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  • Creator(s):
    Varun Mannam
    Description:

    We created a small dataset to validate the lifetime denoising using the trained Noise2Noise-NBN model - the Fluorescence Microscopy Lifetime Denoising (FMLD) dataset - that is dedicated to perform the lifetime denoising from the noisy (raw) lifetime images.

    The dataset consists of 50 real fluorescence microscopy images obtained with custom-built two-photon microscope and representative fixed BPAE cell (F36924) samples. We use all 50 images for testing/inference. These images are captured wi…

    Date Created:
    2020-01-01
    Record Visibility:
    Public
  • Creator(s):
    Varun Mannam
    Description:

    We created a dataset - the Lifetime From Intensity (LFI) dataset - that is dedicated to estimate the lifetime from intensity images. The dataset consists of 156 real fluorescence microscopy images obtained with custom-built two-photon microscope and representative biological zebrafish samples. We use 140 images for training and 16 images for testing. These images are captured with 2 different excitation wavelengths (800 and 920 nm) and different power levels (5 mW and 8 mW).

    Date Created:
    2019-08-13
    Record Visibility:
    Public
  • Creator(s):
    Varun Mannam, Yide Zhang, Yinhao Zhu, Scott Howard
    Description:

    We created a dataset - the Fluorescence Microscopy Denoising (FMD) dataset - that is dedicated to Poisson-Gaussian denoising. The dataset consists of 12,000 real fluorescence microscopy images obtained with commercial confocal, two-photon, and wide-field microscopes and representative biological samples such as BPAE cells, zebrafish, and mouse brain tissues. We use image averaging to effectively obtain ground truth images and 60,000 noisy images with different noise levels.

    Date Created:
    2019-04-21
    Record Visibility:
    Public
  • Creator(s):
    Jan Teorell, John Gerring, Jeffrey Staton, Carl Henrik Knutsen, David Altman, Megan Reif, Staffan I. Lindberg, Kelly McMann, Svend-Erik Skaaning, Michael Bernhard, Michael Coppedge, Eitan Tzelgov, Allen Hicken, Matthew Kroenig, Daniel Pemstein, Adam Glynn, Yi-ting Wang, M. Steven Fish
    Description:

    Posterior data of Higher Level Indices for Varieties of Democracy v.7. The code book and description of the variables can be found in the main item for this collection.

    Date Created:
    2017-01-01
    Record Visibility:
    Public
  • Creator(s):
    Jan Teorell, John Gerring, Jeffrey Staton, Carl Henrik Knutsen, David Altman, Megan Reif, Staffan I. Lindberg, Kelly McMann, Svend-Erik Skaaning, Michael Bernhard, Michael Coppedge, Eitan Tzelgov, Allen Hicken, Matthew Kroenig, Daniel Pemstein, Adam Glynn, Yi-ting Wang, M. Steven Fish
    Description:

    Posterior data of Higher Level Indices for Varieties of Democracy v.7. The code book and description of the variables can be found in the main item for this collection.

    Date Created:
    2017-01-01
    Record Visibility:
    Public
  • Creator(s):
    Jan Teorell, John Gerring, Jeffrey Staton, Carl Henrik Knutsen, David Altman, Megan Reif, Staffan I. Lindberg, Kelly McMann, Svend-Erik Skaaning, Michael Bernhard, Michael Coppedge, Eitan Tzelgov, Allen Hicken, Matthew Kroenig, Daniel Pemstein, Adam Glynn, Yi-ting Wang, M. Steven Fish
    Description:

    Posterior data of Higher Level Indices for Varieties of Democracy v.7. The code book and description of the variables can be found in the main item for this collection.

    Date Created:
    2017-01-01
    Record Visibility:
    Public
  • Creator(s):
    Jan Teorell, John Gerring, Jeffrey Staton, Carl Henrik Knutsen, David Altman, Megan Reif, Staffan I. Lindberg, Kelly McMann, Svend-Erik Skaaning, Michael Bernhard, Michael Coppedge, Eitan Tzelgov, Allen Hicken, Matthew Kroenig, Daniel Pemstein, Adam Glynn, Yi-ting Wang, M. Steven Fish
    Description:

    Posterior data of Higher Level Indices for Varieties of Democracy v.7. The code book and description of the variables can be found in the main item for this collection.

