Automated Deep Learning Model Partitioning for Heterogeneous Edge Devices

Author:

Mukherjee Arijit1ORCID,Dey Swarnava1ORCID

Affiliation:

1. Embedded Devices & Intelligent Systems, TCS Research, IN

Publisher

ACM

Reference63 articles.

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3. Byung Hoon Ahn , Jinwon Lee , Jamie Menjay Lin , Hsin-Pai Cheng , Jilei Hou , and Hadi Esmaeilzadeh . 2020 . Ordering Chaos: Memory-Aware Scheduling of Irregularly Wired Neural Networks for Edge Devices . In Proceedings of Machine Learning and Systems, I. Dhillon, D. Papailiopoulos, and V. Sze (Eds.). Vol. 2. mlsys.org, USA, 44–57 . https://proceedings.mlsys.org/paper/2020/file/9bf31c7ff062936a96d3c8bd1f8f2ff3-Paper.pdf Byung Hoon Ahn, Jinwon Lee, Jamie Menjay Lin, Hsin-Pai Cheng, Jilei Hou, and Hadi Esmaeilzadeh. 2020. Ordering Chaos: Memory-Aware Scheduling of Irregularly Wired Neural Networks for Edge Devices. In Proceedings of Machine Learning and Systems, I. Dhillon, D. Papailiopoulos, and V. Sze (Eds.). Vol. 2. mlsys.org, USA, 44–57. https://proceedings.mlsys.org/paper/2020/file/9bf31c7ff062936a96d3c8bd1f8f2ff3-Paper.pdf

4. Prediction of Traffic Density Using YOLO Object Detection and Implemented in Raspberry Pi 3b + and Intel NCS 2

5. Real-time Implementation of RMNv2 Classifier in NXP Bluebox 2.0 and NXP i.MX RT1060

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