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# A comprehensive foundation model for cryo-EM image processing
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We present the Cryo-EM Image Evaluation Foundation (Cryo-IEF) model, which has been pre-trained on a substantial dataset comprising approximately 65 million cryo-EM particle images using unsupervised learning techniques. Cryo-IEF excels in various cryo-EM data processing tasks, such as classifying particles from different structures, clustering particles by pose, and assessing the quality of particle images. Upon fine-tuning, the model effectively ranks particle images by quality, enabling the creation of CryoWizard—a fully automated single-particle cryo-EM data processing pipeline.
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<a href="https://doi.org/10.1101/2024.11.04.621604"><img src="https://img.shields.io/badge/Paper-bioRxiv-green" style="max-width: 100%;"></a>
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<a href="https://github.com/westlake-repl/Cryo-IEF"><img src="https://img.shields.io/badge/GitHub%20Pages-121013?logo=github&logoColor=white" style="max-width: 100%;"></a>
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# A comprehensive foundation model for cryo-EM image processing
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We present the Cryo-EM Image Evaluation Foundation (Cryo-IEF) model, which has been pre-trained on a substantial dataset comprising approximately 65 million cryo-EM particle images using unsupervised learning techniques. Cryo-IEF excels in various cryo-EM data processing tasks, such as classifying particles from different structures, clustering particles by pose, and assessing the quality of particle images. Upon fine-tuning, the model effectively ranks particle images by quality, enabling the creation of CryoWizard—a fully automated single-particle cryo-EM data processing pipeline.
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This model is intended for **academic research only**. Commercial use is prohibited without explicit permission.
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<a href="https://doi.org/10.1101/2024.11.04.621604"><img src="https://img.shields.io/badge/Paper-bioRxiv-green" style="max-width: 100%;"></a>
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<a href="https://github.com/westlake-repl/Cryo-IEF"><img src="https://img.shields.io/badge/GitHub%20Pages-121013?logo=github&logoColor=white" style="max-width: 100%;"></a>
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