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An editable high resolution scientific image depicting Overview of training and zero-shot classification of a foundation model for chest CT images

Overview of training and zero-shot classification of a foundation model for chest CT images

Description

The figure shows training strategy for CT-CLIP using free-flow text reports and 3D CT volumes. It also shows the zero-shot classification strategy using the model.

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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