Bactran: A Hardware Batch Normalization Implementation for CNN Training Engine
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Wang Lei | Luo Li | Li Shiming | Yang Zhijie | Guo Shasha | Wang Shuquan | Li Shiming | Yang Zhijie | Wang Lei | Luo Li | Guo Shasha | Wan Shuquan
[1] Sergey Ioffe,et al. Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift , 2015, ICML.
[2] Kilian Q. Weinberger,et al. Densely Connected Convolutional Networks , 2016, 2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR).
[3] Jung Ho Ahn,et al. Restructuring Batch Normalization to Accelerate CNN Training , 2018, SysML.
[4] Pritish Narayanan,et al. Deep Learning with Limited Numerical Precision , 2015, ICML.
[5] Lei Wang,et al. Systolic Array Based Accelerator and Algorithm Mapping for Deep Learning Algorithms , 2018, NPC.
[6] Jian Sun,et al. Deep Residual Learning for Image Recognition , 2015, 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR).
[7] Wayne Luk,et al. Towards efficient deep neural network training by FPGA-based batch-level parallelism , 2019, 2019 IEEE 27th Annual International Symposium on Field-Programmable Custom Computing Machines (FCCM).
[8] Bo Chen,et al. MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications , 2017, ArXiv.
[9] Ge Li,et al. Mini-batch Serialization: CNN Training with Inter-layer Data Reuse , 2018, MLSys.
[10] Tomyslav Sledevic,et al. Adaptation of Convolution and Batch Normalization Layer for CNN Implementation on FPGA , 2019, 2019 Open Conference of Electrical, Electronic and Information Sciences (eStream).
[11] Elad Hoffer,et al. Scalable Methods for 8-bit Training of Neural Networks , 2018, NeurIPS.
[12] Dustin Tran,et al. Simple, Distributed, and Accelerated Probabilistic Programming , 2018, NeurIPS.
[13] Yong Dou,et al. An FPGA-based processor for training convolutional neural networks , 2017, 2017 International Conference on Field Programmable Technology (ICFPT).
[14] Lei Wang,et al. PRTSM: Hardware Data Arrangement Mechanisms for Convolutional Layer Computation on the Systolic Array , 2019, NPC.
[15] Matthew Mattina,et al. SCALE-Sim: Systolic CNN Accelerator , 2018, ArXiv.