Version 3.22.05

Introduction

Model Zoo

Running TAO Toolkit in the Cloud

CV Applications

Offline Data Augmentation
- Object Detection
  - Configuring the Augmentor
  - Running the Augmentor Tool
Optimizing the Training Pipeline
- Quantization Aware Training
- Automatic Mixed Precision
Visualizing Training
Data Annotation Format
Image Classification
Object Detection
Instance Segmentation
- Data Input for Instance Segmentation
- MaskRCNN
Semantic Segmentation
- UNET
Gaze Estimation
- Gaze Estimation
Emotion Classification
- Emotion Classification
HeartRate Estimation
- Heart Rate Estimation
Facial Landmarks Estimation
- Facial Landmarks Estimation
Gesture Recognition
- Gesture Recognition
Body Pose Estimation
- Body Pose Estimation
Multitask Image Classification
Character Recognition
- LPRNet
ActionRecognitionNet

Conversational AI Applications

Point Cloud Applications

Pose Classification

Deploying to Inference SDKs

Bring Your Own Model (BYOM)

TAO Toolkit API

Overview
Setup
- Bare-Metal Setup
  - Hardware minimum requirements
  - Software requirement
- AWS EKS Setup
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
- 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

More Information

TAO Toolkit

Body Pose Estimation¶

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