-
Notifications
You must be signed in to change notification settings - Fork 0
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
- Loading branch information
1 parent
76f8d98
commit 0b128e4
Showing
16 changed files
with
3,274 additions
and
0 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,191 @@ | ||
| <!DOCTYPE html> | ||
| <html> | ||
|
|
||
| <head> | ||
| <meta charset="utf-8"> | ||
| <meta name="description" | ||
| content="MTL-Split: Multi-Task Learning for Edge Devices using Split Computing paper website. Accepted @ DAC 2024."> | ||
| <meta name="keywords" content="Split Computing, Multi-Task Learning, Deep Neural Networks, Edge Devices"> | ||
| <meta name="viewport" content="width=device-width, initial-scale=1"> | ||
| <title>MTL-Split: Multi-Task Learning for Edge Devices using Split Computing</title> | ||
|
|
||
| <link href="https://fonts.googleapis.com/css?family=Google+Sans|Noto+Sans|Castoro" | ||
| rel="stylesheet"> | ||
|
|
||
| <link rel="stylesheet" href="./static/css/bulma.min.css"> | ||
| <link rel="stylesheet" href="./static/css/bulma-carousel.min.css"> | ||
| <link rel="stylesheet" href="./static/css/bulma-slider.min.css"> | ||
| <link rel="stylesheet" href="./static/css/fontawesome.all.min.css"> | ||
| <link rel="stylesheet" | ||
| href="https://cdn.jsdelivr.net/gh/jpswalsh/academicons@1/css/academicons.min.css"> | ||
| <link rel="stylesheet" href="./static/css/index.css"> | ||
| <link rel="icon" href="./static/images/intelligo.png"> | ||
|
|
||
| <script src="https://ajax.googleapis.com/ajax/libs/jquery/3.5.1/jquery.min.js"></script> | ||
| <script defer src="./static/js/fontawesome.all.min.js"></script> | ||
| <script src="./static/js/bulma-carousel.min.js"></script> | ||
| <script src="./static/js/bulma-slider.min.js"></script> | ||
| <script src="./static/js/index.js"></script> | ||
| </head> | ||
|
|
||
| <body> | ||
| <nav class="navbar" role="navigation" aria-label="main navigation"> | ||
| <div class="navbar-brand"> | ||
| <a role="button" class="navbar-burger" aria-label="menu" aria-expanded="false"> | ||
| <span aria-hidden="true"></span> | ||
| <span aria-hidden="true"></span> | ||
| <span aria-hidden="true"></span> | ||
| </a> | ||
| </div> | ||
| <div class="navbar-menu"> | ||
| <div class="navbar-start" style="flex-grow: 1; justify-content: center;"> | ||
| <a class="navbar-item" href="https://capogrosso.eu"> | ||
| <span class="icon"> | ||
| <i class="fas fa-home"></i> | ||
| </span> | ||
| </a> | ||
| <div class="navbar-item has-dropdown is-hoverable"> | ||
| <a class="navbar-link"> | ||
| More Research | ||
| </a> | ||
| <div class="navbar-dropdown"> | ||
| <a class="navbar-item" href="https://intelligolabs.net/intelligo-ml-lab/"> | ||
| Intelligo ML lab | ||
| </a> | ||
| </div> | ||
| </div> | ||
| </div> | ||
| </div> | ||
| </nav> | ||
|
|
||
| <!-- Title, authors, institution, links. --> | ||
| <section class="hero"> | ||
| <div class="hero-body"> | ||
| <div class="container is-max-desktop"> | ||
| <div class="columns is-centered"> | ||
| <div class="column has-text-centered"> | ||
| <h1 class="title is-1 publication-title">MTL-Split: Multi-Task Learning for Edge Devices using Split Computing</h1> | ||
| <div class="is-size-5 publication-authors"> | ||
| <span class="author-block"> | ||
| <a href="https://www.capogrosso.eu">Luigi Capogrosso</a><sup>1</sup>, | ||
| </span> | ||
| <span class="author-block"> | ||
| <a href="https://www.dimi.univr.it/?ent=persona&id=22371&lang=en">Enrico Fraccaroli</a><sup>1,2</sup>, | ||
| </span> | ||
| <span class="author-block"> | ||
| <a href="https://cs.unc.edu/person/samarjit-chakraborty/">Samarjit Chakraborty</a><sup>1,2</sup>, | ||
| </span> | ||
| <span class="author-block"> | ||
| <a href="https://www.dimi.univr.it/?ent=persona&id=59&lang=en">Franco Fummi</a><sup>1</sup>, | ||
| </span> | ||
| <span class="author-block"> | ||
| <a href="https://www.dimi.univr.it/?ent=persona&id=218&lang=en">Marco Cristani</a><sup>1</sup>, | ||
| </span> | ||
| </div> | ||
|
|
||
| <div class="is-size-5 publication-authors"> | ||
