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Deeplabstream

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Seminar✓ Recording AvailableOpen Source

DeepLabStream

Jens Schweihoff

Institute of Experimental Epileptology and Cognition Research, University of Bonn

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Thursday, May 6, 2021

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Thursday, May 6, 2021

12:00 PM America/Argentina/Buenos_Aires

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Host: Open Source Neuro

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Open Source Neuro

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Abstract

DeepLabStream is a python based multi-purpose tool that enables the realtime tracking and manipulation of animals during ongoing experiments. Our toolbox was orginally adapted from the previously published DeepLabCut (Mathis et al., 2018) and expanded on its core capabilities, but is now able to utilize a variety of different network architectures for online pose estimation (SLEAP, DLC-Live, DeepPosekit's StackedDenseNet, StackedHourGlass and LEAP). Our aim is to provide an open-source tool that allows researchers to design custom experiments based on real-time behavior-dependent feedback. My personal ideal goal would be a swiss-army knife like solution where we could integrate the many brilliant python interfaces. We are constantly upgrading DLStream with new features and integrate other open-source solutions.

Topics

DeepLabCutDeepLabStreamDeeplab CutLEAPSLEAPStackedDenseNetStackedHourGlassanimal behaviourbehaviourpose estimationreal-time tracking

About the Speaker

Jens Schweihoff

Institute of Experimental Epileptology and Cognition Research, University of Bonn

Contact & Resources

Personal Website

open-neuroscience.com/en/post/deeplabstream/

@JensBlack3

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twitter.com/JensBlack3

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