Extended Data Fig. 3: Comparison to previous 3D Foundation Model with Full Finetuning. | Nature Biomedical Engineering

Extended Data Fig. 3: Comparison to previous 3D Foundation Model with Full Finetuning.

From: 3D foundation model for generalizable disease detection in head computed tomography

Extended Data Fig. 3: Comparison to previous 3D Foundation Model with Full Finetuning.The alternative text for this image may have been generated using AI.

This plot compares the performance of our model with Merlin, CT-FM, ResNet3D, our train from scratch and pre-trained model across four datasets. All experiments are done with fine-tuning following the original data pre-processing pipeline of respective models. Our DINO trained model is used in this comparison. Our model demonstrates consistently superior performance across majority of diseases, with the exception of epidural hemorrhage (EDH) in the CQ500 dataset.

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