AllenNeuralDynamics / aind-ophys-utils

Repo for Ophys utils
MIT License
0 stars 0 forks source link

Review available ROI segmentation methods #8

Open arielleleon opened 1 year ago

arielleleon commented 1 year ago

Standard methods: Suite2p, CAIMAN, OnACID Recently developed methods: EXTRACT, CITE-On, STNeuroNet

Review slide deck: https://alleninstitute-my.sharepoint.com/:p:/g/personal/jinho_kim_alleninstitute_org/Ebk95v4_NXpInKLYYfwyuaoBfLcpu-PqNh7xVfWFbna5UQ?e=sr9hZm

(soft) conclusion: EXTRACT is likely to require human curation. Only in MATLAB for now. Not great at the first try (different dataset). CITE-On is specific for closed-loop 2p optogenetics exp, very crude (bounding box + 80-95th percentile pixel selection) STNeuroNet seems good (CNN-based), but only detects "active" neurons. May need to compare with the in-house CNN-based protocol.