Selected Publications

Preprints

• Kai Zhong, Tianchen Zhao, Xuefei Ning, Shulin Zeng, Kaiyuan Guo, Yu Wang, Huazhong Yang, Towards Lower Bit Multiplication for Convolutional Neural Network Training , in arxiv.org, 2020. pdf slide

Journal Articles

• Kaiyuan Guo, Shulin Zeng, Jincheng Yu, Yu Wang and Huazhong Yang, A Survey of FPGA-Based Neural Network Inference Accelerator , in ACM Transactions on Reconfigurable Technology and Systems (TRETS), vol.12, No.1, 2019. pdf
• Jincheng Yu, Guangjun Ge, Yiming Hu, Xuefei Ning, Jiantao Qiu, Kaiyuan Guo, Yu Wang and Huazhong Yang, Instruction Driven Cross-layer CNN Accelerator For Fast Detection on FPGA , in ACM Transactions on Reconfigurable Technology and Systems (TRETS), vol.11(3), No.22, 2018. pdf
• Kaiyuan Guo, Lingzhi Sui, Jiantao Qiu, Jincheng Yu, Junbin Wang, Song Yao, Song Han, Yu Wang, Huazhong Yang, Angel-Eye: A Complete Design Flow for Mapping CNN onto Embedded FPGA , in IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), vol.37, No.1, 2018, pp.35-47. pdf
• Kaiyuan Guo, Song Han, Song Yao, Yu Wang, Yuan Xie, Huazhong Yang, Software–Hardware Codesign for Efficient Neural Network Acceleration , in IEEE Micro, vol.37, No.2, 2017, pp.18-25. pdf

Conference Papers

• Wenshuo Li, Guangjun Ge, Kaiyuan Guo, Xiaoming Chen, Qi Wei, Zhen Gao, Yu Wang, Huazhong Yang, Soft Error Mitigation for Deep Convolution Neural Network on FPGA Accelerators , to appear in 2nd IEEE International Conference on Artificial Intelligence Circuits And Systems, 2020. pdf
• Jincheng Yu, Kaiyuan Guo, Yiming Hu, Xuefei Ning, Jiantao Qiu, Huizi Mao, Song Yao, Tianqi Tang, Boxun Li, Yu Wang, and Huazhong Yang, Real-time object detection towards high power efficiency , in Design, Automation & Test in Europe Conference & Exhibition (DATE), 2018, pp.704-708. pdf
• Kaiyuan Guo, Jincheng Yu, Xuefei Ning, Yiming Hu, Yu Wang, Huazhong Yang, RRAM Based Buffer Design for Energy Efficient CNN Accelerator , in IEEE Computer Society Annual Symposium on VLSI (ISVLSI), 2018, pp.435-440. pdf
• Jincheng Yu, Yiming Hu, Xuefei Ning, Kaiyuan Guo, Jiantao Qiu, Yu Wang, Huazhong Yang, Instruction Driven Cross-Layer CNN Accelerator with Winograd Transformation on FPGA , in ICFPT 2017, 2017, pp.227-230. pdf slide
• Jiantao Qiu, Jie Wang, Song Yao, Kaiyuan Guo, Boxun Li, Erjin Zhou, Jincheng Yu, Tianqi Tang, Ningyi Xu, Sen Song, Yu Wang, Huazhong Yang, Going Deeper with Embedded FPGA Platform for Convolutional Neural Network , in ACM International Symposium on FPGA, 2016, pp.26-35. pdf slide
• Xijie Jia, Kaiyuan Guo, Wenqiang Wang, Yu Wang, Huazhong Yang, SRI-SURF: A Better SURF Powered by Scaled-RAM Interpolator on FPGA , in International Conference on Field-Programmable Logic and Applications (FPL), 2016, pp.1-8. pdf slide
• Kaiyuan Guo, Lingzhi Sui, Jiantao Qiu, Song Yao, Song Han, Yu Wang, Huazhong Yang, From model to FPGA: Software-hardware co-design for efficient neural network acceleration , in Hot Chips 28 Symposium (HCS) 2016, 2016, pp.1-27. slide
• Kaiyuan Guo, Lingzhi Sui, Jiantao Qiu, Song Yao, Song Han, Yu Wang and Huazhong Yang, Angel-Eye: A Complete Design Flow for Mapping CNN onto Customized Hardware , in IEEE Computer Society Annual Symposium on VLSI (ISVLSI), 2016, pp.24-29. pdf
• Wenqiang Wang, Kaiyuan Guo, Mengyuan Gu, Yuchun Ma, Yu Wang, A Universal FPGA-based Floating-point Matrix Processor for Mobile Systems , in Proceedings of the International Conference on Field-Programmable Technology (FPT), 2014, pp.139 - 146. pdf