| <span class="author-block"> | ||
| <sup>1</sup> | ||
| Department of Engineering for Innovation Medicine, University of Verona, Italy | ||
| </span> | ||
| <span class="author-block"> | ||
| <sup>2</sup> | ||
| Department of Computer Science, The University of North Carolina at Chapel Hill, USA | ||
| </span> | ||
| </div> | ||
|
|
||
| <div class="column has-text-centered"> | ||
| <div class="publication-links"> | ||
| <!-- Proceedings link. --> | ||
| <span class="link-block"> | ||
| <a href="" class="external-link button is-normal is-rounded is-dark"> | ||
| <span class="icon"> | ||
| <i class="fas fa-file-pdf"></i> | ||
| </span> | ||
| <span>Paper</span> | ||
| </a> | ||
| </span> | ||
| <!-- arXiv link. --> | ||
| <span class="link-block"> | ||
| <a href="" class="external-link button is-normal is-rounded is-dark"> | ||
| <span class="icon"> | ||
| <i class="ai ai-arxiv"></i> | ||
| </span> | ||
| <span>arXiv</span> | ||
| </a> | ||
| </span> | ||
| <!-- Code link. --> | ||
| <span class="link-block"> | ||
| <a href="https://github.com/intelligolabs/MTL-Split" class="external-link button is-normal is-rounded is-dark"> | ||
| <span class="icon"> | ||
| <i class="fab fa-github"></i> | ||
| </span> | ||
| <span>Code</span> | ||
| </a> | ||
| </span> | ||
| </div> | ||
| </div> | ||
| </div> | ||
| </div> | ||
| </div> | ||
| </div> | ||
| </section> | ||
|
|
||
| <!-- Abstract. --> | ||
| <section class="section"> | ||
| <div class="container is-max-desktop"> | ||
| <div class="columns is-centered has-text-centered"> | ||
| <div class="column is-four-fifths"> | ||
| <h2 class="title is-3">Abstract</h2> | ||
| <div class="content has-text-justified"> | ||
| <p> | ||
| Split Computing (SC), where a Deep Neural Network (DNN) is intelligently split with a part of it deployed on an edge device and the rest on a remote server is emerging as a promising approach. | ||
| It allows the power of DNNs to be leveraged for latency-sensitive applications that do not allow the entire DNN to be deployed remotely, while not having sufficient computation bandwidth available locally. | ||
| In many such embedded systems scenarios, such as those in the automotive domain, computational resource constraints also necessitate Multi-Task Learning (MTL), where the same DNN is used for multiple inference tasks instead of having dedicated DNNs for each ask, which would need more computing bandwidth. | ||
| However, how to partition such a multi-tasking DNN to be deployed within a SC framework has not been sufficiently studied. | ||
| This paper studies this problem, and MTL-Split, our novel proposed architecture, shows encouraging results on both synthetic and real-world data. | ||
| </p> | ||
| </div> | ||
| </div> | ||
| </div> | ||
| </div> | ||
| </section> | ||
|
|
||
| <!-- Citation. --> | ||
| <section class="section" id="BibTeX"> | ||
| <div class="container is-max-desktop content"> | ||
| <h2 class="title">BibTeX</h2> | ||
| <pre> | ||
| <code> | ||
| TBA. | ||
| </code> | ||
| </pre> | ||
| </div> | ||
| </section> | ||
|
|
||
| <footer class="footer"> | ||
| <div class="container"> | ||
| <div class="content has-text-centered"> | ||
| <a class="icon-link" href="https://github.com/luigicapogrosso" class="external-link" disabled> | ||
| <i class="fab fa-github"></i> | ||
| </a> | ||
| </div> | ||
| <div class="columns is-centered"> | ||
| <div class="column is-8"> | ||
| <div class="content"> | ||
| <p> | ||
| This website is licensed under a <a rel="license" | ||
| href="http://creativecommons.org/licenses/by-sa/4.0/">Creative | ||
| Commons Attribution-ShareAlike 4.0 International License</a>. | ||
| </p> | ||
| <p> | ||
| The source code is based on <a href="https://github.com/nerfies/nerfies.github.io">Nerfies</a>. | ||
| </p> | ||
| </div> | ||
| </div> | ||
| </div> | ||
| </div> | ||
| </footer> | ||
| </body> | ||
|
|
||
| </html> |
Binary file not shown.
Some generated files are not rendered by default. Learn more about how customized files appear on GitHub.
Oops, something went wrong.
Oops, something went wrong.