Empowering In-Browser Deep Learning Inference on Edge Through Just-In-Time Kernel Optimization

Author:

Jia Fucheng1ORCID,Jiang Shiqi2ORCID,Cao Ting3ORCID,Cui Wei3ORCID,Xia Tianrui4ORCID,Cao Xu3ORCID,Li Yuanchun5ORCID,Wang Qipeng6ORCID,Zhang Deyu7ORCID,Ren Ju8ORCID,Liu Yunxin5ORCID,Qiu Lili9ORCID,Yang Mao3ORCID

Affiliation:

1. Central South University, Microsoft Research, Changsha, China

2. Microsoft Research, Shanghai, China

3. Microsoft Research, Beijing, China

4. University of Southern California, Microsoft Research, Beijing, China

5. Institute for AI Industry Research (AIR), Tsinghua University, Beijing, China

6. Peking University, Microsoft Research, Beijing, China

7. Central South University, Changsha, China

8. Tsinghua University, Beijing, China

9. UT Austin, Microsoft Research, Shanghai, China

Publisher

ACM

Reference48 articles.

1. Retrived in June 2023. Brain.js: GPU accelerated Neural networks in JavaScript for Browsers and Node.js. https://brain.js.org/.

2. Retrived in June 2023. The LLVM Compiler Infrastructure. https://llvm.org/.

3. Retrived in June 2023. WebAssembly. https://webassembly.org/.

4. Retrived in June 2023. WebDNN. https://mil-tokyo.github.io/webdnn/.

5. Retrived in June 2023. WebGL: 2D and 3D graphics for the web. https://developer.mozilla.org/en-US/docs/Web/API/WebGL_API.

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1. Anatomizing Deep Learning Inference in Web Browsers;ACM Transactions on Software Engineering and Methodology;2024-08-14

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