技术
- 分析与建模 - 机器学习
- 可穿戴设备 - 植入物
适用行业
- 教育
- 运输
适用功能
- 产品研发
- 质量保证
用例
- 公共交通管理
- 时间敏感网络
服务
- 测试与认证
- 培训
关于客户
哈佛医学院的达塔实验室是一个专注于研究与啮齿动物行为相关的神经机制的研究实验室。他们的研究包括将小鼠放入实验装置中,使用摄像头记录每只小鼠的行为,并使用神经植入物测量每只小鼠的神经活动。然后,实验室分析这些数据,以检查神经活动和行为之间的联系,并加深对小鼠特定大脑区域的理解。该实验室此前花费了大量时间手动注释视频片段以解释行为数据,这减少了可用于其他方面研究的时间。
挑战
哈佛医学院的达塔实验室致力于研究与啮齿动物行为相关的神经机制。他们的研究涉及使用摄像头记录小鼠的行为并使用神经植入物测量它们的神经活动。挑战在于对这些数据的分析,特别是解释行为数据。这需要研究人员随着时间的推移标记鼠标的姿势。虽然机器学习模型可以自动执行此过程,但需要首先手动注释大量视频片段。这种注释过程非常耗时,并且会影响研究人员花在需要其专业知识的其他研究方面的时间。该实验室需要一种解决方案来加快数据注释过程。
解决方案
Datta Lab 与 Scale Rapid 合作,加快了他们的数据注释过程。他们现在不再在内部对数据进行注释,而是将小鼠的原始视频发送到 Scale Rapid 并接收高质量的注释作为回报。这些注释为实验室提供了训练机器学习模型以进行自动姿势跟踪所需的信息。与 Scale Rapid 的合作为实验室节省了数周的标记时间,使研究人员能够更有效地利用时间。它还使实验室能够获得比其内部所能完成的更多的注释。大量的高质量注释使实验室能够更轻松地训练高性能机器学习模型,同时也节省了研究人员的时间。
运营影响
数量效益
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