    Date Created:
    2017-01-01
    Record Visibility:
    Public
  • Creator(s):
    Jan Teorell, John Gerring, Jeffrey Staton, Carl Henrik Knutsen, David Altman, Megan Reif, Staffan I. Lindberg, Kelly McMann, Svend-Erik Skaaning, Michael Bernhard, Michael Coppedge, Eitan Tzelgov, Allen Hicken, Matthew Kroenig, Daniel Pemstein, Adam Glynn, Yi-ting Wang, M. Steven Fish
    Description:

    Posterior data of Higher Level Indices for Varieties of Democracy v.7. The code book and description of the variables can be found in the main item for this collection.

    Date Created:
    2017-01-01
    Record Visibility:
    Public
  • Creator(s):
    Jan Teorell, John Gerring, Jeffrey Staton, Carl Henrik Knutsen, David Altman, Megan Reif, Staffan I. Lindberg, Kelly McMann, Svend-Erik Skaaning, Michael Bernhard, Michael Coppedge, Eitan Tzelgov, Allen Hicken, Matthew Kroenig, Daniel Pemstein, Adam Glynn, Yi-ting Wang, M. Steven Fish
    Description:

    Posterior data of Higher Level Indices for Varieties of Democracy v.7. The code book and description of the variables can be found in the main item for this collection.

    Date Created:
    2017-01-01
    Record Visibility:
    Public
  • Creator(s):
    Michael Bernhard, Adam Glynn, Daniel Pemstein, M. Steven Fish, Jan Teorell, John Gerring, Yi-ting Wang, Kyle L. Marquardt, Aksel Sundtröm, Allen Hicken, Jeffrey Staton, Rachel Sigman, Kelly McMann, Carl Henrik Knutsen, Valeriya Mechkova, Pamela Paxton, Anna Lührmann, David Altman, Michael Coppedge, Agnes Cornell, Tore Wig, Brigitte Seim, Daniel Ziblatt., Staffan I. Lindberg, Eitan Tzelgov, Svend-Erik Skaaning, Johannes von Römer, Lisa Gastaldi, Luca Uberti, Haakon Gjerløw
    Description:

    Data for Varieties of Democracy Project. Version 9 of these files. There is also a collection of posterior files for v.9. See related item.

    Record Visibility:
    Public
  • Creator(s):
    Michael Bernhard, Adam Glynn, Daniel Pemstein, M. Steven Fish, Jan Teorell, John Gerring, Yi-ting Wang, Kyle L. Marquardt, Aksel Sundtröm, Allen Hicken, Jeffrey Staton, Rachel Sigman, Kelly McMann, Carl Henrik Knutsen, Valeriya Mechkova, Pamela Paxton, Anna Lührmann, David Altman, Michael Coppedge, Agnes Cornell, Tore Wig, Brigitte Seim, Daniel Ziblatt., Staffan I. Lindberg, Eitan Tzelgov, Svend-Erik Skaaning, Johannes von Römer, Lisa Gastaldi, Luca Uberti, Haakon Gjerløw
    Description:

    Posterior files for Varieties of Democracy Project Version 9. See main item for codebook and dataset.

    Record Visibility:
    Public
  • Creator(s):
    John Gerring, Yi-ting Wang, Michael Coppedge, Adam Glynn, Eitan Tzelgov, Jan Teorell, Svend-Erik Skaaning, Allen Hicken, David Altman, Staffan I. Lindberg, M. Steven Fish, Matthew Kroenig, Jeffrey Staton, Daniel Pemstein, Michael Bernhard, Kelly McMann, Carl Henrik Knutsen, Megan Reif
    Description:

    Data for Varieties of Democracy Project. Version 6 of these files. There is also a collection of posterior files for v.6

    Date Created:
    2016-01-01
    Record Visibility:
    Public