Deep Learning for Consumer Devices and Services 2—AI Gets Embedded at the Edge

Peter Corcoran; Joseph Lemley; Claudia Costache; Viktor Varkarakis

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Deep Learning for Consumer Devices and Services 2—AI Gets Embedded at the Edge

机译：面向消费类设备和服务的深度学习2-AI嵌入在边缘

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摘要

The recent explosive growth of deep learning is enabling a new generation of intelligent consumer devices. Specialized deep learning inference now provides data analysis capabilities that once required an active cloud connection, while reducing latency an

机译：深度学习最近的爆炸式增长正在推动新一代智能消费设备的发展。专门的深度学习推理现在提供了数据分析功能，该功能曾经需要活动的云连接，同时减少了延迟，

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来源
《Consumer Electronics Magazine, IEEE》 |2019年第5期|10-19|共10页
作者
Peter Corcoran; Joseph Lemley; Claudia Costache; Viktor Varkarakis;
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作者单位

National University of Ireland Galway (NUIG);

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原文格式 PDF
正文语种 eng
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关键词
Cameras; Deep learning; Authentication; Iris recognition; Image edge detection; Intelligent systems;

机译：相机;深度学习;认证;虹膜识别;图像边缘检测;智能系统;

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专利

1. Deep Learning for Consumer Devices and Services 4—A Review of Learnable Data Augmentation Strategies for Improved Training of Deep Neural Networks [J] . Lemley Joseph, Corcoran Peter Consumer Electronics Magazine, IEEE . 2020,第3期

机译：深度学习消费者设备和服务4-对深神经网络改进培训的学习数据增强策略的回顾
2. Deep Learning for Consumer Devices and Services: Pushing the limits for machine learning, artificial intelligence, and computer vision. [J] . Joe Lemley, Shabab Bazrafkan, Peter Corcoran Consumer Electronics Magazine, IEEE . 2017,第2期

机译：消费类设备和服务的深度学习：突破机器学习，人工智能和计算机视觉的极限。
3. Embedded Deep Neural Network Processing: Algorithmic and Processor Techniques Bring Deep Learning to IoT and Edge Devices [J] . Marian Verhelst, Bert Moons Solid-State Circuits Magazine, IEEE . 2017,第4期

机译：嵌入式深度神经网络处理：算法和处理器技术将深度学习带入物联网和边缘设备
4. When Deep Learning Meets the Edge: Auto-Masking Deep Neural Networks for Efficient Machine Learning on Edge Devices [C] . Ning Lin, Hang Lu, Xing Hu, International conference on computer design . 2019

机译：当深度学习遇到边缘时：自动掩盖深度神经网络以在边缘设备上进行高效的机器学习
5. Service Abstractions for Scalable Deep Learning Inference at the Edge [D] . Guo, Peizhen. 2021

机译：用于边缘可扩展深度学习推断的服务抽象
6. AI-doscopist: a real-time deep-learning-based algorithm for localising polyps in colonoscopy videos with edge computing devices [O] . Carmen C. Y. Poon, Yuqi Jiang, Ruikai Zhang, 2020

机译：AI-doscopist：一种基于实时深度学习的实时算法可通过边缘计算设备在结肠镜检查视频中定位息肉
7. Deep Learning for Consumer Devices and Services 2—AI Gets Embedded at the Edge [O] . Peter Corcoran, Joseph Lemley, Claudia Costache, 2019

机译：深入学习消费者设备和服务2-AI嵌入边缘

Deep Learning for Consumer Devices and Services 2—AI Gets Embedded at the Edge

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