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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.
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
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
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