzPD/c2C2AUevSS5drhivwx8\n+KefZZNGOpsQI/hQ8fB7LlFmOfPcM8tSZNfge0diLFJF9g/mRONZVhtMNqIYzdmZjCmbmnHXkuHI\n0pTR9IByukNWFsQYeeihhxjPZ5ytl9TbYai0fzBl5+plRvs7tELhbcLhtYeZ719GBc3LL72Mipr9\nw8v0BMZ5MUio4jDYE9JRKJBtIAQGgXlVDZQgoTm5dQfVeRbrFY7AtqtIZcnJ8YK+iywXFc451psz\nlosNwUuqIFk0PffPVhipCO0W2TXkmSEmkdE4wQRQnefS7gwjA329HabxdUOWZQ8GR9ZaYuewUqEi\nQ3X6l5iS/8hXmEIISCXCpawrR5bl6FQwBDAO8ZuhAScCJi9RfYOKnl4ZTD7C2jNGk5L+BDKTULkU\nbTxxG1k2Pfk0p23WTPMS2QypeaFtqKuWUZajUokjsmxbVO8Zq4xV43BpwMVIiiKYIZ9Fy462c8g4\nKLvKJKNpOrb1Ch0CO1cP6Y/fwocGYzICHu0Ei6Mts+mEDEtoW5QddrxxnnPv3oLgK8rpe+nPGlzT\nY8opL/3JH/Lif/Npbt+2/MSHfgp94wZMx8P5u6pp79ymPz2mv3tESFKmV28QhcC7iBABlViCDEjn\nCNv7nLz4Iq9/77vcvHMXpUa8de8+CRWX93d45Pn34yQ8894n+Af/22/wMx98mnZxCkDbtmRlQRgn\n5EohpMc5TSca8twySG0TQnCDekMEZOLpReTq5X0ef/xxlm9+HWvGpNkIJfQwqIgS4SKZThAu0roW\nhGY8njMqp2yXK4pyjI6DlzgvCqzRzC/vkpuMdFTw1z7yEygdKUZTJuNdtIr0sccmhq72TMdj+vaU\nzI7o+x6bDgyCtm7R2tD5SJCKNgR8XRFiRPrAutmQqhyhMggKxJDwmI0zlqeniEyie0VQgjTP2G4a\nxpNh0u/TjHi2IrjIw5cOWR69zIc+8ALZTPB/vfh5lP4wz37oGtvlbe7depPlvbf5zVdf4Tf++W+w\nPFtSzAumtqBerYnR0tJSvb3i9z/9W7z3iSeY/bW/xqYKzEdzrLQoKdhWp/h+S9CGnVHOm2/VKKXR\n0hBUQpaWTGc50+mEs9MFSWZpGsf+bI8Xv/Ylrj90DZOC6OBg9zpRRA73HkKLZjh12RYpM9qmp2sd\nZVEAHU4GtJS0vcHjkXjKch+TRM4Xp3S+IwoI3hGlRkaNbyVtp0ljw2LTkqQlNtEIo6mrnmysiP3A\nsG23zdBEMgFBT1AJQihcp8hyhRQRVDIYJVSCEB7nPH3wdNuaqD1C/0BS8AfXj/yCGYnDw5xYtJII\nIfE+EoOgbRwhSryW5MbgabFS4zuJQdJ3HV3wKDvmTFQstg2GjL7pESIhK9xQYxvNqvYkcaiCrLVY\nkeIQhG2PE5GKlkJbVtKzbGp27ZR0NILekwpN4zzeWFRi0QGiAjsqaFzP3ZMjsizj7KJB/W6srUpy\nApFJOaFqOzb9kqIoOBjPAThdL2nCllIavvWnX+BTf/1fR3lDsz3j7ltnfOKTP0Oc76GuXqVPc96V\nqbuJRU9GqPAEerul364ImxXBJghjEF1P9IGuW7G99SbnL36JcrJLdw7PvuejXL2xx/FiTajP+cJn\nPsfv/vPf4voj1/lb//Ev8J/+/b/L1/5M014E3eZak3Q1Tb2msjnpfIJKA0YneO8YlUP155wbqk1p\nqKue8WjOe554iq/8we9dtDoAUaPUIEDP0gKbpEPfsq6Zz+ecnp6irOG3Pv27bBeLIUZCgko0xkoE\nA6hjNJ8irWF1dsL5cstscglpE5KgyExCVy8QRnO2WlLONa3rmWYFKhqE0KhsqB5zFEpIOgJORNSF\nTrAQKaPMctZtaNua3jUIDVlWUhYTfFMxLocYWxGHSrPrOvI8ZTItSI40WZbThCWta1FlBC3ZPZBE\n7/ndX//H/Oo//R94/qmP8nuf/RPatcNO54wuH2LaLesA2WTCyXmFyUrW55EvfuUWX/3qy3zuM3/E\nzs4OH3rhBa5evsHOdH+orJKESzt7zHZ3uH//Pi+//had30LfgW1Zbxacf2/FE0++j9u3bxPaNS9+\n5tPcfOVlfnt7yjPP/xhaa+7du0fTNAM53Rq22y26bVE64nxDOSoRUQzDsW5DUAMxXWv9F4YukXZb\nk9kEaQ06sRAjfV2jE0tdCWKIDyhFQkl83TJLU5xwZPMR/dazuztntd0QYg1a0fie2XjEtmuo+paj\n05soP+iSjTHIAKMs0OeaVVPx8rdf4qlnHv1L4Yp+5BfMEAJV2wIJ3g9HIKXU4GYRGp0ZghhurA6R\njWvZhsh+HG64d4LDa9eo2ltUm0gsPF0tmBo1VAdWIyOoNNIFSRc7fG5w1ZBcF8SQF61FxyoqjNKM\n8oJKKrL5jG23oQkgpcWGyPxgB6IlIkBrxrtzxqM5hS3ZP3ySrj5D6JpOp6yrLTtZRhcrTIiMRjnG\naPqLTe+RR5/gN3/lixzu7PLB5z6MFRM21Sk7f/1vc/ZrNd3uhOTaFYKVmOjpUajo0ETwkVYrYjlF\na4d3AaMkou3Ad4QIRrbMVcro6Rewlx7j4G9OiWqI6EiFQzUtDz/1fv6XX/7HfOazf8Dv/Nc/zxe/\nvELGlJgMi1zYrmjTlCSfQNcQfU9uC6LzaFlS9w6ROULsEDJClHzg4z/J1z/7FT79B3+ITzWISCIL\nvBeoxLJcrjmc7tLHMLg1Est2UzEeTej6lo9+7Mf5vV/9Z+TZhG21YqSGhXW2u0NT9yQmRUn4/Bc+\ny0c+8hGcbzg+PeLRw0OqqqIwBhcDxiZY4ZBK0Mt+YKZ6qGWLRuGMJHQVVqd4FUmUoncVUo05PT9D\nzwDRU7WAUhwcXiUE6A2o3LI5W2KkwgLbzYq0sKwX5+AjWgvmmWH+3gPCRhOVZCSv8drn/ykv/s63\nee7Gx/jG179Dlo95fH/Enftv8MyjT3K+ydh2Kd3ZEcp6DClKLCmSFGUL3ll5Xju9T73+Gs88c4qT\nmsN9iC4iypS3br5NdXzMZn2OErBbFvRnK44WZ1w+fJiv/tFneO2lP+N8cYfQtrRNwMueVb3iA+97\nP5uzwFb0mHJEV61QTpDaoeWQpvnAPVVyyHRSBRJ5gcdbsbdznbfffIntsqKbT7CpRgrHj33kfYTe\nEW3EV54ueAKRXFuazZZNP5wiROJRvaeuVkySHc5XW5JMIL2hUIKuawgmYouEttOARCoGolZXU9gc\nFQJd27A/nTJ9//sJf9VC0KQQzLKSNvQDfqttydOUdXB03qERuK6n1qCkZ7vdopJB7mGMIckgtEvk\nckvSScymQwDRd3g99NdSKwmdZ4Sidg1xFdhNJ6yqLVvvSFzE5AEpDI1IcS4yq1JaGdGhZSYCSZLQ\niBRbDb5ayDA6Z/fSVW7efptiP6eioKHFt4L9ccZZ7bHGkCAo5xP2pxNOT0/pBzYEX3/xqxTFiNl0\nl8fe8wST+Yzl5pSbv/4rpI++l2R3l9i2yCBp/ZYkU9A1+N4TRYK1I3rtEWhojom+JUYzeIO6CrE8\nol8usE+8n7A39CQFAnkR7NVXnmRnwk/+5E/y7/6j/56nn/zbHN64ztHSsXj7NQCcSUlNSucDfYS5\nyQYEn1T4xEPnmPajB73MPrY889zT/Mkffo5HHrnO0ZsvYS6SBt8VussiRZc52g1/tlwu0Vo/mLRf\nvnwZpy3SaA4ODh5U7DAMCcty4B6qoJmPdthsNuzN5vRVc4FiayiVoW0cOM84KxBC0vU12agEJxFx\nOKFoJOvVguJgD+HDAyupNTltt0UjKGzKerHENYEk26E6O0eGyASFNhIVBEVRsNlscEmCkYpms6aT\nGSw8n//mTZZkvHHX8t1f/DzZdIdXvvltTAiouOX+eUc2vcKTT3+Cuydv8MZrL7NOAm6bsm7XHOzs\ncro8o1mvMFmCw/PGO0d4JZiMC7785Zt85aV/n2L0Hv7u3/k3ef3tlCigTHNUptgsHb7e8tWbn+d8\ntaTZVsPiQ8CkimW35WB3nzRKFl3LoR1RakP0Bb2CXEl8O+SKD/IxjxBDxZeaFOsDiJTVaoW1lsXi\nDuP1mCIZmLFRKZBD/pC3HVqKgZLetKAV0ySip0PbpEhmBN8RZGDfFmy3NTo4tMpxrudSMUG5SGIt\nMQgECiEDUYKXjvW2IZ0VwABfcd4R/yoJ1wPQ4B84Mt4lx7xbgjfrLQJY1ls2TTX4m318oClrayjU\nBJFA1decb1Yk45IwSgkyImKgrQO5yfFtIJMJOmrO1jXC5syvXCNJR+h+jHYTpj20oWPVV1TbNcF1\ndD20XURbQ9MPEZ8hRKTJiAyyF9VX5ELjYkOuS/r1gtKDrmoyJZjvDOSY0WjEhz76EQAEHqMznnzy\naaQZgq92Pvlvce39H0BfOURMLyPHu5AVJOUEVAnZLi/+T7/E+Z2X8f05iADRICuQjYDgIXT0wSB6\ng0knhJ2S2FWEeoVoztie36benJAkDlLDpUuX+P1f/M+xecmdo/vsTGdMxoPerhWKE99y7BqKvV2c\njw9gz2q9JTOWRsgHcQlGCH7pv/yvwEpOTo85vnsbgNFoRHLhMy+VRXcDPPf4+JgkSUjT9AEgeLPZ\ncOnGw8Q4KBpgOPa+K2cxxnB6esrP/p1/m9fv3+Ht0yM2wlPp+EB+Es1wutBS4bqe4DxJYhAy4myL\nLAMxd/SmYToe024vYh0u2ipJkqO