A 50.4 GOPs/W FPGA-Based MobileNetV2 Accelerator using the Double-Layer MAC and DSP Efficiency Enhancement

被引：5

作者：

Li, Jixuan ^{[1
]}

Chen, Jiabao ^{[1
]}

Un, Ka-Fai ^{[1
]}

Yu, Wei-Han ^{[1
]}

Mak, Pui-In ^{[1
]}

Martins, Rui P. ^{[1
,2
]}

机构：

[1] Univ Macau, Macau, Peoples R China

[2] Univ Lisbon, Inst Super Tecn, Lisbon, Portugal

来源：

IEEE ASIAN SOLID-STATE CIRCUITS CONFERENCE (A-SSCC 2021) | 2021年

关键词：

D O I：

10.1109/A-SSCC53895.2021.9634838

中图分类号：

TM [电工技术]; TN [电子技术、通信技术];

学科分类号：

0808 ; 0809 ;

摘要：

引用

页数：3

共 8 条

[1] Optimizing Hardware Accelerated General Matrix-Matrix Multiplication for CNNs on FPGAs [J].

Ahmad, Afzal ;

Pasha, Muhammad Adeel .

IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2020, 67 (11) :2692-2696

[2] A CNN Accelerator on FPGA Using Depthwise Separable Convolution [J].

Bai, Lin ;

Zhao, Yiming ;

Huang, Xinming .

IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2018, 65 (10) :1415-1419

[3] Xception: Deep Learning with Depthwise Separable Convolutions [J].

Chollet, Francois .

30TH IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2017), 2017, :1800-1807

[4] A High Throughput MobileNetV2 FPGA implementation based on a Flexible Architecture for Depthwise Separable Convolution [J].

Knapheide, Justin ;

Stabernack, Benno ;

Kuhnke, Maximilian .

2020 30TH INTERNATIONAL CONFERENCE ON FIELD-PROGRAMMABLE LOGIC AND APPLICATIONS (FPL), 2020, :277-283

[5] MobileNetV2: Inverted Residuals and Linear Bottlenecks [J].

Sandler, Mark ;

Howard, Andrew ;

Zhu, Menglong ;

Zhmoginov, Andrey ;

Chen, Liang-Chieh .

2018 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2018, :4510-4520

[6]

Sun W., 2020, IEEE Geosci. Remote. Sens. Lett., V19, P1

[7] WRA: A 2.2-to-6.3 TOPS Highly Unified Dynamically Reconfigurable Accelerator Using a Novel Winograd Decomposition Algorithm for Convolutional Neural Networks [J].

Yang, Chen ;

Wang, Yizhou ;

Wang, Xiaoli ;

Geng, Li .

IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2019, 66 (09) :3480-3493

[8] ShuffleNet: An Extremely Efficient Convolutional Neural Network for Mobile Devices [J].

Zhang, Xiangyu ;

Zhou, Xinyu ;

Lin, Mengxiao ;

Sun, Ran .

2018 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2018, :6848-6856

← 1 →