Few-shot hypercolumn-based mitochondria segmentation in cardiac and outer hair cells in focused ion beam-scanning electron microscopy (FIB-SEM) data

We present a novel AI-based approach to the few-shot automated segmentation of mitochondria in large-scale electron microscopy images. Our framework leverages convolutional features from a pre-trained deep multilayer convolutional neural network, such as VGG-16. We then train a binary gradient boost...

Ausführliche Beschreibung

Bibliographische Detailangaben
Veröffentlicht in:Pattern recognition letters. - 1998. - 128(2019) vom: 02. Dez., Seite 521-528
1. Verfasser: Dietlmeier, Julia (VerfasserIn)
Weitere Verfasser: McGuinness, Kevin, Rugonyi, Sandra, Wilson, Teresa, Nuttall, Alfred, O'Connor, Noel E
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2019
Zugriff auf das übergeordnete Werk:Pattern recognition letters
Schlagworte:Journal Article