Pierpaolo Mori'

Thesis title

End-to-end efficient deployment of DNNs: Architectural, Model, and Algorithmic Optimizations

Research topic

Hardware-Software co-design of CNN

Tutors

• Claudio Passerone

Master of Science

• Electronics for embedded systems. A.A. 2023/24, INGEGNERIA ELETTRONICA (ELECTRONIC ENGINEERING). Collaboratore del corso
• Electronics for embedded systems. A.A. 2022/23, INGEGNERIA ELETTRONICA (ELECTRONIC ENGINEERING). Collaboratore del corso

• Mori', Pierpaolo; Shanur Rahman, Mohammad; Frickenstein, Lukas; Balamuthu Sampath, ... (2024)
  End-to-End Deployment of Winograd-Based DNNs on Edge GPU. In: ELECTRONICS, vol. 13. ISSN 2079-9292
  Contributo su Rivista
• Frickenstein, Lukas; Thoma, Moritz; Mori', Pierpaolo; Sampath, Shambhavi Balamuthu; ... (2024)
  Back to the Future: Models as Active Learning Surrogates for Next Generation ML Deployments. In: Proceedings of the 2024 Intelligent Systems Conference (IntelliSys), Amsterdam (The Netherlands), 5 and 6 September 2024, pp. 685-699. ISSN 2367-3370. ISBN: 978-3-031-66328-4
  Contributo in Atti di Convegno (Proceeding)
• Frickenstein, Lukas; Mori, Pierpaolo; Balamuthu Sampath, Shambhavi; Thoma, Moritz; ... (2024)
  Pruning as a Binarization Technique. In: Conference on Computer Vision and Pattern Recognition (CVPR), Seattle, WA (USA), 17-18 June 2024, pp. 2131-2140. ISBN: 979-8-3503-6547-4
  Contributo in Atti di Convegno (Proceeding)
• Mori, Pierpaolo; Thoma, Moritz; Frickenstein, Lukas; Balamuthu Sampath, Shambhavi; ... (2024)
  MATAR: Multi-Quantization-Aware Training for Accurate and Fast Hardware Retargeting. In: Design, Automation & Test in Europe Conference (DATE 2024), Valencia (Spain), 25-27 March 2024. ISBN: 978-3-9819263-8-5
  Contributo in Atti di Convegno (Proceeding)
• Mori, Pierpaolo; Frickenstein, Lukas; Balamuthu Sampath, Shambhavi; Thoma, Moritz; ... (2024)
  Wino Vidi Vici: Conquering Numerical Instability of 8-Bit Winograd Convolution for Accurate Inference Acceleration on Edge. In: Winter Conference on Applications of Computer Vision (WACV), Waikoloa, HI (USA), 03-08 January 2024, pp. 53-62. ISBN: 979-8-3503-1892-0
  Contributo in Atti di Convegno (Proceeding)