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Body Pose Estimation

NVIDIA Docs Hub NVIDIA TAO NVIDIA TAO Toolkit v30.2205 Body Pose Estimation

NVIDIA TAO Release 30.2205

Body Pose Estimation

© Copyright 2022, NVIDIA.. Last updated on Dec 13, 2022.

Topics

NVIDIA TAO Toolkit v30.2205
Introduction
Model Zoo
Running TAO Toolkit in the Cloud
CV Applications
Conversational AI Applications
Point Cloud Applications
- 3D Object Detection
  - PointPillars
    
    Preparing the Dataset
    
    Converting The Dataset
    
    Creating an Experiment Spec File
    
    Class Names
    
    Dataset
    
    Model Architecture
    
    Training Process
    
    Evaluation
    
    Inference
    
    Training the Model
    
    Required Arguments
    
    Optional Arguments
    
    Evaluating the model
    
    Required Arguments
    
    Optional Arguments
    
    Running Inference on the PointPillars Model
    
    Required Arguments
    
    Optional Arguments
    
    Pruning and Retrain a PointPillars Model
    
    Required Arguments
    
    Optional Arguments
    
    Exporting the Model
    
    Required Arguments
    
    Optional Arguments
    
    Deploying the Model
    
    Using tao-converter
Pose Classification
- Pose Classification
  - PoseClassificationNet
    
    Preparing the Dataset
    
    Creating an Experiment Spec File
    
    model_config
    
    train_config
    
    dataset_config
    
    Training the Model
    
    Required Arguments
    
    Optional Arguments
    
    Evaluating the model
    
    Required Arguments
    
    Optional Argument
    
    Running Inference on the Model
    
    Required Arguments
    
    Optional Argument
    
    Exporting the Model
    
    Required Arguments
    
    Optional Arguments
    
    Converting the Pose Data
    
    Required Arguments
    
    Optional Arguments
    
    Deploying the Model
    
    Running PoseClassificationNet Inference on the Triton Sample
Deploying to Inference SDKs
Bring Your Own Model (BYOM)
TAO Toolkit API
- Overview
- Setup
  - Bare-Metal Setup
    
    Hardware minimum requirements
    
    Software requirement
    
    No NVIDIA driver
    
    No nouveau driver
    
    SSH Passwordless
    
    Kubernetes
    
    Helm
    
    NVIDIA GPU Operator
    
    Set Node Labels
    
    NGINX Ingress Controller
    
    NFS Server
    
    Storage Provisioner
    
    Image Pull Secret for nvcr.io
  - AWS EKS Setup
    
    Pre-requisite installation on your local machine
    
    Install AWS CLI
    
    Install kubectl
    
    Install eksctl
    
    Install helm
    
    Cluster setup
    
    AWS CLI Configure
    
    Create EC2 Key Pair
    
    EKS Cluster Creation
    
    Configuring Kubernetes pods to access GPU resources
    
    Software setup
    
    Install NGINX Ingress Controller
    
    Set Node Labels
    
    NFS Server
    
    Storage Provisioner
    
    Image Pull Secret for nvcr.io
    
    Deleting cluster
- Deployment
- REST API
- Remote Client
- API Reference
- Action Specs
  - classification
    
    evaluate
    
    export
    
    inference
    
    train
  - detectnet_v2
    
    convert
    
    evaluate
    
    export
    
    inference
    
    prune
    
    train
  - dssd
    
    evaluate
    
    inference
    
    train
  - efficientdet
    
    convert
    
    evaluate
    
    export
    
    inference
    
    prune
    
    train
  - faster_rcnn
    
    export
    
    prune
    
    train
  - instance_segmentation
    
    convert
  - lprnet
    
    evaluate
    
    export
    
    inference
    
    train
  - mask_rcnn
    
    export
    
    inference
    
    prune
    
    train
  - multitask_classification
    
    export
    
    train
  - object_detection
    
    augment
    
    convert_coco
    
    convert_efficientdet
    
    convert_kitti
    
    kmeans
  - retinanet
    
    evaluate
    
    export
    
    inference
    
    inference_seq
    
    model convert
    
    prune
    
    train
  - spectro_gen
    
    dataset_convert
    
    export
    
    finetune
    
    infer
    
    infer_onnx
    
    train
  - speech
    
    pitch_stats
    
    convert
  - ssd
    
    evaluate
    
    inference
    
    train
  - unet
    
    export
    
    prune
    
    train
  - vocoder
    
    export
    
    finetune
    
    infer
    
    infer_onnx
    
    train
  - yolo_v3
    
    convert
    
    evaluate
    
    export
    
    inference
    
    prune
    
    train
  - yolo_v4
    
    convert
    
    evaluate
    
    export
    
    inference
    
    prune
    
    train
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