Hardware-Software co-design of CNN

Master of Science

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

• Mori', Pierpaolo (2025)
  End-to-end efficient deployment of DNNs: Architectural, Model, and Algorithmic Optimizations. relatore: PASSERONE, CLAUDIO; , 37. XXXVII Ciclo, P.: 147
  Doctoral Thesis
• 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; 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
• 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)
• 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)
• 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, L.; Sampath, S. B.; Mori', Pierpaolo; Vemparala, M. -R.; Fasfous, N.; ... (2024)
  Adversarial Robustness of Multi-bit Convolutional Neural Networks. In: IntelliSys 2023, pp. 157-174. ISBN: 978-3-031-47714-0
  Contributo in Atti di Convegno (Proceeding)
• Mori, Pierpaolo; Sampath, Shambhavi-Balamuthu; Frickenstein, Lukas; Vemparala, ... (2023)
  WinoTrain: Winograd-Aware Training for Accurate Full 8-bit Convolution Acceleration. In: Proceedings of the 60th ACM/IEEE Design Automation Conference, San Francisco, CA, USA, 09-13 July 2023, pp. 1-6. ISBN: 979-8-3503-2348-1
  Contributo in Atti di Convegno (Proceeding)
• Mori, Pierpaolo; Vemparala, Manoj-Rohit; Fasfous, Nael; Mitra, Saptarshi; Sarkar, ... (2022)
  Accelerating and pruning CNNs for semantic segmentation on FPGA. In: Proceedings of the 59th ACM/IEEE Design Automation Conference, San Francisco (USA), 10-14 luglio 2022, pp. 145-150. ISBN: 978-1-4503-9142-9
  Contributo in Atti di Convegno (Proceeding)
• Valpreda, Emanuele; Mori, Pierpaolo; Fasfous, Nael; Vemparala, Manoj Rohit; ... (2022)
  HW-Flow-Fusion: Inter-Layer Scheduling for Convolutional Neural Network Accelerators with Dataflow Architectures. In: ELECTRONICS, vol. 11. ISSN 2079-9292
  Contributo su Rivista