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https://github.com/feifeibear/DeepLearningExamples
DeepLearningExampleshttps://github.com/feifeibear/DeepLearningExamples/tree/master
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Dockerfilehttps://github.com/feifeibear/DeepLearningExamples/blob/master/TensorFlow2/Segmentation/MaskRCNN/Dockerfile
LICENSEhttps://github.com/feifeibear/DeepLearningExamples/blob/master/TensorFlow2/Segmentation/MaskRCNN/LICENSE
LICENSEhttps://github.com/feifeibear/DeepLearningExamples/blob/master/TensorFlow2/Segmentation/MaskRCNN/LICENSE
README.mdhttps://github.com/feifeibear/DeepLearningExamples/blob/master/TensorFlow2/Segmentation/MaskRCNN/README.md
README.mdhttps://github.com/feifeibear/DeepLearningExamples/blob/master/TensorFlow2/Segmentation/MaskRCNN/README.md
download_and_process_pretrained_weights.shhttps://github.com/feifeibear/DeepLearningExamples/blob/master/TensorFlow2/Segmentation/MaskRCNN/download_and_process_pretrained_weights.sh
download_and_process_pretrained_weights.shhttps://github.com/feifeibear/DeepLearningExamples/blob/master/TensorFlow2/Segmentation/MaskRCNN/download_and_process_pretrained_weights.sh
mask_rcnn_main.pyhttps://github.com/feifeibear/DeepLearningExamples/blob/master/TensorFlow2/Segmentation/MaskRCNN/mask_rcnn_main.py
mask_rcnn_main.pyhttps://github.com/feifeibear/DeepLearningExamples/blob/master/TensorFlow2/Segmentation/MaskRCNN/mask_rcnn_main.py
README.mdhttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#readme
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#mask-r-cnn-for-tensorflow
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#table-of-contents
Model overviewhttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#model-overview
Model architecturehttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#model-architecture
Default configurationhttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#default-configuration
Feature support matrixhttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#feature-support-matrix
Featureshttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#features
Mixed precision traininghttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#mixed-precision-training
Enabling mixed precisionhttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#enabling-mixed-precision
Enabling TF32https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#enabling-tf32
Setuphttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#setup
Requirementshttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#requirements
Quick Start Guidehttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#quick-start-guide
Advancedhttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#advanced
Scripts and sample codehttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#scripts-and-sample-code
Parametershttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#parameters
Command-line optionshttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#command-line-options
Getting the datahttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#getting-the-data
Dataset guidelineshttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#dataset-guidelines
Multi-datasethttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#multi-dataset
Training processhttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#training-process
Inference processhttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#inference-process
Performancehttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#performance
Benchmarkinghttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#benchmarking
Training performance benchmarkhttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#training-performance-benchmark
Inference performance benchmarkhttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#inference-performance-benchmark
Resultshttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#results
Training accuracy results TensorFlow 1.1xhttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#training-accuracy-results-tensorflow-11x
Training accuracy: NVIDIA DGX A100 (8x A100 40GB)https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#training-accuracy-nvidia-dgx-a100-8x-a100-40gb
Training accuracy: NVIDIA DGX-1 (8x V100 16GB)https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#training-accuracy-nvidia-dgx-1-8x-v100-16GB
Training performance results Tensorflow 1.1xhttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#training-performance-results-tensorflow-11x
Training performance: NVIDIA DGX A100 (8x A100 40GB)https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#training-performance-nvidia-dgx-a100-8x-a100-40gb
Training performance: NVIDIA DGX-1 (8x V100 16GB)https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#training-performance-nvidia-dgx-1-8x-v100-16gb
Training accuracy results TensorFlow 2.xhttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#training-accuracy-results-tensorflow-2x
Training accuracy: NVIDIA DGX A100 (8x A100 40GB)https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#training-accuracy-nvidia-dgx-a100-8x-a100-40gb-1
Training accuracy: NVIDIA DGX-1 (8x V100 16GB)https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#training-accuracy-nvidia-dgx-1-8x-v100-16gb-1
Training performance results Tensorflow 2.xhttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#training-performance-results-tensorflow-2x
Training performance: NVIDIA DGX A100 (8x A100 40GB)https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#training-performance-nvidia-dgx-a100-8x-a100-40gb-1
Training performance: NVIDIA DGX-1 (8x V100 16GB)https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#training-performance-nvidia-dgx-1-8x-v100-16gb-1
Inference performance results TensorFlow 1.1xhttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#inference-performance-results-tensorflow-11x
Inference performance: NVIDIA DGX A100 (1x A100 40GB)https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#inference-performance-nvidia-dgx-a100-1x-a100-40gb
Inference performance: NVIDIA DGX-1 (1x V100 16GB)https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#inference-performance-nvidia-dgx-1-1x-v100-16gb
Inference performance results TensorFlow 2.xhttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#inference-performance-results-tensorflow-2x
Inference performance: NVIDIA DGX A100 (1x A100 40GB)https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#inference-performance-nvidia-dgx-a100-1x-a100-40gb-1