1RSHI0pSvfunLXLs+wckWqw3VekOvHDoMz+G7bQeXKMykZGjn\nWmw25Y9eafjsVztefmdJ7yLfffU259stJ9WWEGck5YydK3N+5Td+mbPzU65deoSR2mG/yJnqlD6G\nB+wEGOKDN13kZFnzne98lx9738e59b0TvvvlP+Wf/NIvcnrvDKEUqTZU3QYXJWf3Tzm98w5n929R\nbxdYrRgJg+0b8hA5Xa54884tzmI7+PVHM47DApnaB+6pqhref13X0TQNJkvZNDWdgny+i5SSqqoe\nOI/ehUqfbVY4BF3TDdHHF8OyJEuRRmNHU5yyyFRTh4YmdAQvqaseISJd31BXHTbRuBjY+o7WDDE2\nwV/YhmOk9jUqTem6bmglaD2Q9f9KVZhEEucG6WWUaGXZNltyk9L2HdGqgXotDSF6ykmCi3YI0UKC\nCJhCQhXYsQmtjvjQDg4bNzxkp7GmiWB1jwwSlMCUliAlpmmIBFyuCL7Dh56RFxhtqAVEHHk5HuAG\nTc9oNtx8qSDUNeSCbtnxwY//NMvjc46/8n8jM4dYO9bRY5wnb1Mu7e+ivKXttuwUY2Ag2exfP+Cx\nJx9lVO7g/SCKd/MxvUkxZ7d56w9+nzLfY37tMbbGkOb7fJAlhH4wb0t7cR/5vl8twHe+QNv0pGcb\nSFNu/eY/4+aLX2MTe6499wJP/SsvEMsR6WSXpx96HKzlS1/9EsfrkyHcDLAhUARJva2JcoksLG0j\nGY0TknRE9AHpOvouElDI0NPFloPiKquqI9oU33WstyvUeI7JRvQxEAQgFAeXrrDZbGibLUmWcnV0\njbpac/PlV/jpv/mzA0qv7diZzqjdgPgblRO61nF+/4jt8TExerql4fADP4aPYThCtjV937OTpkgc\nZV7gpMeEntQ1CN0zjgmN0PRGIvtILyLGjhBqYJkWeUHV9CgEP/mxj/H2916lOauIVrN1PaW2SGNQ\n2lGkBX3d0NY9hZE0IUMZDTHyypHCJpK8mLDYNjxyuENTO7TIube8T5+MuXu/YpLtcbAzJQTHw+97\niPv3cqq33qGvGvqLFAItFVdnl4cNK0bKcpff/sIfk+Upq3rJt777Ns8+NUZlE964fZPpyIIyrC8y\n5ctkjDSKrm5ojaJqIS0KhHdceugaf/Tpr0GasWMTkq1HtBErFctmdaEcCAiVINXQk5RakiiFr7ek\n+QhlR4Rkw/n5OU/eOASbsh8znBcoAzqxNO2GGDzBSzJrELRY4QjRI42hdg6TSFzVXCi9svv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WtUpWNdTamWJQ9Wc9LRJgUJRKKXAckdgi/xw5hWDPtlxV7E6bwkcilJkqCHktqfYbqAGg2wpSYM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\nGqq6ppzmRImga1eYvqPMJ1SbNeMwkugCO3as1ueMrufyfEndNThvSbMEB1y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OQ6HeXq4w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XaX53zFzWM++ulXqcprnDeBW7ceo65rstzx8u1zHr8543g24eK1V8mqCWQF2veE3Y4bjz3K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T4q2mEh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\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bbE8v0LSnVDqhM44eePa4ZVJoDvamXHpI81UPbfO2N38jH/n448xbS/AjVDzlxJX80W99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\nE+Y5znGOc9wl/l9O1OROkI7dZgAAAABJRU5ErkJggg==\n",
+ "text/plain": [
+ "<matplotlib.figure.Figure at 0x7f8b30072810>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "yaw, pitch, roll: -15.0 22.5 -0.0\n"
+ ]
+ }
+ ],
+ "source": [
+ "idx = 54\n",
+ "\n",
+ "mat_path = '/Data/nruiz9/data/facial_landmarks/AFW/testimages/anno_compat.mat'\n",
+ "mat = sio.loadmat(mat_path)\n",
+ "mat = mat['S'][0][0][0]\n",
