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ORCIDDeniz Najafi
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2020 – today
- 2025
[j2]Deniz Najafi
, Hamza Errahmouni Barkam, Mehrdad Morsali, SungHeon Jeong, Tamoghno Das, Arman Roohi, Mahdi Nikdast, Mohsen Imani, Shaahin Angizi:
Neuro-Photonix: Enabling Near-Sensor Neuro-Symbolic AI Computing on Silicon Photonics Substrate. IEEE Trans. Circuits Syst. Artif. Intell. 2(2): 101-113 (2025)- [c13]Deniz Najafi, Wanhao Yu, Mehrdad Morsali, Pietro Mercati, Mohsen Imani, Mahdi Nikdast, Li Yang, Shaahin Angizi:
Dyna-Optics: Architecting a Channel-Adaptive DNN Near-Sensor Optical Accelerator for Dynamic Inference. COINS 2025: 1-7 - [c12]Sabbir Ahmed, Abdullah Al Arafat, Deniz Najafi, Akhlak Mahmood, Mamshad Nayeem Rizve, Mohaiminul Al Nahian, Ranyang Zhou, Shaahin Angizi, Adnan Siraj Rakin:
DeepCompress-ViT: Rethinking Model Compression to Enhance Efficiency of Vision Transformers at the Edge. CVPR 2025: 30147-30156 - [c11]Mehrdad Morsali, Deniz Najafi, Amin Shafiee, Sepehr Tabrizchi, Pietro Mercati, Mohsen Imani, Arman Roohi, Navid Khoshavi, Mahdi Nikdast, Shaahin Angizi:
Event-Driven Spatiotemporal Processing-In-Sensor with Phase Change Memory-based Optical Acceleration. ACM Great Lakes Symposium on VLSI 2025: 1-7 - [c10]Sepehr Tabrizchi, Ali Shafiee Sarvestani, Md Hasibul Amin, Deniz Najafi, Shaahin Angizi, Ramtin Zand, Arman Roohi:
Magnetic In/Near-Sensor Architectures: From Raw Sensing to Smart Processing. ACM Great Lakes Symposium on VLSI 2025: 593-599 - [c9]Gamana Aragonda, Deniz Najafi, Deepak Vungarala, Sepehr Tabrizchi, Arman Roohi, Shaahin Angizi:
Maximizing Sub-Array Resource Utilization in Digital Processing-in-Memory: A Versatile Hardware-Aware Approach. ACM Great Lakes Symposium on VLSI 2025: 817-822 - [c8]Mehrdad Morsali, Chengwei Zhou, Deniz Najafi, Sreetama Sarkar, Pietro Mercati, Navid Khoshavi, Peter A. Beerel, Mahdi Nikdast, Gourav Datta, Shaahin Angizi:
Opto-ViT: Architecting a Near-Sensor Region of Interest-Aware Vision Transformer Accelerator with Silicon Photonics. ICCAD 2025: 1-9 - [c7]Deniz Najafi, Mehrdad Morsali, Hamza Errahmouni Barkam, Brendan Reidy, Sepehr Tabrizchi, Arman Roohi, Mahdi Nikdast, Ramtin Zand, Mohsen Imani, Shaahin Angizi:
From Pixels to Reasoning: A Cross-Layer Photonic Design for Edge Visual Intelligence. ISVLSI 2025: 1-6 - [i5]Mehrdad Morsali, Chengwei Zhou, Deniz Najafi, Sreetama Sarkar, Pietro Mercati, Navid Khoshavi, Peter A. Beerel, Mahdi Nikdast, Gourav Datta, Shaahin Angizi:
Opto-ViT: Architecting a Near-Sensor Region of Interest-Aware Vision Transformer Accelerator with Silicon Photonics. CoRR abs/2507.07044 (2025) - 2024
- [j1]Sepehr Tabrizchi, Brendan C. Reidy, Deniz Najafi, Shaahin Angizi, Ramtin Zand, Arman Roohi:
ViTSen: Bridging Vision Transformers and Edge Computing With Advanced In/Near-Sensor Processing. IEEE Embed. Syst. Lett. 16(4): 341-344 (2024) - [c6]Mehrdad Morsali, Brendan Reidy, Deniz Najafi, Sepehr Tabrizchi, Mohsen Imani, Mahdi Nikdast, Arman Roohi, Ramtin Zand, Shaahin Angizi:
Lightator: An Optical Near-Sensor Accelerator with Compressive Acquisition Enabling Versatile Image Processing. DAC 2024: 115:1-115:6 - [c5]Mehrdad Morsali, Sepehr Tabrizchi, Deniz Najafi, Mohsen Imani, Mahdi Nikdast, Arman Roohi, Shaahin Angizi:
OISA: Architecting an Optical In-Sensor Accelerator for Efficient Visual Computing. DATE 2024: 1-6 - [c4]Deniz Najafi, Sepehr Tabrizchi, Ranyang Zhou, Mohammadreza Amel Solouki, Andrew Marshall, Arman Roohi, Shaahin Angizi:
Hybrid Magneto-electric FET-CMOS Integrated Memory Design for Instant-on Computing. ACM Great Lakes Symposium on VLSI 2024: 770-775 - [c3]Nedasadat Taheri, Sepehr Tabrizchi, Deniz Najafi, Shaahin Angizi, Arman Roohi:
ResSen: Imager Privacy Enhancement Through Residue Arithmetic Processing in Sensors. ISVLSI 2024: 349-354 - [c2]Rebati Raman Gaire, Sepehr Tabrizchi, Deniz Najafi, Shaahin Angizi, Arman Roohi:
DECO: Dynamic Energy-aware Compression and Optimization for In-Memory Neural Networks. MWSCAS 2024: 1441-1445 - [i4]Mehrdad Morsali, Brendan Reidy, Deniz Najafi, Sepehr Tabrizchi, Mohsen Imani, Mahdi Nikdast, Arman Roohi, Ramtin Zand, Shaahin Angizi:
Lightator: An Optical Near-Sensor Accelerator with Compressive Acquisition Enabling Versatile Image Processing. CoRR abs/2403.05037 (2024) - [i3]Deniz Najafi, Hamza Errahmouni Barkam, Mehrdad Morsali, Sungheon Jeong, Tamoghno Das, Arman Roohi, Mahdi Nikdast, Mohsen Imani, Shaahin Angizi:
Neuro-Photonix: Enabling Near-Sensor Neuro-Symbolic AI Computing on Silicon Photonics Substrate. CoRR abs/2412.10187 (2024) - 2023
- [c1]Nakul Kochar, Lucas Ekiert, Deniz Najafi, Deliang Fan, Shaahin Angizi:
Accelerating Low Bit-width Neural Networks at the Edge, PIM or FPGA: A Comparative Study. ACM Great Lakes Symposium on VLSI 2023: 625-630 - [i2]Mehrdad Morsali, Sepehr Tabrizchi, Deniz Najafi, Mohsen Imani, Mahdi Nikdast, Arman Roohi, Shaahin Angizi:
OISA: Architecting an Optical In-Sensor Accelerator for Efficient Visual Computing. CoRR abs/2311.18655 (2023) - [i1]Deniz Najafi, Mehrdad Morsali, Ranyang Zhou, Arman Roohi, Andrew Marshall, Durga Misra, Shaahin Angizi:
Enabling Normally-off In-Situ Computing with a Magneto-Electric FET-based SRAM Design. CoRR abs/2312.05212 (2023)
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