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cs.DC2021
A Dense Tensor Accelerator with Data Exchange Mesh for DNN and Vision Workloads
Yu-Sheng Lin, Wei-Chao Chen. Chia-Lin Yang, Shao-Yi Chien
We propose a dense tensor accelerator called VectorMesh, a scalable, memory-efficient architecture that can support a wide variety of DNN and computer vision workloads. Its buildin…
cs.DC2019
MERIT: Tensor Transform for Memory-Efficient Vision Processing on Parallel Architectures
Yu-Sheng Lin, Wei-Chao Chen, Shao-Yi Chien
Computationally intensive deep neural networks (DNNs) are well-suited to run on GPUs, but newly developed algorithms usually require the heavily optimized DNN routines to work effi…