Inference performance: NVIDIA DGX-1 (1x V100 16GB)https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#inference-performance-nvidia-dgx-1-1x-v100-16gb-1
Release noteshttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#release-notes
Changeloghttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#changelog
Known issueshttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#known-issues
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#model-overview
herehttps://arxiv.org/abs/1703.06870
Google's TPU implementationhttps://github.com/tensorflow/tpu/tree/master/models/official/mask_rcnn
TensorFlow AMPhttps://docs.nvidia.com/deeplearning/frameworks/tensorflow-user-guide/index.html#tfamp
NVIDIA PyTorch implementationhttps://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Segmentation/MaskRCNN
Matterporthttps://github.com/matterport/Mask_RCNN
Tensorpackhttps://github.com/tensorpack/tensorpack/tree/master/examples/FasterRCNN
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#model-architecture
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#default-configuration
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#feature-support-matrix
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#features
Horovod: Official repositoryhttps://github.com/horovod/horovod
TensorFlow tutorialhttps://github.com/horovod/horovod/#usage
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#mixed-precision-training
Mixed precisionhttps://arxiv.org/abs/1710.03740
Tensor Coreshttps://developer.nvidia.com/tensor-cores
mixed precision traininghttps://docs.nvidia.com/deeplearning/performance/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/performance/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/TensorFlow2/Segmentation/MaskRCNN#enabling-mixed-precision
loss scalinghttps://docs.nvidia.com/deeplearning/sdk/mixed-precision-training/index.html#lossscaling
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#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/TensorFlow2/Segmentation/MaskRCNN#setup
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#requirements
NVIDIA Dockerhttps://github.com/NVIDIA/nvidia-docker
NGC containerhttps://ngc.nvidia.com/registry/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/frameworks/user-guide/index.html#accessing_registry
TensorFlowhttps://docs.nvidia.com/deeplearning/frameworks/tensorflow-release-notes/running.html#running
NVIDIA Container Support Matrixhttps://docs.nvidia.com/deeplearning/frameworks/support-matrix/index.html
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#quick-start-guide
COCO 2017 datasethttp://cocodataset.org/#download
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#advanced
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#scripts-and-sample-code
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#parameters
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#mask_rcnn_mainpy-script-parameters
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#command-line-options
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#getting-the-data
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#dataset-guidelines
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#training-process
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#inference-process
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#performance
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#benchmarking
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#training-performance-benchmark
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#inference-performance-benchmark
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#results
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#training-accuracy-results-tensorflow-11x
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#training-accuracy-nvidia-dgx-a100-8x-a100-40gb
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#training-accuracy-nvidia-dgx-1-8x-v100-16gb
https://github.com/feifeibear/DeepLearningExamples/blob/master/TensorFlow2/Segmentation/MaskRCNN/images/MaskRCNN_TF1_conv.png
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#training-performance-results-tensorflow-11x
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#training-performance-nvidia-dgx-a100-8x-a100-40gb
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#training-performance-nvidia-dgx-1-8x-v100-16gb
Quick Start Guidehttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#quick-start-guide
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#training-accuracy-results-tensorflow-2x
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#training-accuracy-nvidia-dgx-a100-8x-a100-40gb-1
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#training-accuracy-nvidia-dgx-1-8x-v100-16gb-1
https://github.com/feifeibear/DeepLearningExamples/blob/master/TensorFlow2/Segmentation/MaskRCNN/images/MaskRCNN_TF2_conv.png
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#training-performance-results-tensorflow-2x
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#training-performance-nvidia-dgx-a100-8x-a100-40gb-1
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#training-performance-nvidia-dgx-1-8x-v100-16gb-1
Quick Start Guidehttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#quick-start-guide
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#inference-performance-results-tensorflow-11x
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#inference-performance-nvidia-dgx-a100-1x-a100-40gb
Quick Start Guidehttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#quick-start-guide
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#inference-performance-nvidia-dgx-1-1x-v100-16gb
Quick Start Guidehttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#quick-start-guide
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#inference-performance-results-tensorflow-2x
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#inference-performance-nvidia-dgx-a100-1x-a100-40gb-1
Quick Start Guidehttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#quick-start-guide
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#inference-performance-nvidia-dgx-1-1x-v100-16gb-1
Quick Start Guidehttps://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#quick-start-guide
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#release-notes
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#changelog
https://github.com/feifeibear/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN#known-issues
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