Powered by OpenAIRE graph
Found an issue? Give us feedback
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ Cell Reportsarrow_drop_down
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
Cell Reports
Article . 2022 . Peer-reviewed
License: CC BY NC ND
Data sources: Crossref
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
Cell Reports
Article
License: CC BY NC ND
Data sources: UnpayWall
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
ZENODO
Article . 2021
Data sources: Datacite
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
ZENODO
Article . 2021
Data sources: Datacite
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
Cell Reports
Article . 2022
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
ZENODO
Article . 2021
Data sources: Datacite
image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
ZENODO
Article . 2021
Data sources: Datacite
versions View all 8 versions
addClaim

Stride-level analysis of mouse open field behavior using deep-learning-based pose estimation

Authors: Sheppard, Keith; Gardin, Justin; Sabnis, Gautam; Peer, Asaf; Darrell, Megan; Deats, Sean; Geuther, Brian; +2 Authors

Stride-level analysis of mouse open field behavior using deep-learning-based pose estimation

Abstract

This release contains data files for our publication: "Stride-level analysis of mouse open field behavior using deep learning-based pose estimation". Also note that our source code is made available at our github page under the repositories deep-hrnet-mouse and gaitanalysis. Files: deep-hres-net-2019-06-28.simg: a singularity image containing everything needed to run our neural network deep-hrnet-mouse.tgz: a tar'd, gzip'd version of the repository at https://github.com/KumarLabJax/deep-hrnet-mouse (commit 13014885861f87bf9fd5a99afdfe3153cca852a5) gaitanalysis.tgz: a tar'd, gzip'd version of the repository at https://github.com/KumarLabJax/gaitanalysis (commit 18a7f9b0192b77d94dc85ff413f0875b958c4938) infer-poseest-batch.sh: our inference script written to run on our cluster using the SLURM scheduler. This script will not work unchanged in other environments but it serves as a useful example of how to run the singularity image (deep-hres-net-2019-06-28.simg) on a cluster merged_pose_annos_2019-06-26.h5.gz: training data that was used to train the neural network that is embedded in deep-hres-net-2019-06-28.simg pose-est-conf.yaml: the configuration file used for training our pytorch model. This file is responsible for specifying most of the important hyperparameters during training pose-est-model.pth: the best model generated from our pytorch training. This file is embedded in our singularity image (deep-hres-net-2019-06-28.simg) strain-survey-gait-2019-11-12_summary.csv: a table of summary statistics for our gait metrics which were derived from our strain survey dataset vidplot-app.mp4: A video representation of gait extraction from pose estimation. The top panel shows a segment of video with a gait overlay. The bottom panel contains two plots that update with the video: an angular velocity plot and a hind paw speed plot. Green bouts are considered strides, left and right paws are orange and blue respectively.

Country
United States
Related Organizations
Keywords

Autism Spectrum Disorder, Movement, Life Sciences, 610, Article, Mice, Deep Learning, Medicine and Health Sciences, Exploratory Behavior, Animals, Nerve Net, Gait, Open Field Test, Postural Balance, JMG, Genome-Wide Association Study

  • BIP!
    Impact byBIP!
    selected citations
    These citations are derived from selected sources.
    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    71
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Top 1%
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Top 10%
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Top 1%
    OpenAIRE UsageCounts
    Usage byUsageCounts
    visibility views 65
    download downloads 93
  • 65
    views
    93
    downloads
    Powered byOpenAIRE UsageCounts
Powered by OpenAIRE graph
Found an issue? Give us feedback
visibility
download
selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
views
OpenAIRE UsageCountsViews provided by UsageCounts
downloads
OpenAIRE UsageCountsDownloads provided by UsageCounts
71
Top 1%
Top 10%
Top 1%
65
93
Green
gold