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

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https://github.com/feifeibear/DeepLearningExamples
DeepLearningExampleshttps://github.com/feifeibear/DeepLearningExamples/tree/master
TensorFlowhttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow
Detectionhttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection
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Detectionhttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection
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README.mdhttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#readme
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#ssd320-v12-for-tensorflow
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#table-of-contents
Model overviewhttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#model-overview
Model architecturehttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#model-architecture
Default configurationhttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#default-configuration
Feature support matrixhttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#feature-support-matrix
Featureshttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#features
Mixed precision traininghttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#mixed-precision-training
Enabling mixed precisionhttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#enabling-mixed-precision
Enabling TF32https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#enabling-tf32
Glossaryhttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#glossary
Setuphttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#setup
Requirementshttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#requirements
Quick Start Guidehttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#quick-start-guide
Advancedhttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#advanced
Scripts and sample codehttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#scripts-and-sample-code
Parametershttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#parameters
Command line optionshttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#command-line-options
Getting the datahttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#getting-the-data
Training processhttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#training-process
Data preprocessinghttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#data-preprocessing
Data augmentationhttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#data-augmentation
Enabling mixed precisionhttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#enabling-mixed-precision
Performancehttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#performance
Benchmarkinghttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#benchmarking
Training performance benchmarkhttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#training-performance-benchmark
Inference performance benchmarkhttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#inference-performance-benchmark
Resultshttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#results
Training accuracy resultshttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#training-accuracy-results
Training accuracy: NVIDIA DGX A100 (8x A100 40GB)https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#training-accuracy-nvidia-dgx-a100-8x-a100-40gb
Training accuracy: NVIDIA DGX-1 (8x V100 16GB)https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#training-accuracy-nvidia-dgx-1-8x-v100-16gb
Training performance resultshttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#training-performance-results
Training performance: NVIDIA DGX A100 (8x A100 40GB)https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#training-performance-nvidia-dgx-a100-8x-a100-40gb
Training performance: NVIDIA DGX-1 (8x V100 16GB)https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#training-performance-nvidia-dgx-1-8x-v100-16gb
Inference performance resultshttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#inference-performance-results
Inference performance: NVIDIA DGX A100 (1x A100 40GB)https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#inference-performance-nvidia-dgx-a100-1x-a100-40gb
Inference performance: NVIDIA DGX-1 (1x V100 16GB)https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#inference-performance-nvidia-dgx-1-1x-v100-16gb
Inference performance: NVIDIA T4https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#inference-performance-nvidia-t4
Release noteshttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#release-notes
Changeloghttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#changelog
Known issueshttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#known-issues
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#model-overview
SSD: Single Shot MultiBox Detectorhttps://arxiv.org/abs/1512.02325
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#model-architecture
model from the TensorFlow models repositoryhttps://github.com/tensorflow/models/blob/master/research/object_detection/samples/configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync.config
Feature Pyramid Networkshttps://arxiv.org/pdf/1612.03144.pdf
Focal Losshttps://arxiv.org/pdf/1708.02002.pdf
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#default-configuration
SGDRhttps://arxiv.org/pdf/1608.03983.pdf
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#feature-support-matrix
Automatic mixed precision (AMP)https://nvidia.github.io/apex/amp.html
Horovod Multi-GPU (NCCL)https://github.com/horovod/horovod
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#features
TF-AMPhttps://docs.nvidia.com/deeplearning/dgx/tensorflow-user-guide/index.html#tfamp
Enabling mixed precisionhttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#enabling-mixed-precision
Horovodhttps://github.com/horovod/horovod
Horovod: Official repositoryhttps://github.com/horovod/horovod
Multi-GPU training with Horovodhttps://github.com/horovod/horovod/#usage
TensorFlow tutorialhttps://github.com/horovod/horovod/#usage
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#mixed-precision-training
