Open access Jurnal SINTA 1
Benchmarking open source deep learning frameworks
International Journal of Electrical and Computer Engineering (IJECE) · Vol. 10 No. 5 (2020)
- ISSN
- 2722-2578, 2088-8708
- Published
- 2020-10-01
- Publisher
- Institute of Advanced Engineering and Science
Abstract
Deep Learning (DL) is one of the hottest fields. To foster the growth of DL, several open source frameworks appeared providing implementations of the most common DL algorithms. These frameworks vary in the algorithms they support and in the quality of their implementations. The purpose of this work is to provide a qualitative and quantitative comparison among three such frameworks: TensorFlow, Theano and CNTK. To ensure that our study is as comprehensive as possible, we consider multiple benchmark datasets from different fields (image processing, NLP, etc.) and measure the performance of the frameworks' implementations of different DL algorithms. For most of our experiments, we find out that CNTK's implementations are superior to the other ones under consideration.
Collaboration network of the authors
17 authors · 47 co-authorship links · 6 across different organisations
Hover or tap a name to highlight its co-authors. Double-click to open the author's page.
- Jordan University of Science and Technology
- University of Southampton
- Yarmouk University
- Affiliation unknown
- Different organisations
- Same organisation
- Affiliation unknown
- Thicker line = more joint articles · bigger circle = more articles
Show as table
| Co-author | Organisation | Joint articles |
|---|---|---|
| Bashar Talafha | Jordan University of Science and Technology | 1 |
| Analle Abuammar | University of Southampton | 1 |
| Asma’a Al-Mnayyis | Yarmouk University | 1 |
| Sanaa Abu Alasal | Jordan University of Science and Technology | 1 |
| Mohammad A. Alsmirat | Jordan University of Science and Technology | 1 |
| Qanita Bani Baker | Jordan University of Science and Technology | 1 |
| Amjad Nuseir | Jordan University of Science and Technology | 1 |
| Hasan Albalas | Affiliation unknown | 1 |
| Aya Nuseir | Jordan University of Science and Technology | 1 |
| Maulla Alali | Jordan University of Science and Technology | 1 |
| Firas Zoubi | Affiliation unknown | 1 |
| Mohammed Mahdi | Jordan University of Science and Technology | 1 |
| Ahmad Al Omari | Jordan University of Science and Technology | 1 |
Affiliations come from OpenAlex; journal OAI-PMH metadata carries none. Authors without an OpenAlex ID are matched by name, which can merge or split people.