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Title: GitHub - codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection: SSD: Single Shot MultiBox Detector | a PyTorch Tutorial to Object Detection

Open Graph Title: GitHub - codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection: SSD: Single Shot MultiBox Detector | a PyTorch Tutorial to Object Detection

X Title: GitHub - codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection: SSD: Single Shot MultiBox Detector | a PyTorch Tutorial to Object Detection

Description: SSD: Single Shot MultiBox Detector | a PyTorch Tutorial to Object Detection - codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection

Open Graph Description: SSD: Single Shot MultiBox Detector | a PyTorch Tutorial to Object Detection - codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection

X Description: SSD: Single Shot MultiBox Detector | a PyTorch Tutorial to Object Detection - codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection

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utils.py	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection/blob/master/utils.py
README	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection
PyTorch	https://pytorch.org
a series of tutorials	https://github.com/sgrvinod/Deep-Tutorials-for-PyTorch
Deep Learning with PyTorch: A 60 Minute Blitz	https://pytorch.org/tutorials/beginner/deep_learning_60min_blitz.html
Learning PyTorch with Examples	https://pytorch.org/tutorials/beginner/pytorch_with_examples.html
Super-Resolution	https://github.com/sgrvinod/a-PyTorch-Tutorial-to-Super-Resolution
Machine Translation	https://github.com/sgrvinod/a-PyTorch-Tutorial-to-Machine-Translation
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#contents
Objective	https://github.com/sgrvinod/a-PyTorch-Tutorial-to-Object-Detection#objective
Concepts	https://github.com/sgrvinod/a-PyTorch-Tutorial-to-Object-Detection#concepts
Overview	https://github.com/sgrvinod/a-PyTorch-Tutorial-to-Object-Detection#overview
Implementation	https://github.com/sgrvinod/a-PyTorch-Tutorial-to-Object-Detection#implementation
Training	https://github.com/sgrvinod/a-PyTorch-Tutorial-to-Object-Detection#training
Evaluation	https://github.com/sgrvinod/a-PyTorch-Tutorial-to-Object-Detection#evaluation
Inference	https://github.com/sgrvinod/a-PyTorch-Tutorial-to-Object-Detection#inference
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	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#objective
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection/blob/master/img/baseball.gif
Single Shot Multibox Detector (SSD)	https://arxiv.org/abs/1512.02325
here	https://github.com/weiliu89/caffe/tree/ssd
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end of the tutorial	https://github.com/sgrvinod/a-PyTorch-Tutorial-to-Object-Detection#some-more-examples
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#concepts
a technique	https://arxiv.org/abs/1312.2249
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#overview
Implementation	https://github.com/sgrvinod/a-PyTorch-Tutorial-to-Object-Detection#implementation
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	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#multibox
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	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#base-convolutions--part-2
shown previously	https://github.com/sgrvinod/a-PyTorch-Tutorial-to-Object-Detection#base-convolutions--part-1
decimation	https://en.wikipedia.org/wiki/Downsampling_(signal_processing)
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	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#auxiliary-convolutions
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection/blob/master/img/auxconv.jpg
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#a-detour
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#priors
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	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#predictions-vis-à-vis-priors
Earlier	https://github.com/sgrvinod/a-PyTorch-Tutorial-to-Object-Detection#multibox
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beginning of this section	https://github.com/sgrvinod/a-PyTorch-Tutorial-to-Object-Detection#a-detour
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	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection/blob/master/img/predconv2.jpg
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection/blob/master/img/predconv3.jpg
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection/blob/master/img/predconv4.jpg
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection/blob/master/img/reshaping1.jpg
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection/blob/master/img/reshaping2.jpg
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#multibox-loss
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#matching-predictions-to-ground-truths
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection/blob/master/img/matching1.PNG
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection/blob/master/img/matching2.jpg
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#localization-loss
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection/blob/master/img/locloss.jpg
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#confidence-loss
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection/blob/master/img/confloss.jpg
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#total-loss
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection/blob/master/img/totalloss.jpg
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#processing-predictions
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection/blob/master/img/nms1.PNG
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection/blob/master/img/nms2.PNG
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection/blob/master/img/nms3.jpg
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection/blob/master/img/nms4.PNG
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#implementation
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#dataset
