DeFiNES: Enabling Fast Exploration of the Depth-first Scheduling Space
for DNN Accelerators through Analytical Modeling

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DeFiNES: Enabling Fast Exploration of the Depth-first Scheduling Space for DNN Accelerators through Analytical Modeling

10 December 2022

Koen Goetschalckx

Marian Verhelst

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Papers citing "DeFiNES: Enabling Fast Exploration of the Depth-first Scheduling Space for DNN Accelerators through Analytical Modeling"

13 / 13 papers shown

Title
MAS-Attention: Memory-Aware Stream Processing for Attention Acceleration on Resource-Constrained Edge Devices Mohammadali Shakerdargah Shan Lu Chao Gao Di Niu 130 0 0 20 Nov 2024
Sparseloop: An Analytical Approach To Sparse Tensor Accelerator Modeling Yannan Nellie Wu Po-An Tsai A. Parashar Vivienne Sze J. Emer 44 58 0 12 May 2022
DNNFuser: Generative Pre-Trained Transformer as a Generalized Mapper for Layer Fusion in DNN Accelerators Sheng-Chun Kao Xiaoyu Huang T. Krishna AI4CE 85 9 0 26 Jan 2022
Mind Mappings: Enabling Efficient Algorithm-Accelerator Mapping Space Search Kartik Hegde Po-An Tsai Sitao Huang Vikas Chandra A. Parashar Christopher W. Fletcher 56 93 0 02 Mar 2021
An Evaluation of Edge TPU Accelerators for Convolutional Neural Networks K. Seshadri Berkin Akin James Laudon Ravi Narayanaswami Amir Yazdanbakhsh 92 121 0 20 Feb 2021
eCNN: A Block-Based and Highly-Parallel CNN Accelerator for Edge Inference Chao-Tsung Huang Yu-Chun Ding Huan-Ching Wang Chi-Wen Weng Kai-Ping Lin Li-Wei Wang Li-De Chen 39 44 0 13 Oct 2019
Interstellar: Using Halide's Scheduling Language to Analyze DNN Accelerators Xuan S. Yang Mingyu Gao Qiaoyi Liu Jeff Setter Jing Pu ... Kaidi Cao Heonjae Ha Priyanka Raina Christos Kozyrakis M. Horowitz 166 228 0 10 Sep 2018
Learning Deep Convolutional Networks for Demosaicing Nai-Sheng Syu Yu-Sheng Chen Yung-Yu Chuang 51 74 0 11 Feb 2018
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications Andrew G. Howard Menglong Zhu Bo Chen Dmitry Kalenichenko Weijun Wang Tobias Weyand M. Andreetto Hartwig Adam 3DH 1.2K 20,858 0 17 Apr 2017
In-Datacenter Performance Analysis of a Tensor Processing Unit N. Jouppi C. Young Nishant Patil David Patterson Gaurav Agrawal ... Vijay Vasudevan Richard Walter Walter Wang Eric Wilcox Doe Hyun Yoon 235 4,638 0 16 Apr 2017
Accelerating the Super-Resolution Convolutional Neural Network Chao Dong Chen Change Loy Xiaoou Tang SupR 127 2,985 0 01 Aug 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,322 0 10 Dec 2015
Stereo Matching by Training a Convolutional Neural Network to Compare Image Patches Jure Zbontar Yann LeCun 3DV 143 1,388 0 20 Oct 2015