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Intro to Image Registration

Helmholtz Imaging Support Unit @ MDC

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Intro to Image Registration

2 732 просмотра · 1 г. назад
Helmholtz Imaging Support Unit @ MDC
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2 732 просмотра · 1 г. назад
Ella Bahry from Helmholtz Imaging / Max Delbrück Center (MDC) gives an overview of image registration techniques, explaining how to align different images in the same coordinate space for scientific analysis. The video covers various transformation types, interpolation methods, and registration tools, different software tools and approaches for specific imaging modalities, emphasizing the importance of understanding data characteristics and testing different methods to achieve optimal registration results. This workshop was offered as a HIDA course: https://www.helmholtz-hida.de/en/ Presentation is available here: https://ida-mdc.github.io/registratio... Github repo for notebooks and presentation: https://github.com/ida-mdc/registrati... 00:00:00 Intro to image registration - goal and uses 00:06:21 Types of transformations 00:11:26 Interpolation 00:18:03 Review of approaches 00:18:49 Intensity based, mutual information, ITKElastix 00:29:55 Feature based techniques - SIFT, deep learning based feature detection 00:44:51 Deep learning for registration ‪@VoxelMorph‬ 00:49:04 Considerations, tools, designing your pipeline Corrections: 00:40:15 Not perfectly aligned but well aligned. 00:46:42 You do need training data, but you don't need ANNOTATED training data.