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Title: DeepLearningExamples/TensorFlow/Detection/SSD at master · codeaudit/DeepLearningExamples · GitHub

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Description: Deep Learning Examples. Contribute to codeaudit/DeepLearningExamples development by creating an account on GitHub.

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DeepLearningExamples	https://github.com/codeaudit/DeepLearningExamples/tree/master
TensorFlow	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow
Detection	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection
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	https://github.com/codeaudit/DeepLearningExamples/commits/master/TensorFlow/Detection/SSD
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Detection	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection
..	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection
configs	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD/configs
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requirements.txt	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/Detection/SSD/requirements.txt
requirements.txt	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/Detection/SSD/requirements.txt
README.md	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#readme
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#ssd320-v12-for-tensorflow
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#table-of-contents
The model	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#the-model
Default configuration	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#default-configuration
Setup	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#setup
Requirements	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#requirements
Quick start guide	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#quick-start-guide
Details	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#details
Command line options	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#command-line-options
Getting the data	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#getting-the-data
Training process	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#training-process
Data preprocessing	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#data-preprocessing
Data augmentation	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#data-augmentation
Enabling mixed precision	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#enabling-mixed-precision
Benchmarking	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#benchmarking
Training performance benchmark	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#training-performance-benchmark
Inference performance benchmark	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#inference-performance-benchmark
Results	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#results
Training accuracy results	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#training-accuracy-results
Training performance results	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#training-performance-results
Inference performance results	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#inference-performance-results
Changelog	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#changelog
Known issues	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#known-issues
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#the-model
SSD: Single Shot MultiBox Detector	https://arxiv.org/abs/1512.02325
Feature Pyramid Networks	https://arxiv.org/pdf/1612.03144.pdf
Focal Loss	https://arxiv.org/pdf/1708.02002.pdf
model from the TensorFlow models repository	https://github.com/tensorflow/models/blob/master/research/object_detection/samples/configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync.config
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#default-configuration
SGDR	https://arxiv.org/pdf/1608.03983.pdf
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#setup
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#requirements
NVIDIA Docker	https://github.com/NVIDIA/nvidia-docker
TensorFlow 19.03-py3	https://ngc.nvidia.com/catalog/containers/nvidia:tensorflow
NVIDIA Volta based GPU	https://www.nvidia.com/en-us/data-center/volta-gpu-architecture/
Getting Started Using NVIDIA GPU Cloud	https://docs.nvidia.com/ngc/ngc-getting-started-guide/index.html
Accessing And Pulling From The NGC Container Registry	https://docs.nvidia.com/deeplearning/dgx/user-guide/index.html#accessing_registry
Running TensorFlow	https://docs.nvidia.com/deeplearning/dgx/tensorflow-release-notes/running.html#running
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#quick-start-guide
COCO 2017	http://cocodataset.org/#download
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#1-clone-the-repository
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#2-build-the-ssd320-v12-tensorflow-ngc-container
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#3-download-and-preprocess-the-dataset
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#4-launch-the-ngc-container-to-run-traininginference
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#5-start-training
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#6-start-validationevaluation
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#details
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#command-line-options
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#getting-the-data
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#training-process
Enabling mixed precision	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#enabling-mixed-precision
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#data-preprocessing
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#data-augmentation
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#enabling-mixed-precision
Mixed precision	https://arxiv.org/abs/1710.03740
tensor cores	https://developer.nvidia.com/tensor-cores
mixed precision	https://docs.nvidia.com/deeplearning/sdk/mixed-precision-training/index.html
mixed precision methodology	https://docs.nvidia.com/deeplearning/sdk/mixed-precision-training/index.html#tensorflow
Mixed Precision Training	https://arxiv.org/abs/1710.03740
Training With Mixed Precision	https://docs.nvidia.com/deeplearning/sdk/mixed-precision-training/index.html
Using TF-AMP	https://docs.nvidia.com/deeplearning/dgx/tensorflow-user-guide/index.html#tfamp
Mixed-Precision Training of Deep Neural Networks	https://devblogs.nvidia.com/mixed-precision-training-deep-neural-networks/
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#benchmarking
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#training-performance-benchmark
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#inference-performance-benchmark
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#results
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#training-accuracy-results
	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/Detection/SSD/img/training_loss.png
	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/Detection/SSD/img/validation_accuracy.png
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#training-performance-results
Quick start guide	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#quick-start-guide
XLA	https://www.tensorflow.org/xla
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#inference-performance-results
Quick start guide	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#quick-start-guide
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#changelog
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#known-issues
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