openvinotoolkit/open_model_zoo

Features

• Deep Learning Models - Serves as a comprehensive library of pre-trained neural networks across various domains for immediate deployment.
• Pre-trained Model Zoos - Offers a curated collection of optimized deep learning models and demos designed for high-performance inference.
• Model Deployment - Facilitates the deployment of high-quality pre-trained models into production environments for efficient inference.
• Model Registries - Maintains a versioned catalog of pre-optimized weights tailored for specific hardware acceleration targets.
• Model Asset Managers - Provides automated systems for downloading, verifying, and maintaining libraries of model weights and metadata.
• Model Deployment Frameworks - Provides a framework for automatically downloading and organizing model assets to streamline production integration.
• Model Weight Management - Provides utilities for downloading and organizing pre-trained model weights and metadata via a centralized manifest.
• Model Downloaders - Ships a dedicated tool for fetching and organizing pre-trained model assets from remote sources.
• Inference Benchmarking Tools - Provides tools to validate the accuracy and measure the processing speed of deployed models.
• Accuracy Validation Utilities - Includes utilities for comparing model outputs to verify precision and quality against gold standards.
• Computer Vision Model Integration - Integrates pre-trained visual recognition models into applications using reference implementations and sample notebooks.
• Intermediate Representations - Translates diverse deep learning framework formats into a unified intermediate representation for hardware-independent execution.
• Reference Implementations - Provides standardized wrapper code as reference implementations to abstract model-specific preprocessing and postprocessing logic.
• Inference Precision Validators - Implements precision validation by comparing inference outputs against a fixed set of ground-truth tensors.
• Action recognition - Listed in the “Action recognition” section of the Ailia Models awesome list.
• Age gender estimation - Listed in the “Age gender estimation” section of the Ailia Models awesome list.
• Deep fashion - Listed in the “Deep fashion” section of the Ailia Models awesome list.
• Face detection - Listed in the “Face detection” section of the Ailia Models awesome list.
• Road detection - Listed in the “Road detection” section of the Ailia Models awesome list.
• Vehicle recognition - Listed in the “Vehicle recognition” section of the Ailia Models awesome list.

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