In this release we present an update to sinapsis-object-detection by including the sinapsis-ultralytics package with support for the Ultralytics library.
The sinapsis-ultralytics package provides a comprehensive suite of tools for working with Ultralytics models, that can be easily integrated in the sinapsis framework. This release introduces four specialized templates—UltralyticsTrain, UltralyticsVal, UltralyticsPredict, and UltralyticsExport—designed to optimize workflows for training, validating, deploying, and exporting models. These templates empower developers to efficiently integrate and deploy Ultralytics models into their applications.
Key Features
UltralyticsTrain
Template for training Ultralytics models.
Supports various model configurations and training parameters.
Simplifies the process of fine-tuning models for specific use cases.
UltralyticsVal
Template for validating Ultralytics models.
Enables accurate evaluation of model performance on validation datasets.
Provides detailed metrics and insights for model optimization.
UltralyticsPredict
Template for generating inference predictions with trained models.
Supports real-time and batch prediction workflows.
Ideal for deploying models in production environments.
UltralyticsExport
Template for exporting models to deployment-ready formats.
Facilitates the conversion of trained models for use in various deployment scenarios.
Simplifies the process of preparing models for inference in production.
The package also includes webapps that showcase the functionality of UltralyticsTrain and UltrlayticsInference for classification, detection, segmentation, Pose detection and Oriented Object detection tasks