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Model Component Registries · Awesome GitHub Repositories

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Awesome GitHub RepositoriesModel Component Registries

Systems for registering and implementing custom model components like heads or loss functions.

Distinguishing note: Focuses on the registration of modular model components.

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  • open-mmlab/mmdetection

    open-mmlab/mmdetection

    32,409View on GitHub↗

    This project is a modular research toolkit designed for developing, training, and evaluating deep learning models for object detection, segmentation, and video instance tracking. It provides a flexible training engine that manages complex neural network execution, including distributed training, custom lifecycle hooks, and weight optimization. The framework is built around a hierarchical configuration system that allows users to define architectures, data pipelines, and training hyperparameters through composable, inheritable files. The project distinguishes itself through its highly modular

    Allows defining and registering custom model components like backbones, necks, heads, or loss functions.

    Pythoncascade-rcnnconvnextdetr
    32,409View on GitHub↗