Whole-cell organelle segmentation in volume electron microscopy

L Heinrich, D Bennett, D Ackerman, W Park, J Bogovic… - Nature, 2021 - nature.com
Cells contain hundreds of organelles and macromolecular assemblies. Obtaining a
complete understanding of their intricate organization requires the nanometre-level, three …

Supervoxel-based segmentation of mitochondria in em image stacks with learned shape features

A Lucchi, K Smith, R Achanta, G Knott… - IEEE transactions on …, 2011 - ieeexplore.ieee.org
It is becoming increasingly clear that mitochondria play an important role in neural function.
Recent studies show mitochondrial morphology to be crucial to cellular physiology and …

Automated detection and segmentation of synaptic contacts in nearly isotropic serial electron microscopy images

A Kreshuk, CN Straehle, C Sommer, U Koethe… - PloS one, 2011 - journals.plos.org
We describe a protocol for fully automated detection and segmentation of asymmetric,
presumed excitatory, synapses in serial electron microscopy images of the adult mammalian …

Ion-abrasion scanning electron microscopy reveals surface-connected tubular conduits in HIV-infected macrophages

AE Bennett, K Narayan, D Shi, LM Hartnell… - PLoS …, 2009 - journals.plos.org
HIV-1-containing internal compartments are readily detected in images of thin sections from
infected cells using conventional transmission electron microscopy, but the origin …

Machine learning for locating organic matter and pores in scanning electron microscopy images of organic-rich shales

Y Wu, S Misra, C Sondergeld, M Curtis, J Jernigen - Fuel, 2019 - Elsevier
For purposes of locating kerogen/organic matter and pores in SEM images of shale
samples, we tested an automated SEM-image segmentation workflow involving feature …

A fully automated approach to segmentation of irregularly shaped cellular structures in EM images

A Lucchi, K Smith, R Achanta, V Lepetit… - Medical Image Computing …, 2010 - Springer
While there has been substantial progress in segmenting natural images, state-of-the-art
methods that perform well in such tasks unfortunately tend to underperform when confronted …

3D imaging of mammalian cells with ion-abrasion scanning electron microscopy

JAW Heymann, D Shi, S Kim, D Bliss, JLS Milne… - Journal of structural …, 2009 - Elsevier
Understanding the hierarchical organization of molecules and organelles within the interior
of large eukaryotic cells is a challenge of fundamental interest in cell biology. We are using …

A workflow for the automatic segmentation of organelles in electron microscopy image stacks

AJ Perez, M Seyedhosseini, TJ Deerinck… - Frontiers in …, 2014 - frontiersin.org
Electron microscopy (EM) facilitates analysis of the form, distribution, and functional status of
key organelle systems in various pathological processes, including those associated with …

Automatic reconstruction of mitochondria and endoplasmic reticulum in electron microscopy volumes by deep learning

J Liu, L Li, Y Yang, B Hong, X Chen, Q Xie… - Frontiers in …, 2020 - frontiersin.org
Together, mitochondria and the endoplasmic reticulum (ER) occupy more than 20% of a
cell's volume, and morphological abnormality may lead to cellular function disorders. With …

Fast mitochondria detection for connectomics

V Casser, K Kang, H Pfister… - Medical Imaging with …, 2020 - proceedings.mlr.press
High-resolution connectomics data allows for the identification of dysfunctional mitochondria
which are linked to a variety of diseases such as autism or bipolar. However, manual …