Brain Metastasis Segmentation Network Trained with Robustness to - - PowerPoint PPT Presentation

brain metastasis segmentation network trained with
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Brain Metastasis Segmentation Network Trained with Robustness to - - PowerPoint PPT Presentation

Brain Metastasis Segmentation Network Trained with Robustness to Annotations with Multiple False Negatives MIDL 2020 P APER #48 (P OSTER ) Darvin Yi, Endre Grovik, Michael Iv, Elizabeth Tong, Greg Zaharchuk, Daniel Rubin Brain Metastases


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Brain Metastasis Segmentation Network Trained with Robustness to Annotations with Multiple False Negatives

Darvin Yi, Endre Grovik, Michael Iv, Elizabeth Tong, Greg Zaharchuk, Daniel Rubin

MIDL 2020 PAPER #48 (POSTER)

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Brain Metastases Segmentation

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Inducing False Negative Annotations

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Training on False Negatives

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Lopsided Bootstrap Loss

Lopsided Bootstrap Loss:

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Quantitative Results

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Size-Based Censoring

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Thank you...

Contact for Questions: darvinyi@stanford.edu yidarvin@gmail.com