Search Results for author: Zixuan Peng

Found 3 papers, 1 papers with code

Active Learning for Segmentation Based on Bayesian Sample Queries

no code implementations22 Dec 2019 Firat Ozdemir, Zixuan Peng, Philipp Fuernstahl, Christine Tanner, Orcun Goksel

In an active learning framework of selecting informed samples for manual labeling, expert clinician time for manual annotation can be optimally utilized, enabling the establishment of large labeled datasets for machine learning.

Active Learning Segmentation

Active Learning for Segmentation by Optimizing Content Information for Maximal Entropy

no code implementations18 Jul 2018 Firat Ozdemir, Zixuan Peng, Christine Tanner, Philipp Fuernstahl, Orcun Goksel

Segmentation is essential for medical image analysis tasks such as intervention planning, therapy guidance, diagnosis, treatment decisions.

Active Learning Segmentation

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