https://github.com/cloudslab/edgelens
Distributed Deep Learning Object Detection Tutorial for FogBus and Aneka
https://github.com/cloudslab/edgelens
deep-learning fog-computing internet-of-things object-detection
Last synced: 5 months ago
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Distributed Deep Learning Object Detection Tutorial for FogBus and Aneka
- Host: GitHub
- URL: https://github.com/cloudslab/edgelens
- Owner: Cloudslab
- License: gpl-3.0
- Created: 2019-05-24T10:08:26.000Z (about 7 years ago)
- Default Branch: master
- Last Pushed: 2020-03-09T20:04:40.000Z (about 6 years ago)
- Last Synced: 2025-09-10T04:07:34.195Z (9 months ago)
- Topics: deep-learning, fog-computing, internet-of-things, object-detection
- Language: Python
- Homepage:
- Size: 15 MB
- Stars: 7
- Watchers: 10
- Forks: 3
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
README
# EdgeLens
Distributed Deep Learning on FogBus and Aneka - A tutorial. Implement, deploy and test a distributed deep learning software on a Fog Computing setup using FogBus. In this repo we have deployed an object detection YOLO software on multiple edge devices (raspberry pis) and cloud VMs (using Azure).
## Developer
[Shreshth Tuli](https://www.github.com/shreshthtuli)
## Cite this work
```
@article{tuli2019edgelens,
title={{Edgelens: Deep learning based object detection in integrated iot, fog and cloud computing environments}},
author={Tuli, Shreshth and Basumatary, Nipam and Buyya, Rajkumar},
journal={arXiv preprint arXiv:1906.11056},
year={2019}
}
```
## References
* Shreshth Tuli, Redowan Mahmud, Shikhar Tuli, and Rajkumar Buyya, [FogBus: A Blockchain-based Lightweight Framework for Edge and Fog Computing.](http://buyya.com/papers/FogBus-JSS.pdf) Journal of Systems and Software (JSS), Volume 154, Pages: 22-36, ISSN: 0164-1212, Elsevier Press, Amsterdam, The Netherlands, August 2019.
* Shreshth Tuli, Nipam Basumatary, Sukhpal Singh Gill, Mohsen Kahani, Rajesh Chand Arya, Gurpreet Singh Wander, and Rajkumar Buyya, [HealthFog: An Ensemble Deep Learning based Smart Healthcare System for Automatic Diagnosis of Heart Diseases in Integrated IoT and Fog Computing Environments](http://buyya.com/papers/HealthFog.pdf), Future Generation Computer Systems (FGCS), Volume 104, Pages: 187-200, ISSN: 0167-739X, Elsevier Press, Amsterdam, The Netherlands, March 2020.
* **Shreshth Tuli, Nipam Basumatary, and Rajkumar Buyya, [EdgeLens: Deep Learning based Object Detection in Integrated IoT, Fog and Cloud Computing Environments](http://buyya.com/papers/EdgeLensAnekaCloud2019.pdf), Proceedings of the 4th IEEE International Conference on Information Systems and Computer Networks (ISCON 2019, IEEE Press, USA), Mathura, India, November 21-22, 2019.**
[](http://cloudbus.org/)