Xinyu Niu

According to our database, Xinyu Niu authored at least 71 papers between 2011 and 2023.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2023

Simple and effective complementary label learning based on mean square error loss.

Chenggang Wang, Xiong Xu, Defu Liu, Xinyu Niu, Shijiao Han

Mach. Vis. Appl., November, 2023

Simplification and Regularization Algorithm for Right-Angled Polygon Building Outlines with Jagged Edges.

Linghui Kong, Haizhong Qian, Yuqing Wu, Xinyu Niu, Di Wang, Zhekun Huang

ISPRS Int. J. Geo Inf., November, 2023

High-Performance Acceleration of 2-D and 3-D CNNs on FPGAs Using Static Block Floating Point.

Hongxiang Fan, Shuanglong Liu, Zhiqiang Que, Xinyu Niu, Wayne Luk

IEEE Trans. Neural Networks Learn. Syst., August, 2023

Remarn: A Reconfigurable Multi-threaded Multi-core Accelerator for Recurrent Neural Networks.

Zhiqiang Que, Hiroki Nakahara, Hongxiang Fan, He Li, Jiuxi Meng, Kuen Hung Tsoi, Xinyu Niu, Eriko Nurvitadhi, Wayne Luk

ACM Trans. Reconfigurable Technol. Syst., March, 2023

2022

Recurrent Neural Networks With Column-Wise Matrix-Vector Multiplication on FPGAs.

Zhiqiang Que, Hiroki Nakahara, Eriko Nurvitadhi, Andrew Boutros, Hongxiang Fan, Chenglong Zeng, Jiuxi Meng, Kuen Hung Tsoi, Xinyu Niu, Wayne Luk

IEEE Trans. Very Large Scale Integr. Syst., 2022

Accelerating Bayesian Neural Networks via Algorithmic and Hardware Optimizations.

Hongxiang Fan, Martin Ferianc, Zhiqiang Que, Xinyu Niu, Miguel R. D. Rodrigues, Wayne Luk

IEEE Trans. Parallel Distributed Syst., 2022

Toward Full-Stack Acceleration of Deep Convolutional Neural Networks on FPGAs.

Shuanglong Liu, Hongxiang Fan, Martin Ferianc, Xinyu Niu, Huifeng Shi, Wayne Luk

IEEE Trans. Neural Networks Learn. Syst., 2022

FPGA-Based Acceleration for Bayesian Convolutional Neural Networks.

Hongxiang Fan, Martin Ferianc, Zhiqiang Que, Shuanglong Liu, Xinyu Niu, Miguel R. D. Rodrigues, Wayne Luk

IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2022

Algorithm and Hardware Co-design for Reconfigurable CNN Accelerator.

Hongxiang Fan, Martin Ferianc, Zhiqiang Que, He Li, Shuanglong Liu, Xinyu Niu, Wayne Luk

Proceedings of the 27th Asia and South Pacific Design Automation Conference, 2022

2021

The Fusion Strategy of 2D and 3D Information Based on Deep Learning: A Review.

Jianghong Zhao, Yinrui Wang, Yuee Cao, Ming Guo, Xianfeng Huang, Ruiju Zhang, Xintong Dou, Xinyu Niu, Yuanyuan Cui, Jun Wang

Remote. Sens., 2021

In-circuit tuning of deep learning designs.

Zhiqiang Que, Daniel Holanda Noronha, Ruizhe Zhao, Xinyu Niu, Steven J. E. Wilton, Wayne Luk

J. Syst. Archit., 2021

High-Performance FPGA-based Accelerator for Bayesian Neural Networks.

Hongxiang Fan, Martin Ferianc, Miguel Rodrigues, Hongyu Zhou, Xinyu Niu, Wayne Luk

Proceedings of the 58th ACM/IEEE Design Automation Conference, 2021

2020

Mapping Large LSTMs to FPGAs with Weight Reuse.

Zhiqiang Que, Yongxin Zhu, Hongxiang Fan, Jiuxi Meng, Xinyu Niu, Wayne Luk

J. Signal Process. Syst., 2020

On the challenges in programming mixed-precision deep neural networks.

Ruizhe Zhao, Wayne Luk, Chao Xiong, Xinyu Niu, Kuen Hung Tsoi

Proceedings of the 4th ACM SIGPLAN International Workshop on Machine Learning and Programming Languages, 2020

Towards Overlay-based Rapid In-Circuit Tuning of Deep Learning Designs.

Zhiqiang Que, Daniel Holanda Noronha, Ruizhe Zhao, Xinyu Niu, Steven J. E. Wilton, Wayne Luk

Proceedings of the International Conference on Field-Programmable Technology, 2020

A Reconfigurable Multithreaded Accelerator for Recurrent Neural Networks.

Zhiqiang Que, Hiroki Nakahara, Hongxiang Fan, Jiuxi Meng, Kuen Hung Tsoi, Xinyu Niu, Eriko Nurvitadhi, Wayne Luk

Proceedings of the International Conference on Field-Programmable Technology, 2020

Optimizing FPGA-Based CNN Accelerator Using Differentiable Neural Architecture Search.

