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Get Started

  • Introduction
  • Installation
  • OpenVINO™ Training Extensions CLI commands

Tutorials

  • Base Tutorials
    • How to train, validate, export and optimize the model
      • Classification model
      • Object Detection model
      • Instance Segmentation model
      • Semantic Segmentation model
      • Anomaly Detection Tutorial
      • Action Classification model
      • Action Detection model
    • How to run the demonstration mode with OpenVINO™ Training Extensions CLI
    • How to deploy the model and use demo in exportable code
    • How to explain the model behavior
  • Advanced Tutorials
    • Use Semi-Supervised Learning
    • Use Self-Supervised Learning
    • Backbone Replacement
    • Utilize OpenVINO™ Training Extensions APIs in your project
    • Simple HPO Tutorial

Explanation

  • Algorithms
    • Classification
      • Multi-class Classification
      • Multi-label Classification
      • Hierarchical Classification
    • Object Detection
      • Object Detection
    • Segmentation
      • Semantic Segmentation
      • Instance Segmentation
    • Anomaly Detection
    • Action Recognition
      • Action Classification
      • Action Detection
    • Visual Prompting
      • Visual Prompting (Fine-tuning)
      • Visual Prompting (Zero-shot learning)
  • Additional Features
    • Models Optimization
    • Hyperparameters Optimization
    • Auto-configuration
    • Adaptive Training
    • Explainable AI (XAI)
    • Noisy Label Detection
    • Fast Data Loading
    • Improve Small Object Detection with Image Tiling
    • Configurable Input Size
    • Augmentations per model

Reference

  • API reference
    • otx
      • otx.algorithms
        • otx.algorithms.action
        • otx.algorithms.anomaly
        • otx.algorithms.classification
        • otx.algorithms.common
        • otx.algorithms.detection
        • otx.algorithms.segmentation
        • otx.algorithms.visual_prompting
      • otx.api
        • otx.api.configuration
        • otx.api.entities
        • otx.api.serialization
        • otx.api.usecases
        • otx.api.utils
      • otx.cli
        • otx.cli.builder
        • otx.cli.manager
        • otx.cli.registry
        • otx.cli.tools
        • otx.cli.utils
      • otx.core
        • otx.core.data
        • otx.core.file
        • otx.core.ov
        • otx.core.patcher
      • otx.hpo
      • otx.recipes
        • otx.recipes.stages
      • otx.utils
        • otx.utils.logger
        • otx.utils.utils

Release Notes

  • Releases

otx#

OpenVINO Training Extensions.

Modules

otx.algorithms

OTX Algorithms.

otx.api

OpenVINO Training Extensions API.

otx.cli

OTX CLI.

otx.core

OTX Core.

otx.hpo

HPO package.

otx.recipes

otx.utils

Collection of tools to run common OTX algorithms.

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