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SplitNets: Designing Neural Architectures for Efficient Distributed Computing on Head-Mounted Systems

  • Published:2022-06 Issue: Volume: Page:
  • ISSN:
  • Container-title:2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
  • language:
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Author:

Dong Xin1,De Salvo Barbara2,Li Meng2,Liu Chiao2,Qu Zhongnan3,Kung H.T.1,Li Ziyun2

Affiliation:

1. Harvard University

2. Meta Reality Labs

3. ETH Zurich

Publisher

IEEE

Reference64 articles.

1. Crime: Input-dependent collaborative inference for recurrent neural networks;pagliari;IEEE Transactions on Computers,2020

2. Orb-slam: a versatile and accurate monocular slam system;mur-artal;IEEE Transactions on Robotics,2015

3. Intelligent Vision Systems – Bringing Human-Machine Interface to AR/VR

4. Intelligent Vision Sensors for AR/VR

5. Auto-mvcnn: Neural architecture search for multi-view 3d shape recognition;li;ArXiv Preprint,2020

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2. Invited Paper: Learned In-Sensor Visual Computing: From Compression to Eventification;2023 IEEE/ACM International Conference on Computer Aided Design (ICCAD);2023-10-28

3. Specialization meets Flexibility: a Heterogeneous Architecture for High-Efficiency, High-flexibility AR/VR Processing;2023 60th ACM/IEEE Design Automation Conference (DAC);2023-07-09

4. CAMJ: Enabling System-Level Energy Modeling and Architectural Exploration for In-Sensor Visual Computing;Proceedings of the 50th Annual International Symposium on Computer Architecture;2023-06-17

5. Slimmable Encoders for Flexible Split DNNs in Bandwidth and Resource Constrained IoT Systems;2023 IEEE 24th International Symposium on a World of Wireless, Mobile and Multimedia Networks (WoWMoM);2023-06
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