[HTML][HTML] Computational processing of neural recordings from calcium imaging data

C Stringer, M Pachitariu - Current opinion in neurobiology, 2019 - Elsevier
Highlights•There are several promising techniques for processing calcium imaging
data.•Comparing the accuracy of these methods is difficult, due to lack of ground truth.•The …

Neural data science: accelerating the experiment-analysis-theory cycle in large-scale neuroscience

L Paninski, JP Cunningham - Current opinion in neurobiology, 2018 - Elsevier
Highlights•Modern recording technologies are creating data at a scale and complexity that
demand rigorous data analytical approaches.•Neural data science is an essential bridge …

CaImAn an open source tool for scalable calcium imaging data analysis

A Giovannucci, J Friedrich, P Gunn, J Kalfon, BL Brown… - elife, 2019 - elifesciences.org
Advances in fluorescence microscopy enable monitoring larger brain areas in-vivo with finer
time resolution. The resulting data rates require reproducible analysis pipelines that are …

A deep-learning approach for online cell identification and trace extraction in functional two-photon calcium imaging

L Sità, M Brondi, P Lagomarsino de Leon Roig… - Nature …, 2022 - nature.com
In vivo two-photon calcium imaging is a powerful approach in neuroscience. However,
processing two-photon calcium imaging data is computationally intensive and time …

Minian, an open-source miniscope analysis pipeline

Z Dong, W Mau, Y Feng, ZT Pennington, L Chen… - Elife, 2022 - elifesciences.org
Miniature microscopes have gained considerable traction for in vivo calcium imaging in
freely behaving animals. However, extracting calcium signals from raw videos is a …

Fast and robust active neuron segmentation in two-photon calcium imaging using spatiotemporal deep learning

S Soltanian-Zadeh, K Sahingur, S Blau, Y Gong… - Proceedings of the …, 2019 - pnas.org
Calcium imaging records large-scale neuronal activity with cellular resolution in vivo.
Automated, fast, and reliable active neuron segmentation is a critical step in the analysis …

FIOLA: an accelerated pipeline for fluorescence imaging online analysis

C Cai, C Dong, J Friedrich, M Rozsa… - Nature …, 2023 - nature.com
Optical microscopy methods such as calcium and voltage imaging enable fast activity
readout of large neuronal populations using light. However, the lack of corresponding …

Segmentation of neurons from fluorescence calcium recordings beyond real time

Y Bao, S Soltanian-Zadeh, S Farsiu… - Nature machine …, 2021 - nature.com
Fluorescent genetically encoded calcium indicators and two-photon microscopy help
understand brain function by generating large-scale in vivo recordings in multiple animal …

Cortical observation by synchronous multifocal optical sampling reveals widespread population encoding of actions

IV Kauvar, TA Machado, E Yuen, J Kochalka, M Choi… - Neuron, 2020 - cell.com
To advance the measurement of distributed neuronal population representations of targeted
motor actions on single trials, we developed an optical method (COSMOS) for tracking …

CORNN: Convex optimization of recurrent neural networks for rapid inference of neural dynamics

F Dinc, A Shai, M Schnitzer… - Advances in Neural …, 2023 - proceedings.neurips.cc
Advances in optical and electrophysiological recording technologies have made it possible
to record the dynamics of thousands of neurons, opening up new possibilities for interpreting …