Cracking open the DNN black-box-Reference-Cited by-同舟云学术

Cracking open the DNN black-box

Published:2019 Issue: Volume: Page:
ISSN:
Container-title:Proceedings of the 2019 Workshop on Hot Topics in Video Analytics and Intelligent Edges - HotEdgeVideo'19
language:
Short-container-title:

Author:

Emmons John¹,Fouladi Sadjad¹,Ananthanarayanan Ganesh²,Venkataraman Shivaram³,Savarese Silvio¹,Winstein Keith¹

Affiliation:

1. Stanford University, Stanford, CA, USA

2. Microsoft Research, Redmon, WA, USA

3. University of Wisconsin--Madison, Madion, WI, USA

Funder

NSF

Publisher

ACM Press

Reference32 articles.

1. Daniel Kang, John Emmons, Firas Abuzaid, Peter Bailis, and Matei Zaharia. Noscope: Optimizing neural network queries over video at scale. Proc. VLDB Endow., 10(11):1586--1597, August 2017.

2. Haoyu Zhang, Ganesh Ananthanarayanan, Peter Bodik, Matthai Philipose, Paramvir Bahl, and Michael J. Freedman. Live video analytics at scale with approximation and delay-tolerance. In 14th USENIX Symposium on Networked Systems Design and Implementation (NSDI 17), pages 377--392, Boston, MA, March 2017. USENIX Association.

3. Ben Zhang, Xin Jin, Sylvia Ratnasamy, John Wawrzynek, and Edward A. Lee. Awstream: Adaptive wide-area streaming analytics. In Proceedings of the 2018 Conference of the ACM Special Interest Group on Data Communication, SIGCOMM '18, pages 236--252, New York, NY, USA, 2018. ACM.

4. Yolo: Real-time object detection. https://pjreddie.com/darknet/yolo/.

5. AWS DeepLens: Deep Learning enabled video camera. https://aws.amazon.com/deeplens/.

Cited by 45 articles. 订阅此论文施引文献订阅此论文施引文献，注册后可以免费订阅5篇论文的施引文献，订阅后可以查看论文全部施引文献

1. Tensor Compression and Reconstruction in Split DNN for Real-time Object Detection at the Edge;2024 IEEE International Mediterranean Conference on Communications and Networking (MeditCom);2024-07-08

2. Probabilistic Object Tracking Using Quantified Camera Uncertainty Parameters in a Binocular System;2024 International Conference on Unmanned Aircraft Systems (ICUAS);2024-06-04

3. Learn to Compress (LtC): Efficient Learning-based Streaming Video Analytics;NOMS 2024-2024 IEEE Network Operations and Management Symposium;2024-05-06

4. Research on Violence Action Recognition Method Based on Two-Stream Spatiotemporal Network;Proceedings of the 5th International Conference on Computer Information and Big Data Applications;2024-04-26

5. Graft: Efficient Inference Serving for Hybrid Deep Learning With SLO Guarantees via DNN Re-Alignment;IEEE Transactions on Parallel and Distributed Systems;2024-02