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[![License: GPL v3](https://img.shields.io/badge/License-GPL%20v3-blue.svg)](https://www.gnu.org/licenses/gpl-3.0)
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[![Twitter Follow](https://img.shields.io/twitter/follow/SNeuroconnect.svg?label=SNeuroconnect&style=social)](https://twitter.com/SNeuroconnect)
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DeepLabStream is a python based multi-purpose tool that enables the realtime tracking of animals and manipulation of experiments.
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Our toolbox is adapted from the previously published [DeepLabCut](https://github.com/AlexEMG/DeepLabCut) ([Mathis et al., 2018](https://www.nature.com/articles/s41593-018-0209-y)) and expands on its core capabilities.
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DeepLabStreams core feature is the real-time analysis using any type of camera-based video stream (incl. multiple streams). Building onto that, we designed a full experimental closed-loop toolkit. It enables running experimental protocols that are dependent on a constant stream of bodypart positions and feedback activation of several input/output devices. It's capabilities range from simple region of interest (ROI) based triggers to headdirection or behavior dependent stimulation.
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DeepLabStream is a python based multi-purpose tool that enables the realtime tracking and manipulation of animals during ongoing experiments.
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Our toolbox was orginally adapted from the previously published [DeepLabCut](https://github.com/AlexEMG/DeepLabCut) ([Mathis et al., 2018](https://www.nature.com/articles/s41593-018-0209-y)) and expanded on its core capabilities, but is now able to utilize a variety of different network architectures for online pose estimation
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([DLC + maDLC](https://github.com/AlexEMG/DeepLabCut), [DLC-Live](https://github.com/DeepLabCut/DeepLabCut-live), [DeepPosekit's](https://github.com/jgraving/DeepPoseKit) StackedDenseNet, StackedHourGlass and [LEAP](https://github.com/murthylab/sleap)).
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DeepLabStreams core feature is the utilization of real-time tracking to orchestrate closed-loop experiments. This can be achieved using any type of camera-based video stream (incl. multiple streams). It enables running experimental protocols that are dependent on a constant stream of bodypart positions and feedback activation of several input/output devices. It's capabilities range from simple region of interest (ROI) based triggers to headdirection or behavior dependent stimulation.
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![DLS_Stim](docs/DLSSTim_example.gif)
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We are constantly working to update and increase the capabilities of DLStream.
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We welcome all feedback and input from your side.
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ALso, do not hesitate to contact us for collaborations.
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Also, do not hesitate to contact us for collaborations.
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### 1. [Installation & Testing](https://github.com/SchwarzNeuroconLab/DeepLabStream/wiki/Installation-&-Testing)
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