+ "\n",
+ "stats = mat[idx,:]\n",
+ "img_name = stats[0][0]\n",
+ "\n",
+ "img_path = os.path.join(DATA_DIR, img_name)\n",
+ " \n",
+ "img = cv2.imread(img_path)\n",
+ "\n",
+ "bbox = stats[1][0][0]\n",
+ "x1, y1 = bbox[0]\n",
+ "x2, y2 = bbox[1]\n",
+ "\n",
+ "yaw, pitch, roll = stats[2][0][0][0]\n",
+ "\n",
+ "yaw = float(yaw)\n",
+ "pitch = float(pitch)\n",
+ "roll = float(roll)\n",
+ "\n",
+ "yaw = -yaw\n",
+ "roll = -roll\n",
+ "# roll = .0\n",
+ "# pitch = .0\n",
+ "\n",
+ "img = cv2.rectangle(img, (int(x1),int(y1)), (int(x2),int(y2)), (0,255,0), 3)\n",
+ "utils.plot_pose_cube(img, yaw, pitch, roll, (x2+x1) / 2, (y2+y1) / 2, size=200)\n",
+ "\n",
+ "img = cv2.cvtColor(img, cv2.COLOR_RGB2BGR)\n",
+ "\n",
+ "plt.imshow(img)\n",
+ "plt.show()\n",
+ "print 'yaw, pitch, roll: ', yaw, pitch, roll"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
+ "\n",
+ "for idx in xrange(mat.shape[0]):\n",
+ " mat_path = '/Data/nruiz9/data/facial_landmarks/AFW/testimages/anno_compat.mat'\n",
+ " mat = sio.loadmat(mat_path)\n",
+ " mat = mat['S'][0][0][0]\n",
+ "\n",
+ " stats = mat[idx,:]\n",
+ " img_name = stats[0][0]\n",
+ "\n",
+ " img_path = os.path.join(DATA_DIR, img_name)\n",
+ "\n",
+ " img = cv2.imread(img_path)\n",
+ " \n",
+ " bboxes = stats[1][0][:]\n",
+ " for idy, bbox in enumerate(bboxes):\n",
+ " txt_path = img_path.split('.')[0] + '_' + str(idy) + '.txt'\n",
+ " out = open(txt_path, 'wb')\n",
+ " x1, y1 = bbox[0]\n",
+ " x2, y2 = bbox[1]\n",
+ "\n",
+ " yaw, pitch, roll = stats[2][0][idy][0]\n",
+ "\n",
+ " yaw = float(yaw)\n",
+ " pitch = float(pitch)\n",
+ " roll = float(roll)\n",
+ "\n",
+ " yaw = -yaw\n",
+ " roll = -roll\n",
+ "\n",
+ " out.write(img_path + ' ' + str(yaw) + ' ' + str(pitch) + ' ' + str(roll) + ' ' + str(x1) + ' ' + str(y1) + ' ' + str(x2) + ' ' + str(y2) + '\\n')\n",
+ " out.close()"
+ ]
+ },
+ {
+ "cell_type": "raw",
+ "metadata": {
+ "collapsed": true
+ },
+ "source": []
+ }
+ ],
+ "metadata": {
+ "anaconda-cloud": {},
+ "kernelspec": {
+ "display_name": "Python [default]",
+ "language": "python",
+ "name": "python2"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 2
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython2",
+ "version": "2.7.12"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
diff --git a/practice/vis_LS3D.ipynb b/practice/vis_LS3D.ipynb
new file mode 100644
index 0000000..06a8c05
--- /dev/null
