Personal page of Maurice Peemen


Alumnus


Curriculum Vitae
Research interests

Deep Convolutional Neural Networks
Machine Learning
Computer Vision
Loop Transformations for Data Locality
HW Accelerators
GPUs
FPGA
Vector instructions

Teaching activities

Guest Lectures:
5SIA0 Embedded Computer Architecture 2015
*Neural Computer Architectures

5KK73 Embedded Computer Architecture 2014
*Neural Computer Architectures
*Tricks of the trade: From loop transformations to automatic optimization

5KK73 Embedded Computer Architecture 2013
*Neural Computer Architectures
*Tricks of the trade: From loop transformations to automatic optimization

Teaching assistant:
5JJ30 High-tech Systems Design 2013
5JJ30 Design of Complex Systems 2012
5JJ55 Computation: ABC for logic synthesis 2012
5JJ30 Design of Complex Systems 2011

Application expert GPU cluster project 2011

Master Project Student Advisor:
Gaurav Raina (2015)
Wisnu Pramadi (2015)
Ward Carmeliet (2014)
Ruizhou Xie (2014)
Peter Broere (2013)
Roy van Doormaal (2012)

List of publications

The Neuro Vector Engine: Flexibility to Improve Convolutional Net Efficiency for Wearable Vision
Maurice Peemen, Runbin Shi, Sohan Lal, Ben Juurlink, Bart Mesman, and Henk Corporaal, Design, Automation and Test in Europe (DATE), 2016
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Tags: SIMD, VLIW, Convolutional Networks, Accelerator, Locality, ultra-low power



VLIW Code Generation for a Convolutional Network Accelerator
Maurice Peemen, Wisnu Pramadi, Bart Mesman, and Henk Corporaal, 18th International Workshop on Software and Compilers for Embedded Systems (SCOPES), 2015
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Tags: Code Generation, VLIW, Convolutional Networks, Compilation, Software Pipelining



Inter-Tile Reuse Optimization Applied to Bandwidth Constrained Embedded Accelerators
Maurice Peemen, Bart Mesman, Henk Corporaal, DATE '15: Design, Automation and Test in Europe, 2015
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Tags: FPGA, Data Reuse, High-Level Synthesis, Tiling, Interchange



A Data-Reuse Aware Accelerator for Large-Scale Convolutional Networks
Maurice Peemen, Bart Mesman, and Henk Corporaal, NeuroArch Workshop at ISCA, 2014
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Tags: Convolutional Networks, Data Reuse, Fusion, Recomputation



Optimal Iteration Scheduling for Intra- and Inter-Tile Reuse in Nested Loop Accelerators
Maurice Peemen Bart Mesman, and Henk Corporaal, Technical Report ESR-2013-3, 2013
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Tags: accelerators, Inter-Tile Reuse, Temporal Locality, High-Level Synthesis



Memory-Centric Accelerator Design for Convolutional Neural Networks
Maurice Peemen, Arnaud A. A. Setio, Bart Mesman and Henk Corporaal, IEEE International Conference on Computer Design (ICCD), 2013
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Tags: FPGA, Memory hierarchy, loop tiling, accelerators, Convolutional Neural Networks



Efficiency Optimization of Trainable Feature Extractors for a Consumer Platform
Maurice Peemen, Bart Mesman, Henk Corporaal, in Proceedings of the 13th International Conference on Advanced Concepts for Intelligent Vision Systems (ACIVS’11), Ghent, Belgium, 2011
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Tags: GPU, vision, neural networks



Speed Sign Detection and Recognition by Convolutional Neural Networks
M. Peemen, B. Mesman, H. Corporaal, International Automotive Congress, 2011
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Tags: GPU, application, neural networks