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A 36 mJ/Inf Convolution Accelerator With Reduced Memory Access and Regrouped Sparse Kernels for Environment Sound Classification on Edge Devices 期刊论文
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2025, 卷号: 72, 期号: 9, 页码: 1258-1262
作者:  Feng, Lichen;  Wang, Tao;  Cai, Rundong;  Min, Feng;  Zhu, Zhangming
收藏  |  浏览/下载:1/0  |  提交时间:2025/12/03
Accuracy  Convolution  Kernel  Computational modeling  Shape  Feature extraction  Timing  Frequency modulation  Power demand  Pipelines  Convolution accelerator  depthwise separable pipeline  environment sound classification  sparse kernel  
Accelerating Deformable Convolution Networks with Dynamic and Irregular Memory Accesses 期刊论文
ACM TRANSACTIONS ON DESIGN AUTOMATION OF ELECTRONIC SYSTEMS, 2023, 卷号: 28, 期号: 4, 页码: 23
作者:  Chu, Cheng;  Liu, Cheng;  Xu, Dawen;  Wang, Ying;  Luo, Tao;  Li, Huawei;  Li, Xiaowei
收藏  |  浏览/下载:69/0  |  提交时间:2023/12/04
Deformable convolution network  neural network accelerator  irregular memory access  runtime tile scheduling  
LINAC: A Spatially Linear Accelerator for Convolutional Neural Networks 期刊论文
IEEE COMPUTER ARCHITECTURE LETTERS, 2022, 卷号: 21, 期号: 1, 页码: 29-32
作者:  Xiao, Hang;  Xu, Haobo;  Wang, Ying;  Wang, Yujie;  Han, Yinhe
收藏  |  浏览/下载:53/0  |  提交时间:2022/12/07
Linear particle accelerator  Correlation  Kernel  Convolution  Linear regression  System-on-chip  Quantization (signal)  Neural network  acceleration  convolution  linear regression  bit-sparsity