PCNNA: A Photonic Convolutional Neural Network Accelerator

PCNNA: A Photonic Convolutional Neural Network Accelerator

23 July 2018

Yousra Alkabani

Papers citing "PCNNA: A Photonic Convolutional Neural Network Accelerator"

15 / 15 papers shown

Title
A Comparative Analysis of Microrings Based Incoherent Photonic GEMM Accelerators Sairam Sri Vatsavai Venkata Sai Praneeth Karempudi Oluwaseun Adewunmi Alo Ishan G. Thakkar 26 2 0 05 Feb 2024
Mirage: An RNS-Based Photonic Accelerator for DNN Training Cansu Demirkıran Guowei Yang D. Bunandar Ajay Joshi 39 1 0 29 Nov 2023
Photonic Accelerators for Image Segmentation in Autonomous Driving and Defect Detection Lakshmi Nair David Widemann Brad Turcott Nick Moore Alexandra Wleklinski D. Bunandar Ioannis Papavasileiou Shihu Wang Eric Logan 31 0 0 28 Sep 2023
PhotoFourier: A Photonic Joint Transform Correlator-Based Neural Network Accelerator Shurui Li Hangbo Yang C. Wong V. Sorger Puneet Gupta 22 12 0 10 Nov 2022
Scalable Nanophotonic-Electronic Spiking Neural Networks Luis El Srouji Mehmet Yun-Jhu Lee Berkay On Li Zhang Fellow Ieee Fellow Optica S.J. Ben Yoo 28 6 0 28 Aug 2022
LiteCON: An All-Photonic Neuromorphic Accelerator for Energy-efficient Deep Learning (Preprint) Dharanidhar Dang Bill Lin D. Sahoo 22 5 0 28 Jun 2022
BPLight-CNN: A Photonics-based Backpropagation Accelerator for Deep Learning Dharanidhar Dang Sai Vineel Reddy Chittamuru S. Pasricha R. Mahapatra D. Sahoo 11 14 0 19 Feb 2021
All-optical neuromorphic binary convolution with a spiking VCSEL neuron for image gradient magnitudes Yahui Zhang J. Robertson Di Zhang Matvej Hejda Julián Bueno Antonio Hurtado 27 35 0 09 Nov 2020
$Scale-, shift- and rotation-invariant diffractive optical networks$ Scale-, shift- and rotation-invariant diffractive optical networks Deniz Mengu Y. Rivenson Aydogan Ozcan 62 66 0 24 Oct 2020
$All-Optical Information Processing Capacity of Diffractive Surfaces$ All-Optical Information Processing Capacity of Diffractive Surfaces Onur Kulce Deniz Mengu Y. Rivenson Aydogan Ozcan 18 111 0 25 Jul 2020
$Misalignment Resilient Diffractive Optical Networks$ Misalignment Resilient Diffractive Optical Networks Deniz Mengu Yifan Zhao N. Yardimci Y. Rivenson Mona Jarrahi Aydogan Ozcan 23 99 0 23 May 2020
A Winograd-based Integrated Photonics Accelerator for Convolutional Neural Networks A. Mehrabian M. Miscuglio Yousra Alkabani V. Sorger T. El-Ghazawi 27 46 0 25 Jun 2019
$Class-specific Differential Detection in Diffractive Optical Neural Networks Improves Inference Accuracy$ Class-specific Differential Detection in Diffractive Optical Neural Networks Improves Inference Accuracy Jingxi Li Deniz Mengu Yilin Luo Y. Rivenson Aydogan Ozcan 13 111 0 08 Jun 2019
Digital Electronics and Analog Photonics for Convolutional Neural Networks (DEAP-CNNs) Viraj Bangari Bicky A. Marquez Heidi B. Miller A. Tait M. Nahmias T. F. D. Lima Hsuan-Tung Peng Paul R. Prucnal B. Shastri 9 156 0 23 Apr 2019
$Analysis of Diffractive Optical Neural Networks and Their Integration with Electronic Neural Networks$ Analysis of Diffractive Optical Neural Networks and Their Integration with Electronic Neural Networks Deniz Mengu Yilin Luo Y. Rivenson Aydogan Ozcan 31 149 0 03 Oct 2018