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TAO Toolkit v5.3.0

NVIDIA Docs Hub NVIDIA TAO TAO Toolkit v5.3.0 Semantic Segmentation

Semantic Segmentation

UNET
SegFormer

Previous Mask Auto Labeler

© Copyright 2023, NVIDIA.. Last updated on Aug 26, 2024.

Topics

TAO Toolkit v5.3.0
Introduction
Model Zoo
- Overview
  - Computer Vision Model Zoo
    
    Purpose-built models
    
    Performance Metrics
    
    General purpose computer vision models
    
    Computer Vision Feature Summary
- Computer Vision Model Zoo
Running TAO Toolkit in the Cloud
TAO Toolkit API
AutoML
- AutoML
CV Applications
MLOPS integration
Conversational AI (Deprecated)
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
    
    Export
    
    Prune
    
    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 trtexec
Deploying to Inference SDKs
Deploying with TAO Deploy
Bring Your Own Model (BYOM)
- Bring Your Own Model (BYOM)
  - BYOM Converter
    
    Installing the TAO BYOM Converter for TF1 Classification and UNet
    
    Software Requirements
    
    Installing through pip
    
    Installing the TAO BYOM Converter for TF2 Classification
    
    Software Requirements
    
    Installing via pip
    
    Preparing the ONNX Model
    
    Running the TAO BYOM Converter
    
    Required Arguments
    
    Optional Arguments
    
    Examples of Converting Open-Source Models through TAO BYOM
    
    Supported ONNX nodes in TAO BYOM
  - BYOM Image Classification
Data Services
More Information

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