Designing A Compact Convolutional Neural Network Processor on Embedded FPGAs

2020 IEEE Global Conference on Artificial Intelligence and Internet of Things (GCAIoT) ◽

10.1109/gcaiot51063.2020.9345903 ◽

2020 ◽

Author(s):

Yin-Chun Ling ◽

Hsu-Hsun Chin ◽

Hsin-I Wu ◽

Ren-Song Tsay

Keyword(s):

Neural Network ◽

Convolutional Neural Network ◽

Network Processor

Download Full-text

14.5 Envision: A 0.26-to-10TOPS/W subword-parallel dynamic-voltage-accuracy-frequency-scalable Convolutional Neural Network processor in 28nm FDSOI

2017 IEEE International Solid-State Circuits Conference (ISSCC) ◽

10.1109/isscc.2017.7870353 ◽

2017 ◽

Author(s):

Bert Moons ◽

Roel Uytterhoeven ◽

Wim Dehaene ◽

Marian Verhelst

Keyword(s):

Neural Network ◽

Convolutional Neural Network ◽

Network Processor ◽

Dynamic Voltage

Download Full-text

DT-CNN: An Energy-Efficient Dilated and Transposed Convolutional Neural Network Processor for Region of Interest Based Image Segmentation

IEEE Transactions on Circuits and Systems I Regular Papers ◽

10.1109/tcsi.2020.2991189 ◽

2020 ◽

Vol 67 (10) ◽

pp. 3471-3483

Author(s):

Dongseok Im ◽

Donghyeon Han ◽

Sungpill Choi ◽

Sanghoon Kang ◽

Hoi-Jun Yoo

Keyword(s):

Neural Network ◽

Image Segmentation ◽

Convolutional Neural Network ◽

Energy Efficient ◽

Region Of Interest ◽

Network Processor

Download Full-text

Bit Error Tolerance of a CIFAR-10 Binarized Convolutional Neural Network Processor

2018 IEEE International Symposium on Circuits and Systems (ISCAS) ◽

10.1109/iscas.2018.8351255 ◽

2018 ◽

Author(s):

Lita Yang ◽

Daniel Bankman ◽

Bert Moons ◽

Marian Verhelst ◽

Boris Murmann

Keyword(s):

Neural Network ◽

Convolutional Neural Network ◽

Network Processor ◽

Error Tolerance

Download Full-text

High-Precision Precharge Control Circuit for SRAM in Convolutional Neural Network Processor

10.1109/iceccme52200.2021.9591078 ◽

2021 ◽

Author(s):

Xiaowei Chen

Keyword(s):

Neural Network ◽

Convolutional Neural Network ◽

High Precision ◽

Control Circuit ◽

Network Processor

Download Full-text

Low-Power Convolutional Neural Network Processor for a Face-Recognition System

10.1109/mm.2017.4241350 ◽

2017 ◽

Vol 37 (6) ◽

pp. 30-38 ◽

Author(s):

Kyeongryeol Bong ◽

Sungpill Choi ◽

Changhyeon Kim ◽

Hoi-Jun Yoo

Keyword(s):

Neural Network ◽

Face Recognition ◽

Low Power ◽

Convolutional Neural Network ◽

Recognition System ◽

Network Processor ◽

Face Recognition System

Download Full-text

A 30 MB re-configurable convolutional neural network processor for high-performance and energy-efficient operation

Materials Today Proceedings ◽

10.1016/j.matpr.2020.10.288 ◽

2020 ◽

Author(s):

Anusuya Ramasamy ◽

M. Sundar Rajan ◽

J.R. Arunkumar

Keyword(s):

Neural Network ◽

Convolutional Neural Network ◽

Energy Efficient ◽

High Performance ◽

Network Processor ◽

Efficient Operation

Download Full-text

CNNP-v2:An Energy Efficient Memory-Centric Convolutional Neural Network Processor Architecture

2019 IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS) ◽

10.1109/aicas.2019.8771617 ◽

2019 ◽

Author(s):

Sungpill Choi ◽

Kyeongryeol Bong ◽

Donghyeon Han ◽

Hoi-Jun Yoo

Keyword(s):

Neural Network ◽

Convolutional Neural Network ◽

Energy Efficient ◽

Network Processor ◽

Processor Architecture ◽

Efficient Memory

Download Full-text

Approximated Prediction Strategy for Reducing Power Consumption of Convolutional Neural Network Processor

2016 IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) ◽

10.1109/cvprw.2016.113 ◽

2016 ◽

Author(s):

Takayuki Ujiie ◽

Masayuki Hiromoto ◽

Takashi Sato

Keyword(s):

Neural Network ◽

Power Consumption ◽

Convolutional Neural Network ◽

Reducing Power ◽

Network Processor ◽

Prediction Strategy

Download Full-text

A 3.77TOPS/W Convolutional Neural Network Processor With Priority-Driven Kernel Optimization

IEEE Transactions on Circuits & Systems II Express Briefs ◽

10.1109/tcsii.2018.2846698 ◽

2019 ◽

Vol 66 (2) ◽

pp. 277-281 ◽

Author(s):

Jinshan Yue ◽

Yongpan Liu ◽

Zhe Yuan ◽

Zhibo Wang ◽

Qingwei Guo ◽

...

Keyword(s):

Neural Network ◽

Convolutional Neural Network ◽

Network Processor ◽

Kernel Optimization

Download Full-text

Unreliable memory operation on a convolutional neural network processor

2017 IEEE International Workshop on Signal Processing Systems (SiPS) ◽

10.1109/sips.2017.8110024 ◽

2017 ◽

Author(s):

Jose Marques ◽

Joao Andrade ◽

Gabriel Falcao

Keyword(s):

Neural Network ◽

Convolutional Neural Network ◽

Network Processor

Download Full-text