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Model Adaptation Tools · Awesome GitHub Repositories

1 repo

Awesome GitHub RepositoriesModel Adaptation Tools

Utilities for retraining or fine-tuning pre-trained models on custom datasets.

Distinguishing note: None of the candidates were provided; this covers the standard procedure of classifier replacement and retraining.

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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

    Model fine-tuning adapts pre-trained models to custom datasets by replacing the final classifier layer and applying standard training procedures.

    Pythonaugmixconvnextdistributed-training
    36,386View on GitHub↗