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Loss Management Systems · Awesome GitHub Repositories

1 repo

Awesome GitHub RepositoriesLoss Management Systems

Systems for aggregating and returning losses for backpropagation.

Distinguishing note: Focuses on the automated management of loss dictionaries.

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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

    Enables calculating and returning a dictionary of losses and metrics from model forward passes.

    Pythoncascade-rcnnconvnextdetr
    32,409View on GitHub↗