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Tao Toolkit

Tao Toolkit

Table of Contents

Introduction

Overview
TAO Launcher
Migration Guides
Working With the Containers

Getting Started

Getting Started
Beginners
Intermediate Users
Advanced Users

Model Zoo

Overview

Running TAO in the Cloud

Running TAO in the Cloud
Running TAO on an AWS VM
Running TAO on Google Cloud Platform
Running TAO on an Azure VM
Running TAO on Google Colab
Running TAO on an EKS
Running TAO on an AKS

TAO API

Overview
Setup
Deployment
Train, Adapt, Optimize (TAO) REST API
Remote Client
API Reference

AutoML

AutoML

CV Fine-tuning

Optimizing the Training Pipeline
Visualizing Training
Data Annotation Format
Computer Vision Finetuning
Foundation Models

MLOPS integration

TAO MLOPS Integration
TAO WandB Integration
TAO Clearml Integration

Deploying to Inference SDKs

Integrating TAO CV Models with Triton Inference Server
TAO Converter
Optimizing and Profiling with TensorRT
Integrating TAO Models into DeepStream

Deploying with TAO Deploy

TAO Deploy Overview
TAO Deploy Installation
CenterPose with TAO Deploy
Classification (PyTorch) with TAO Deploy
Classification (TF1) with TAO Deploy
Classification (TF2) with TAO Deploy
Deformable DETR with TAO Deploy
DINO with TAO Deploy
Grounding DINO with TAO Deploy
DetectNet_v2 with TAO Deploy
DSSD with TAO Deploy
EfficientDet (TF1) with TAO Deploy
EfficientDet (TF2) with TAO Deploy
Faster RCNN with TAO Deploy
LPRNet with TAO Deploy
Mask RCNN with TAO Deploy
Mask2former with TAO Deploy
MLRecogNet with TAO Deploy
Multitask Image Classification with TAO Deploy
OCDNet with TAO Deploy
RetinaNet with TAO Deploy
SSD with TAO Deploy
Segformer with TAO Deploy
UNet with TAO Deploy
YOLOv3 with TAO Deploy
YOLOv4 with TAO Deploy
YOLOv4-tiny with TAO Deploy
OCRNet with TAO Deploy
SiameseOI with TAO Deploy
VisualChangeNet-Classification with TAO Deploy
VisualChangeNet-Segmentation with TAO Deploy
Mask Grounding DINO with TAO Deploy

Bring Your Own Model (BYOM)

Bring Your Own Model (BYOM)
- BYOM Converter
- BYOM Image Classification

Data Services

Annotations
Offline Data Augmentation
Auto-Label
Data Analytics

More Information

Release Notes
Frequently Asked Questions
Troubleshooting Guide
Tutorial Videos
Support Information
Acknowledgements

Computer Vision Finetuning
TensorFlow 1.x [Deprecated]
Gaze Estimation

Gaze Estimation#

From TAO 5.0.0, Gaze Estimation has been deprecated. In order to use gaze estimation, use TAO 4.0.0.

previous

Facial Landmarks Estimation

next

Gesture Recognition

Copyright © 2025, NVIDIA Corporation.

Last updated on Jun 25, 2025.