Search Results for author: Iani Gayo

Found 2 papers, 2 papers with code

Prototypical few-shot segmentation for cross-institution male pelvic structures with spatial registration

1 code implementation • 12 Sep 2022 • Yiwen Li, Yunguan Fu, Iani Gayo, Qianye Yang, Zhe Min, Shaheer Saeed, Wen Yan, Yipei Wang, J. Alison Noble, Mark Emberton, Matthew J. Clarkson, Henkjan Huisman, Dean Barratt, Victor Adrian Prisacariu, Yipeng Hu

The prowess that makes few-shot learning desirable in medical image analysis is the efficient use of the support image data, which are labelled to classify or segment new classes, a task that otherwise requires substantially more training images and expert annotations.

Few-Shot Learning Segmentation

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Code

Domain Generalization for Prostate Segmentation in Transrectal Ultrasound Images: A Multi-center Study

1 code implementation • 5 Sep 2022 • Sulaiman Vesal, Iani Gayo, Indrani Bhattacharya, Shyam Natarajan, Leonard S. Marks, Dean C Barratt, Richard E. Fan, Yipeng Hu, Geoffrey A. Sonn, Mirabela Rusu

We trained our model on 764 subjects from one institution and finetuned our model using only ten subjects from subsequent institutions.

Domain Generalization Knowledge Distillation +2

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Code

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