Accurate neuron segmentation method for one-photon calcium imaging videos combining convolutional neural networks and clustering
Sign Up to like & getrecommendations! Published in 2024 at "Communications Biology"
DOI: 10.1038/s42003-024-06668-7
Abstract: One-photon fluorescent calcium imaging helps understand brain functions by recording large-scale neural activities in freely moving animals. Automatic, fast, and accurate active neuron segmentation algorithms are essential to extract and interpret information from these videos.… read more here.
Keywords: calcium imaging; photon; neuron segmentation; imaging videos ... See more keywords
Semi-Supervised Neuron Segmentation via Reinforced Consistency Learning
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Medical Imaging"
DOI: 10.1109/tmi.2022.3176050
Abstract: Emerging deep learning-based methods have enabled great progress in automatic neuron segmentation from Electron Microscopy (EM) volumes. However, the success of existing methods is heavily reliant upon a large number of annotations that are often… read more here.
Keywords: neuron segmentation; semi supervised; consistency learning; reinforced consistency ... See more keywords
NeuroSeg-II: A deep learning approach for generalized neuron segmentation in two-photon Ca2+ imaging
Sign Up to like & getrecommendations! Published in 2023 at "Frontiers in Cellular Neuroscience"
DOI: 10.3389/fncel.2023.1127847
Abstract: The development of two-photon microscopy and Ca2+ indicators has enabled the recording of multiscale neuronal activities in vivo and thus advanced the understanding of brain functions. However, it is challenging to perform automatic, accurate, and… read more here.
Keywords: neuron segmentation; two photon; generalized neuron; segmentation ... See more keywords