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@NanoscopyAI

NanoScopy AI

An interdisciplinary collaboration between Prof. Ivan Robert Nabi & Prof. Ghassan Hamarneh improving biological discovery in superresolution microscopy using AI

Welcome!

This Github organization holds the source code, documentation, walkthroughs, and issues for intelligent computational image analysis on superresolution microscopy.

This is a collaboration between the research labs of Professor Ivan Robert Nabi (Life Sciences Insttitute, University of British Columbia) and Professor Ghassan Hamarneh (Medical Image Analysis Research Group, Simon Fraser University)

Table of Contents

Team

Resources

Imaging

Our team has access to state of the art superresolution microscopes, including but not limited to STED, dSTORM, and many more. [todo expand]

Computational

Our team is yearly awarded cluster compute resources from the Digital Research Alliance, has priority access to Simon Fraser University's Solar Cluster, as well as the research computing cluster at the University of British Columbia, in addition to specialized workstations for low latency prototyping.

News

Coming soon

Software

Name Modality
datatype
Language Task License Publication Manual
& docs
Tests Contact
SuperResNet Pointcloud
dStorm
Matlab CL,SE,DE Proprietary DOI Github TODO @
SuperResNet Batch Pointcloud
dStorm
Matlab, Bash CL,SE,DE Proprietary TODO TODO TODO @
ERGO Pointcloud
dStorm
Python
Julia
DE,LO,
WSOD-L
GPLv3 DOI Github CircleCI @
Smlmvis Pointcloud
dStorm
Python VI,DF AGPLv3 DOI Github TODO @
SPECHT 2D STED
voxel
Julia WSOD-L
AD, CI, DE
AGPLv3 DOI
DOI
Github CircleCI @
DataCurator 2/3D voxel
pointcloud
HDF5, CSV
Julia AC, DF, ST AGPLv3 DOI Github CircleCI @
LogParadox CSV Julia ST AGPLv3 DOI Github CircleCI @
SmlmTools dSTORM Julia RT, LO AGPLv3 DOI Github CircleCI @
MCS-Detect 3D STED Julia LO, DE, IC AGPLv3 DOI Github CircleCI @
Colocalization 2-3D Voxel Julia IC AGPLv3 DOI Github CircleCI @
ER-Analysis-scripts 2D Confocal Python
Matlab
IP, GP todo todo todo todo @
nERdy 2D Confocal Python
Matlab
IP, GP, DL AGPLv3 todo todo todo @

Acronym legend of functionality/features: Clustering (CL), Segmentation (SE), Weakly supervised object detection/localization (WSOD-L), Contrastive identification (CI), Classification (CA), Denoising (DE), Adaptive (AD), Localization (LO), Interaction/Colocalization (IC), Acceleration (AC), Visualization (VI), Data formats (DF), Statistics (ST), Registration/Tracking (RT), Image Processing (IP), Graph Processing (GP), Deep Learning (DL)

Selected Publications

See our bibliography for a complete listing of publications.

Contact

For public contact, please create an issue. The individual projects have contact info listed above. Each publication also has corresponding authors. If you need private contact means, please create an issue and we will follow up with a private channel.

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  1. ERGO ERGO Public

    ERGO: Efficient Recurrent Graph Optimized Emitter Density Estimation in Single Molecule Localization Microscopy. Mirror of https://github.com/bencardoen/ERGO

  2. Colocalization.jl Colocalization.jl Public

    Reference implementation of colocalization metrics. Mirror of https://github.com/bencardoen/Colocalization.jl

    Julia

  3. SPECHT.jl SPECHT.jl Public

    SPECHT is a Julia implementation of a contrastive weakly supervised object detection and identification method for fluorescence microscopy. Mirror of https://github.com/bencardoen/SPECHT.jl

    Julia

  4. SubPrecisionContactDetection.jl SubPrecisionContactDetection.jl Public

    A Julia package to detect contacts below the precision of a superresolution microscope between 2 subcellular organelles in 2-channel superresolution (STED) microscopy. Mirror of https://github.com…

    Julia

  5. DataCurator.jl DataCurator.jl Public

    A scalable Julia package to transparently validate and transform large biomedical datasets using human readable recipes that are translated to machine verifiable templates. Mirror of https://githu…

    Julia

  6. SmlmTools.jl SmlmTools.jl Public

    Computational tools for single molecule localization / superresolution microscopy (point clouds). Mirror of https://github.com/bencardoen/SmlmTools.jl

    Julia

Repositories

Showing 10 of 19 repositories
  • tutorial_mcs_detect Public

    Run ER-Mitochondria contact detection in 5 minutes or less.

    NanoscopyAI/tutorial_mcs_detect’s past year of commit activity
    Shell 0 AGPL-3.0 0 0 0 Updated Oct 16, 2024
  • SubPrecisionContactDetection.jl Public

    A Julia package to detect contacts below the precision of a superresolution microscope between 2 subcellular organelles in 2-channel superresolution (STED) microscopy. Mirror of https://github.com/bencardoen/SubPrecisionContactDetection.jl

    NanoscopyAI/SubPrecisionContactDetection.jl’s past year of commit activity
    Julia 0 AGPL-3.0 0 1 0 Updated Sep 19, 2024
  • nERdy Public

    nERdy: network analysis of ER dynamics

    NanoscopyAI/nERdy’s past year of commit activity
    Python 1 AGPL-3.0 0 0 0 Updated Jul 14, 2024
  • NanoscopyAI/NanoscopyAi_Webpage’s past year of commit activity
    0 0 0 0 Updated May 21, 2024
  • projectemplate Public

    A research project template outlining the scope, proposed research question, related work, data, needed for a research project

    NanoscopyAI/projectemplate’s past year of commit activity
    0 AGPL-3.0 0 0 0 Updated May 15, 2024
  • autophagy_example Public

    An example of using SPECHT.jl for autophagy in confocal microscopy

    NanoscopyAI/autophagy_example’s past year of commit activity
    0 AGPL-3.0 0 0 0 Updated May 14, 2024
  • .github Public
    NanoscopyAI/.github’s past year of commit activity
    TeX 0 AGPL-3.0 2 2 (1 issue needs help) 0 Updated May 9, 2024
  • tutorial_smlm_alignment_colocalization Public

    Tutorial on how to process large datasets of SMLM data (point cloud/dSTORM). Includes fiducial tracking, alignment, then colocalization.

    NanoscopyAI/tutorial_smlm_alignment_colocalization’s past year of commit activity
    ImageJ Macro 0 AGPL-3.0 1 1 0 Updated Apr 15, 2024
  • NanoscopyAI/SuperResNET-Batch’s past year of commit activity
    MATLAB 0 0 0 0 Updated Mar 7, 2024
  • icons Public

    Public repository for hosting icons used for web access without authentication.

    NanoscopyAI/icons’s past year of commit activity
    0 0 0 0 Updated Mar 7, 2024

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