PACA: A Pattern Pruning Algorithm and Channel-Fused High PE Utilization Accelerator for CNNs
Wang, Jingyu, Yu, Songming, Yuan, Zhuqing, Yue, Jinshan, Yuan, Zhe, Liu, Ruoyang, Wang, Yanzhi, Yang, Huazhong, Li, Xueqing, Liu, Yongpan
Published in IEEE transactions on computer-aided design of integrated circuits and systems (01.11.2022)
Published in IEEE transactions on computer-aided design of integrated circuits and systems (01.11.2022)
Get full text
Journal Article
A Heterogeneous Microprocessor for Intermittent AI Inference using Nonvolatile-SRAM-based Compute-In-Memory
Wu, Tongda, Lei, Luchang, He, Yifan, Jia, Wenbin, Yu, Songming, Huang, Yuxuan, Jia, Hongyang, Yang, Huazhong, Liu, Yongpan
Published in IEEE transactions on circuits and systems. II, Express briefs (2023)
Published in IEEE transactions on circuits and systems. II, Express briefs (2023)
Get full text
Journal Article
A Heterogeneous Microprocessor Based on All-Digital Compute-in-Memory for End-to-End AIoT Inference
Yu, Songming, He, Yifan, Jia, Hongyang, Sun, Wenyu, Zhou, Mufeng, Lei, Luchang, Zhao, Wentao, Ma, Guofu, Yang, Huazhong, Liu, Yongpan
Published in IEEE transactions on circuits and systems. II, Express briefs (01.08.2023)
Published in IEEE transactions on circuits and systems. II, Express briefs (01.08.2023)
Get full text
Journal Article
High PE Utilization CNN Accelerator with Channel Fusion Supporting Pattern-Compressed Sparse Neural Networks
Wang, Jingyu, Yu, Songming, Yue, Jinshan, Yuan, Zhe, Yuan, Zhuqing, Yang, Huazhong, Li, Xueqing, Liu, Yongpan
Published in 2020 57th ACM/IEEE Design Automation Conference (DAC) (01.07.2020)
Published in 2020 57th ACM/IEEE Design Automation Conference (DAC) (01.07.2020)
Get full text
Conference Proceeding
A 5.6-89.9TOPS/W Heterogeneous Computing-in-Memory SoC with High-Utilization Producer-Consumer Architecture and High-Frequency Read-Free CIM Macro
Yue, Jinshan, Zhan, Mingtao, Wang, Zi, He, Yifan, Li, Yaolei, Yu, Songming, Sun, Wenyu, Jie, Lu, Dou, Chunmeng, Li, Xueqing, Sun, Nan, Yang, Huazhong, Liu, Ming, Liu, Yongpan
Published in 2023 IEEE Symposium on VLSI Technology and Circuits (VLSI Technology and Circuits) (11.06.2023)
Published in 2023 IEEE Symposium on VLSI Technology and Circuits (VLSI Technology and Circuits) (11.06.2023)
Get full text
Conference Proceeding
High Area/Energy Efficiency RRAM CNN Accelerator with Pattern-Pruning-Based Weight Mapping Scheme
Yu, Songming, Zhang, Lu, Wang, Jingyu, Yue, Jinshan, Yuan, Zhuqing, Li, Xueqing, Yang, Huazhong, Liu, Yongpan
Published in 2021 IEEE 10th Non-Volatile Memory Systems and Applications Symposium (NVMSA) (18.08.2021)
Published in 2021 IEEE 10th Non-Volatile Memory Systems and Applications Symposium (NVMSA) (18.08.2021)
Get full text
Conference Proceeding
High Area/Energy Efficiency RRAM CNN Accelerator with Kernel-Reordering Weight Mapping Scheme Based on Pattern Pruning
Yu, Songming, Liu, Yongpan, Zhang, Lu, Wang, Jingyu, Yue, Jinshan, Yuan, Zhuqing, Li, Xueqing, Yang, Huazhong
Year of Publication 13.10.2020
Year of Publication 13.10.2020
Get full text
Journal Article