+++ b/practice/vis_LS3D.ipynb
@@ -0,0 +1,127 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
+ "%matplotlib inline\n",
+ "import numpy as np\n",
+ "import torch\n",
+ "from torch.utils.serialization import load_lua\n",
+ "import os\n",
+ "import scipy.io as sio\n",
+ "import cv2\n",
+ "import math\n",
+ "from matplotlib import pyplot as plt\n",
+ "import imp\n",
+ "\n",
+ "utils = imp.load_source('utils', '../code/utils.py')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
+ "TRAIN_DATA_DIR = '/Data/nruiz9/data/facial_landmarks/LS3D-W/'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "/Data/nruiz9/data/facial_landmarks/LS3D-W/300VW-3D/Trainset/001/0071.jpg\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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JBkIlCYktOBwNy9HQPJMXv/cCh/KvQeu4FADakeLol0oGf6HVOSvy+Dmb1tqP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hGPx0kkXApPTdMIhUJkMpmAa/dQSWtr6z6V8V9kTzmsKmP35rP1FVi5XCYej/Pss8+yY3h3w2/N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\nRU5ErkJggg==\n",
+ "text/plain": [
+ "<matplotlib.figure.Figure at 0x7f87f02aaa50>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "idx = \n",
+ "\n",
+ "dir_name = '/Data/nruiz9/data/facial_landmarks/LS3D-W/300VW-3D/Trainset/001'\n",
+ "img_path = os.path.join(dir_name, sorted(os.listdir(dir_name))[idx].split('.')[0] + '.jpg')\n",
+ "print img_path\n",
+ "img_name = img_path.split('.')[0]\n",
+ "\n",
+ "img = cv2.imread(img_path)\n",
+ "\n",
+ "annot = load_lua(img_name + '.t7')\n",
+ "\n",
+ "# yaw = float(annot[1]) * 180 / np.pi\n",
+ "# pitch = float(annot[2]) * 180 / np.pi\n",
+ "# roll = float(annot[3]) * 180 / np.pi\n",
+ "# if yaw < 0:\n",
+ "# roll *= -1\n",
+ "\n",
+ "# utils.plot_pose_cube(img, yaw, pitch, roll)\n",
+ "\n",
+ "img = cv2.cvtColor(img, cv2.COLOR_RGB2BGR)\n",
+ "\n",
+ "plt.imshow(img)\n",
+ "plt.show()\n",
+ "# print 'yaw, pitch, roll: ', yaw, pitch, roll"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "raw",
+ "metadata": {
+ "collapsed": true
+ },
+ "source": []
+ }
+ ],
+ "metadata": {
+ "anaconda-cloud": {},
+ "kernelspec": {
+ "display_name": "Python [default]",
+ "language": "python",
+ "name": "python2"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 2
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython2",
+ "version": "2.7.12"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
--
Gitblit v1.8.0