Mixed precisionhttps://arxiv.org/abs/1710.03740
Tensor Coreshttps://developer.nvidia.com/tensor-cores
mixed precision methodologyhttps://docs.nvidia.com/deeplearning/sdk/mixed-precision-training/index.html#tensorflow
Mixed Precision Traininghttps://arxiv.org/abs/1710.03740
Training With Mixed Precisionhttps://docs.nvidia.com/deeplearning/sdk/mixed-precision-training/index.html
Mixed-Precision Training of Deep Neural Networkshttps://devblogs.nvidia.com/mixed-precision-training-deep-neural-networks/
Using TF-AMPhttps://docs.nvidia.com/deeplearning/dgx/tensorflow-user-guide/index.html#tfamp
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#enabling-mixed-precision
loss scalinghttps://docs.nvidia.com/deeplearning/sdk/mixed-precision-training/index.html#lossscaling
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#enabling-tf32
NVIDIA A100https://www.nvidia.com/en-us/data-center/a100/
TensorFloat-32 in the A100 GPU Accelerates AI Training, HPC up to 20xhttps://blogs.nvidia.com/blog/2020/05/14/tensorfloat-32-precision-format/
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#setup
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#requirements
NVIDIA Dockerhttps://github.com/NVIDIA/nvidia-docker
TensorFlow 20.06-py3https://ngc.nvidia.com/catalog/containers/nvidia:tensorflow
NVIDIA Voltahttps://www.nvidia.com/en-us/data-center/volta-gpu-architecture/
NVIDIA Turinghttps://www.nvidia.com/en-us/geforce/turing/
NVIDIA Ampere architecturehttps://www.nvidia.com/en-us/data-center/nvidia-ampere-gpu-architecture/
Getting Started Using NVIDIA GPU Cloudhttps://docs.nvidia.com/ngc/ngc-getting-started-guide/index.html
Accessing And Pulling From The NGC Container Registryhttps://docs.nvidia.com/deeplearning/dgx/user-guide/index.html#accessing_registry
Running TensorFlowhttps://docs.nvidia.com/deeplearning/dgx/tensorflow-release-notes/running.html#running
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#quick-start-guide
COCO 2017http://cocodataset.org/#download
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#1-clone-the-repository
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#2-build-the-ssd320-v12-tensorflow-ngc-container
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#3-download-and-preprocess-the-dataset
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#4-launch-the-ngc-container-to-run-traininginference
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#5-start-training
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#6-start-validationevaluation
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#advanced
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#scripts-and-sample-code
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#parameters
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#command-line-options
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#getting-the-data
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#training-process
Enabling mixed precisionhttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#enabling-mixed-precision
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#data-preprocessing
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#data-augmentation
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#enabling-mixed-precision-1
Mixed precisionhttps://arxiv.org/abs/1710.03740
tensor coreshttps://developer.nvidia.com/tensor-cores
mixed precisionhttps://docs.nvidia.com/deeplearning/sdk/mixed-precision-training/index.html
mixed precision methodologyhttps://docs.nvidia.com/deeplearning/sdk/mixed-precision-training/index.html#tensorflow
Mixed Precision Traininghttps://arxiv.org/abs/1710.03740
Training With Mixed Precisionhttps://docs.nvidia.com/deeplearning/sdk/mixed-precision-training/index.html
Using TF-AMPhttps://docs.nvidia.com/deeplearning/dgx/tensorflow-user-guide/index.html#tfamp
Mixed-Precision Training of Deep Neural Networkshttps://devblogs.nvidia.com/mixed-precision-training-deep-neural-networks/
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#performance
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#benchmarking
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#training-performance-benchmark
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#inference-performance-benchmark
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#results
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#training-accuracy-results
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#training-accuracy-nvidia-dgx-a100-8x-a100-40gb
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#training-accuracy-nvidia-dgx-1-8x-v100-16gb
https://github.com/feifeibear/DeepLearningExamples/blob/master/TensorFlow/Detection/SSD/img/training_loss.png
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#training-performance-results
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#training-performance-nvidia-dgx-a100-8x-a100-40gb
Quick start guidehttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#quick-start-guide
XLAhttps://www.tensorflow.org/xla
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#training-performance-nvidia-dgx-1-8x-v100-16gb
Quick start guidehttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#quick-start-guide
XLAhttps://www.tensorflow.org/xla
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#inference-performance-results
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#inference-performance-nvidia-dgx-a100-1x-a100-40gb
Quick start guidehttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#quick-start-guide
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#inference-performance-nvidia-dgx-1-1x-v100-16gb
Quick start guidehttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#quick-start-guide
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#inference-performance-nvidia-t4
Quick start guidehttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#quick-start-guide
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#release-notes
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#changelog
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD#known-issues
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