科研成果 by Year: 2020

2020
Chen, Zhiyuan, Yufei Ma*, and Zhongfeng Wang. “Optimizing Stochastic Computing for Low Latency Inference of Convolutional Neural Networks.” IEEE/ACM International Conference on Computer Aided Design (ICCAD), 2020. Links
Ma, Yufei, Yuan Du, Li Du, Jun Lin, and Zhongfeng Wang. “In-Memory Computing: The Next-Generation AI Computing Paradigm.” ACM Great Lakes Symposium on VLSI (GLSVLSI), 2020. Links
Krishnan, Gokul, Yufei Ma, and Yu Cao. “Small-world-based Structural Pruning for Efficient FPGA Inference of Deep Neural Networks.” IEEE International Conference on Solid-State & Integrated Circuit Technology (ICSICT), 2020. Links
Wu, Xiao, Yufei Ma, and Zhongfeng Wang. “Efficient Inference of Large-Scale and Lightweight Convolutional Neural Networks on FPGA.” IEEE International System-on-Chip Conference (SOCC), 2020. Links
Zhang, Hui, Wei Wu, Yufei Ma, and Zhongfeng Wang. “Efficient Hardware Post Processing of Anchor-Based Object Detection on FPGA.” IEEE Computer Society Annual Symposium on VLSI (ISVLSI), 2020. Links
Wen, Jiayu, Yufei Ma, and Zhongfeng Wang. “An Efficient FPGA Accelerator Optimized for High Throughput Sparse CNN Inference.” IEEE Asia Pacific Conference on Circuits and Systems (APCCAS), 2020. Links
Ma*, Yufei, Yu Cao, Sarma Vrudhula, and Jae-Sun Seo. “Performance Modeling for CNN Inference Accelerators on FPGA.” IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD) 39, no. 4 (2020): 843 - 856. Links
Ma*, Yufei, Yu Cao, Sarma Vrudhula, and Jae-Sun Seo. “Automatic Compilation of Diverse CNNs Onto High-Performance FPGA Accelerators.” IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD) 39, no. 2 (2020): 424 - 437. Links