Fine-tuning and validating a foundation model for Chest CT volumes
Description
The figure shows linear probing and open-vocabulary fine-tuning methods for a foundation model (CT-CLIP) trained on free-flow text reports - CT volumes.
Acknowledgements
References
Ibrahim Ethem Hamamci, Sezgin Er, Furkan Almas, Ayse Gulnihan Simsek, Sevval Nil Esirgun, Irem Dogan, Muhammed Furkan Dasdelen, Bastian Wittmann, Enis Simsar, Mehmet Simsar, Emine Bensu Erdemir, Abdullah Alanbay, Anjany Sekuboyina, Berkan Lafci, Mehmet K. Ozdemir, Bjoern Menze: “A foundation model utilizing chest CT volumes and radiology reports for supervised-level zero-shot detection of abnormalities”, 2024; [http://arxiv.org/abs/2403.17834 arXiv:2403.17834].
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