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Yufei Ma
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Throughput-optimized OpenCL-based FPGA accelerator for large-scale convolutional neural networks
N Suda, V Chandra, G Dasika, A Mohanty, Y Ma, S Vrudhula, J Seo, ...
Proceedings of the 2016 ACM/SIGDA international symposium on field …, 2016
6942016
Optimizing loop operation and dataflow in FPGA acceleration of deep convolutional neural networks
Y Ma, Y Cao, S Vrudhula, J Seo
Proceedings of the 2017 ACM/SIGDA International Symposium on Field …, 2017
4452017
Optimizing the convolution operation to accelerate deep neural networks on FPGA
Y Ma, Y Cao, S Vrudhula, J Seo
IEEE Transactions on Very Large Scale Integration (VLSI) Systems 26 (7 …, 2018
3482018
Scalable and modularized RTL compilation of convolutional neural networks onto FPGA
Y Ma, N Suda, Y Cao, J Seo, S Vrudhula
2016 26th international conference on field programmable logic and …, 2016
2122016
An automatic RTL compiler for high-throughput FPGA implementation of diverse deep convolutional neural networks
Y Ma, Y Cao, S Vrudhula, J Seo
2017 27th International Conference on Field Programmable Logic and …, 2017
1722017
ALAMO: FPGA acceleration of deep learning algorithms with a modularized RTL compiler
Y Ma, N Suda, Y Cao, S Vrudhula, J Seo
Integration 62, 14-23, 2018
1162018
End-to-end scalable FPGA accelerator for deep residual networks
Y Ma, M Kim, Y Cao, S Vrudhula, J Seo
2017 IEEE International Symposium on Circuits and Systems (ISCAS), 1-4, 2017
702017
Performance modeling for CNN inference accelerators on FPGA
Y Ma, Y Cao, S Vrudhula, JS Seo
IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2019
642019
Automatic compiler based FPGA accelerator for CNN training
SK Venkataramanaiah, Y Ma, S Yin, E Nurvithadhi, A Dasu, Y Cao, J Seo
2019 29th International Conference on Field Programmable Logic and …, 2019
572019
Automatic compilation of diverse CNNs onto high-performance FPGA accelerators
Y Ma, Y Cao, S Vrudhula, J Seo
IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2018
572018
A flexible and efficient FPGA accelerator for various large-scale and lightweight CNNs
X Wu, Y Ma, M Wang, Z Wang
IEEE Transactions on Circuits and Systems I: Regular Papers 69 (3), 1185-1198, 2021
412021
Algorithm-hardware co-design of single shot detector for fast object detection on FPGAs
Y Ma, T Zheng, Y Cao, S Vrudhula, J Seo
2018 IEEE/ACM International Conference on Computer-Aided Design (ICCAD), 1-8, 2018
342018
7.8 A 22nm delta-sigma computing-in-memory (Δ∑ CIM) SRAM macro with near-zero-mean outputs and LSB-first ADCs achieving 21.38 TOPS/W for 8b-MAC edge AI processing
P Chen, M Wu, W Zhao, J Cui, Z Wang, Y Zhang, Q Wang, J Ru, L Shen, ...
2023 IEEE International Solid-State Circuits Conference (ISSCC), 140-142, 2023
182023
An efficient FPGA accelerator optimized for high throughput sparse CNN inference
J Wen, Y Ma, Z Wang
2020 IEEE Asia Pacific Conference on Circuits and Systems (APCCAS), 165-168, 2020
172020
In-memory computing: The next-generation ai computing paradigm
Y Ma, Y Du, L Du, J Lin, Z Wang
Proceedings of the 2020 on Great Lakes Symposium on VLSI, 265-270, 2020
172020
Efficient hardware post processing of anchor-based object detection on FPGA
H Zhang, W Wu, Y Ma, Z Wang
2020 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), 580-585, 2020
162020
Efficient network construction through structural plasticity
X Du, Z Li, Y Ma, Y Cao
IEEE Journal on Emerging and Selected Topics in Circuits and Systems 9 (3 …, 2019
162019
Small-world-based structural pruning for efficient FPGA inference of deep neural networks
G Krishnan, Y Ma, Y Cao
2020 IEEE 15th International Conference on Solid-State & Integrated Circuit …, 2020
102020
Hybrid stochastic-binary computing for low-latency and high-precision inference of CNNs
Z Chen, Y Ma, Z Wang
IEEE Transactions on Circuits and Systems I: Regular Papers 69 (7), 2707-2720, 2022
92022
An 82-nW 0.53-pJ/SOP clock-free spiking neural network with 40-μs latency for AIoT wake-up functions using a multilevel-event-driven bionic architecture and computing-in-memory …
Y Liu, Y Ma, W He, Z Wang, L Shen, J Ru, R Huang, L Ye
IEEE Transactions on Circuits and Systems I: Regular Papers 70 (8), 3075-3088, 2023
62023
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