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Multi-Scale High-Resolution Vision Transformer for Semantic Segmentation


Nov 23, 2021
Jiaqi Gu, Hyoukjun Kwon, Dilin Wang, Wei Ye, Meng Li, Yu-Hsin Chen, Liangzhen Lai, Vikas Chandra, David Z. Pan

* 8 pages 

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HRViT: Multi-Scale High-Resolution Vision Transformer


Nov 01, 2021
Jiaqi Gu, Hyoukjun Kwon, Dilin Wang, Wei Ye, Meng Li, Yu-Hsin Chen, Liangzhen Lai, Vikas Chandra, David Z. Pan

* 8 pages 

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Evaluating Spatial Accelerator Architectures with Tiled Matrix-Matrix Multiplication


Jun 19, 2021
Gordon E. Moon, Hyoukjun Kwon, Geonhwa Jeong, Prasanth Chatarasi, Sivasankaran Rajamanickam, Tushar Krishna


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MARVEL: A Decoupled Model-driven Approach for Efficiently Mapping Convolutions on Spatial DNN Accelerators


Feb 18, 2020
Prasanth Chatarasi, Hyoukjun Kwon, Natesh Raina, Saurabh Malik, Vaisakh Haridas, Tushar Krishna, Vivek Sarkar

* 13 pages 

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Co-Exploration of Neural Architectures and Heterogeneous ASIC Accelerator Designs Targeting Multiple Tasks


Feb 10, 2020
Lei Yang, Zheyu Yan, Meng Li, Hyoukjun Kwon, Liangzhen Lai, Tushar Krishna, Vikas Chandra, Weiwen Jiang, Yiyu Shi

* Accepted by DAC'20 

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An Analytic Model for Cost-Benefit Analysis of Dataflows in DNN Accelerators


Sep 13, 2018
Hyoukjun Kwon, Michael Pellauer, Tushar Krishna


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