Disease-oriented image embedding with pseudo-scanner standardization for content-based image retrieval on 3D brain MRI

no code implementations • 14 Aug 2021 • Hayato Arai, Yuto Onga, Kumpei Ikuta, Yusuke Chayama, Hitoshi Iyatomi, Kenichi Oishi

Compared with the baseline condition, our PSS reduced the variability in the distance from Alzheimer's disease (AD) to clinically normal (CN) and Parkinson disease (PD) cases by 15. 8-22. 6% and 18. 0-29. 9%, respectively.

Content-Based Image Retrieval Dimensionality Reduction +3

Efficient feature embedding of 3D brain MRI images for content-based image retrieval with deep metric learning

no code implementations • 4 Dec 2019 • Yuto Onga, Shingo Fujiyama, Hayato Arai, Yusuke Chayama, Hitoshi Iyatomi, Kenichi Oishi

Content-based image retrieval (CBIR) is an emerging technology for reducing this burden by supporting the reading of medical images.

Clustering Content-Based Image Retrieval +4