Alert button
Picture for Sung-En Chang

Sung-En Chang

Alert button

ILMPQ : An Intra-Layer Multi-Precision Deep Neural Network Quantization framework for FPGA

Oct 30, 2021
Sung-En Chang, Yanyu Li, Mengshu Sun, Yanzhi Wang, Xue Lin

Figure 1 for ILMPQ : An Intra-Layer Multi-Precision Deep Neural Network Quantization framework for FPGA
Figure 2 for ILMPQ : An Intra-Layer Multi-Precision Deep Neural Network Quantization framework for FPGA
Viaarxiv icon

RMSMP: A Novel Deep Neural Network Quantization Framework with Row-wise Mixed Schemes and Multiple Precisions

Oct 30, 2021
Sung-En Chang, Yanyu Li, Mengshu Sun, Weiwen Jiang, Sijia Liu, Yanzhi Wang, Xue Lin

Figure 1 for RMSMP: A Novel Deep Neural Network Quantization Framework with Row-wise Mixed Schemes and Multiple Precisions
Figure 2 for RMSMP: A Novel Deep Neural Network Quantization Framework with Row-wise Mixed Schemes and Multiple Precisions
Figure 3 for RMSMP: A Novel Deep Neural Network Quantization Framework with Row-wise Mixed Schemes and Multiple Precisions
Figure 4 for RMSMP: A Novel Deep Neural Network Quantization Framework with Row-wise Mixed Schemes and Multiple Precisions
Viaarxiv icon

Mix and Match: A Novel FPGA-Centric Deep Neural Network Quantization Framework

Dec 12, 2020
Sung-En Chang, Yanyu Li, Mengshu Sun, Runbin Shi, Hayden K. -H. So, Xuehai Qian, Yanzhi Wang, Xue Lin

Figure 1 for Mix and Match: A Novel FPGA-Centric Deep Neural Network Quantization Framework
Figure 2 for Mix and Match: A Novel FPGA-Centric Deep Neural Network Quantization Framework
Figure 3 for Mix and Match: A Novel FPGA-Centric Deep Neural Network Quantization Framework
Figure 4 for Mix and Match: A Novel FPGA-Centric Deep Neural Network Quantization Framework
Viaarxiv icon

MSP: An FPGA-Specific Mixed-Scheme, Multi-Precision Deep Neural Network Quantization Framework

Sep 16, 2020
Sung-En Chang, Yanyu Li, Mengshu Sun, Weiwen Jiang, Runbin Shi, Xue Lin, Yanzhi Wang

Figure 1 for MSP: An FPGA-Specific Mixed-Scheme, Multi-Precision Deep Neural Network Quantization Framework
Figure 2 for MSP: An FPGA-Specific Mixed-Scheme, Multi-Precision Deep Neural Network Quantization Framework
Figure 3 for MSP: An FPGA-Specific Mixed-Scheme, Multi-Precision Deep Neural Network Quantization Framework
Figure 4 for MSP: An FPGA-Specific Mixed-Scheme, Multi-Precision Deep Neural Network Quantization Framework
Viaarxiv icon

Learning Tensor Latent Features

Oct 10, 2018
Sung-En Chang, Xun Zheng, Ian E. H. Yen, Pradeep Ravikumar, Rose Yu

Figure 1 for Learning Tensor Latent Features
Figure 2 for Learning Tensor Latent Features
Figure 3 for Learning Tensor Latent Features
Viaarxiv icon