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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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([SLEAP](https://github.com/murthylab/sleap), [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.
#### 01/2021: DLStream was published in [Communications Biology](https://www.nature.com/articles/s42003-021-01654-9)
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#### 12/2021: New pose estimation model integration ([DLC-Live](https://github.com/DeepLabCut/DeepLabCut-live)) and pre-release of further integration ([DeepPosekit's](https://github.com/jgraving/DeepPoseKit) StackedDenseNet, StackedHourGlass and [LEAP](https://github.com/murthylab/sleap))
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## Quick Reference:
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### Check out or wiki: [DLStream Wiki](https://github.com/SchwarzNeuroconLab/DeepLabStream/wiki)
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####Check out or wiki: [DLStream Wiki](https://github.com/SchwarzNeuroconLab/DeepLabStream/wiki)
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### Read the paper: [Schweihoff, et al. 2021](https://www.nature.com/articles/s42003-021-01654-9)
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####Read the paper: [Schweihoff, et al. 2021](https://www.nature.com/articles/s42003-021-01654-9)
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### Contributing
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####Contributing
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If you have feature requests or questions regarding the design of experiments join our [slack group](https://join.slack.com/t/dlstream/shared_invite/zt-jpy2olk1-CuJu0ZylGg_SLbO7zBkcrg)!
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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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### 7. [Adapting an existing experiment to your own needs](https://github.com/SchwarzNeuroconLab/DeepLabStream/wiki/Adapting-an-existing-experiment-to-your-own-needs)
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