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#description
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#download
2007 trainval	http://host.robots.ox.ac.uk/pascal/VOC/voc2007/VOCtrainval_06-Nov-2007.tar
2012 trainval	http://host.robots.ox.ac.uk/pascal/VOC/voc2012/VOCtrainval_11-May-2012.tar
2007 test	http://host.robots.ox.ac.uk/pascal/VOC/voc2007/VOCtest_06-Nov-2007.tar
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#inputs-to-model
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#images
This page	https://pytorch.org/docs/master/torchvision/models.html
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#objects-bounding-boxes
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#objects-labels
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#data-pipeline
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#parse-raw-data
utils.py	https://github.com/sgrvinod/a-PyTorch-Tutorial-to-Object-Detection/blob/master/utils.py
utils.py	https://github.com/sgrvinod/a-PyTorch-Tutorial-to-Object-Detection/blob/master/utils.py
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#pytorch-dataset
datasets.py	https://github.com/sgrvinod/a-PyTorch-Tutorial-to-Object-Detection/blob/master/datasets.py
Dataset	https://pytorch.org/docs/master/data.html#torch.utils.data.Dataset
Evaluation	https://github.com/sgrvinod/a-PyTorch-Tutorial-to-Object-Detection#evaluation
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#data-transforms
utils.py	https://github.com/sgrvinod/a-PyTorch-Tutorial-to-Object-Detection/blob/master/utils.py
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#pytorch-dataloader
DataLoader	https://pytorch.org/docs/master/data.html#torch.utils.data.DataLoader
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#base-convolutions
model.py	https://github.com/sgrvinod/a-PyTorch-Tutorial-to-Object-Detection/blob/master/model.py
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#auxiliary-convolutions-1
model.py	https://github.com/sgrvinod/a-PyTorch-Tutorial-to-Object-Detection/blob/master/model.py
uniform Xavier initialization	https://pytorch.org/docs/stable/nn.html#torch.nn.init.xavier_uniform_
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#prediction-convolutions-1
model.py	https://github.com/sgrvinod/a-PyTorch-Tutorial-to-Object-Detection/blob/master/model.py
contiguous	https://pytorch.org/docs/stable/tensors.html#torch.Tensor.contiguous
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#putting-it-all-together
model.py	https://github.com/sgrvinod/a-PyTorch-Tutorial-to-Object-Detection/blob/master/model.py
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#priors-1
model.py	https://github.com/sgrvinod/a-PyTorch-Tutorial-to-Object-Detection/blob/master/model.py
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#multibox-loss-1
model.py	https://github.com/sgrvinod/a-PyTorch-Tutorial-to-Object-Detection/blob/master/model.py
Smooth L1 loss	https://pytorch.org/docs/stable/nn.html#torch.nn.SmoothL1Loss
Cross Entropy losses	https://pytorch.org/docs/stable/nn.html#torch.nn.CrossEntropyLoss
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#training
create_data_lists.py	https://github.com/sgrvinod/a-PyTorch-Tutorial-to-Object-Detection/blob/master/create_data_lists.py
downloaded data	https://github.com/sgrvinod/a-PyTorch-Tutorial-to-Object-Detection#download
train.py	https://github.com/sgrvinod/a-PyTorch-Tutorial-to-Object-Detection/blob/master/train.py
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#remarks
separate groups of parameters	https://pytorch.org/docs/stable/optim.html#per-parameter-options
SGD optimizer	https://pytorch.org/docs/stable/optim.html#torch.optim.SGD
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#model-checkpoint
here	https://drive.google.com/open?id=1bvJfF6r_zYl2xZEpYXxgb7jLQHFZ01Qe
loaded directly with PyTorch	https://pytorch.org/docs/stable/torch.html#torch.load
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#evaluation
eval.py	https://github.com/sgrvinod/a-PyTorch-Tutorial-to-Object-Detection/blob/master/eval.py
this process	https://github.com/sgrvinod/a-PyTorch-Tutorial-to-Object-Detection#processing-predictions
here's a great explanation	https://medium.com/@jonathan_hui/map-mean-average-precision-for-object-detection-45c121a31173
utils.py	https://github.com/sgrvinod/a-PyTorch-Tutorial-to-Object-Detection/blob/master/utils.py
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#inference
detect.py	https://github.com/sgrvinod/a-PyTorch-Tutorial-to-Object-Detection/blob/master/detect.py
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#some-more-examples
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection/blob/master/img/000029.jpg
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection/blob/master/img/000045.jpg
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection/blob/master/img/000062.jpg
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection/blob/master/img/000075.jpg
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection/blob/master/img/000085.jpg
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection/blob/master/img/000092.jpg
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection/blob/master/img/000100.jpg
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection/blob/master/img/000124.jpg
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection/blob/master/img/000127.jpg
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection/blob/master/img/000128.jpg
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection/blob/master/img/000145.jpg
	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#faqs
you can calculate	https://medium.com/mlreview/a-guide-to-receptive-field-arithmetic-for-convolutional-neural-networks-e0f514068807
what's in the boooox?!	https://cnet4.cbsistatic.com/img/cLD5YVGT9pFqx61TuMtcSBtDPyY=/570x0/2017/01/14/6d8103f7-a52d-46de-98d0-56d0e9d79804/se7en.png
Readme	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection#readme-ov-file
Please reload this page	https://patch-diff.githubusercontent.com/codeeaaaater/a-PyTorch-Tutorial-to-Object-Detection
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