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DeepLabCut: markerless pose estimation of user-defined body parts with deep learning.DeepLabCut:基于深度学习的用户自定义身体部位无标记姿态估计。
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Automated Assessment of Endpoint and Kinematic Features of Skilled Reaching in Rats.大鼠熟练抓握的终点和运动学特征的自动评估
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A motorized pellet dispenser to deliver high intensity training of the single pellet reaching and grasping task in rats.一种电动颗粒分配器,用于对大鼠进行单颗粒抓取任务的高强度训练。
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5
An automated rat single pellet reaching system with high-speed video capture.一种带有高速视频捕捉功能的自动化大鼠单颗粒获取系统。
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An automated behavioral box to assess forelimb function in rats.一种用于评估大鼠前肢功能的自动化行为测试箱。
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8
Improved single pellet grasping using automated ad libitum full-time training robot.使用自动随意全时训练机器人改进单颗粒抓取
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利用爪子和手指轨迹的三维重建实现自动大鼠单颗粒抓取

Automated Rat Single-Pellet Reaching with 3-Dimensional Reconstruction of Paw and Digit Trajectories.

作者信息

Bova Alexandra, Kernodle Krista, Mulligan Kaitlyn, Leventhal Daniel

机构信息

Neuroscience Graduate Program, University of Michigan.

Department of Neurology, University of Michigan.

出版信息

J Vis Exp. 2019 Jul 10(149). doi: 10.3791/59979.

DOI:10.3791/59979
PMID:31355787
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC7416789/
Abstract

Rodent skilled reaching is commonly used to study dexterous skills, but requires significant time and effort to implement the task and analyze the behavior. Several automated versions of skilled reaching have been developed recently. Here, we describe a version that automatically presents pellets to rats while recording high-definition video from multiple angles at high frame rates (300 fps). The paw and individual digits are tracked with DeepLabCut, a machine learning algorithm for markerless pose estimation. This system can also be synchronized with physiological recordings, or be used to trigger physiologic interventions (e.g., electrical or optical stimulation).

摘要

啮齿动物的熟练抓握常用于研究灵巧技能,但实施该任务并分析行为需要大量时间和精力。最近已开发出几种熟练抓握的自动化版本。在此,我们描述一种版本,它在以高帧率(300帧/秒)从多个角度记录高清视频的同时,自动向大鼠提供食丸。使用DeepLabCut(一种用于无标记姿态估计的机器学习算法)跟踪爪子和各个手指。该系统还可以与生理记录同步,或用于触发生理干预(例如,电刺激或光刺激)。