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Modular Backbone Architectures · Awesome GitHub Repositories

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Awesome GitHub RepositoriesModular Backbone Architectures

Neural network structures designed as decoupled feature extractors for multi-scale output.

Distinguishing note: Focuses on the modularity of feature extractors for downstream tasks rather than specific model architectures.

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  • huggingface/pytorch-image-models

    huggingface/pytorch-image-models

    36,386View on GitHub↗

    This project is a comprehensive library of state-of-the-art neural network architectures designed for image classification and feature extraction. It provides a complete deep learning training framework that supports distributed execution, allowing users to build, train, and fine-tune vision models using optimized schedulers and pre-configured training recipes. The library distinguishes itself through a modular backbone architecture that treats neural networks as decoupled feature extractors, enabling the retrieval of multi-scale outputs for downstream tasks like object detection and segmenta

    "Neural networks are structured as decoupled feature extractors that provide multi-scale outputs for integration into various downstream computer vision tasks."

    Pythonaugmixconvnextdistributed-training
    36,386View on GitHub↗