Hongxiang Fan, Martin Ferianc, Shuanglong Liu, Zhiqiang Que, Xinyu Niu, Wayne Luk

Proceedings of the 38th IEEE International Conference on Computer Design, 2020

Optimizing Reconfigurable Recurrent Neural Networks.

Zhiqiang Que, Hiroki Nakahara, Eriko Nurvitadhi, Hongxiang Fan, Chenglong Zeng, Jiuxi Meng, Xinyu Niu, Wayne Luk

Proceedings of the 28th IEEE Annual International Symposium on Field-Programmable Custom Computing Machines, 2020

2019

Deep Neural Network Approximation for Custom Hardware: Where We've Been, Where We're Going.

Erwei Wang, James J. Davis, Ruizhe Zhao, Ho-Cheung Ng, Xinyu Niu, Wayne Luk, Peter Y. K. Cheung, George A. Constantinides

ACM Comput. Surv., 2019

Real-Time Anomaly Detection for Flight Testing Using AutoEncoder and LSTM.

Zhiqiang Que, Yanyang Liu, Ce Guo, Xinyu Niu, Yongxin Zhu, Wayne Luk

Proceedings of the International Conference on Field-Programmable Technology, 2019

Static Block Floating-Point Quantization for Convolutional Neural Networks on FPGA.

Hongxiang Fan, Gang Wang, Martin Ferianc, Xinyu Niu, Wayne Luk

Proceedings of the International Conference on Field-Programmable Technology, 2019

Efficient Weight Reuse for Large LSTMs.

Zhiqiang Que, Thomas Nugent, Shuanglong Liu, Li Tian, Xinyu Niu, Yongxin Zhu, Wayne Luk

Proceedings of the 30th IEEE International Conference on Application-specific Systems, 2019

F-E3D: FPGA-based Acceleration of an Efficient 3D Convolutional Neural Network for Human Action Recognition.

Hongxiang Fan, Cheng Luo, Chenglong Zeng, Martin Ferianc, Zhiqiang Que, Shuanglong Liu, Xinyu Niu, Wayne Luk

Proceedings of the 30th IEEE International Conference on Application-specific Systems, 2019

2018

Optimizing CNN-based Segmentation with Deeply Customized Convolutional and Deconvolutional Architectures on FPGA.

Shuanglong Liu, Hongxiang Fan, Xinyu Niu, Ho-Cheung Ng, Yang Chu, Wayne Luk

ACM Trans. Reconfigurable Technol. Syst., 2018

Correlation Coefficient Based Cluster Data Preprocessing and LSTM Prediction Model for Time Series Data in Large Aircraft Test Flights.

Hanlin Zhu, Yongxin Zhu, Di Wu, Hui Wang, Li Tian, Wei Mao, Can Feng, Xiaowen Zha, Guobao Deng, Jiayi Chen, Tao Liu, Xinyu Niu, Kuen Hung Tsoi, Wayne Luk

Proceedings of the Smart Computing and Communication - Third International Conference, 2018

Reconfigurable Hardware Generation for Tensor Flow Models of CNN Algorithms on a Heterogeneous Acceleration Platform.

Jiajun Gao, Yongxin Zhu, Meikang Qiu, Kuen Hung Tsoi, Xinyu Niu, Wayne Luk, Ruizhe Zhao, Zhiqiang Que, Wei Mao, Can Feng, Xiaowen Zha, Guobao Deng, Jiayi Chen, Tao Liu

Proceedings of the Smart Computing and Communication - Third International Conference, 2018

Custom machine learning architectures: towards realtime anomaly detection for flight testing.

Di Wu, Zhanrui Sun, Yongxin Zhu, Li Tian, Hanlin Zhu, Peng Xiong, Zihao Cao, Menglin Wang, Yu Zheng, Chao Xiong, Hao Jiang, Kuen Hung Tsoi, Xinyu Niu, Wei Mao, Can Feng, Xiaowen Zha, Guobao Deng, Wayne Luk

Proceedings of the 2018 IEEE International Parallel and Distributed Processing Symposium Workshops, 2018

Memory-Efficient Architecture for Accelerating Generative Networks on FPGA.

Shuanglong Liu, Chenglong Zeng, Hongxiang Fan, Ho-Cheung Ng, Jiuxi Meng, Zhiqiang Que, Xinyu Niu, Wayne Luk

Proceedings of the International Conference on Field-Programmable Technology, 2018

A Real-Time Object Detection Accelerator with Compressed SSDLite on FPGA.

Hongxiang Fan, Shuanglong Liu, Martin Ferianc, Ho-Cheung Ng, Zhiqiang Que, Shen Liu, Xinyu Niu, Wayne Luk

Proceedings of the International Conference on Field-Programmable Technology, 2018

Towards Efficient Convolutional Neural Network for Domain-Specific Applications on FPGA.

Ruizhe Zhao, Ho-Cheung Ng, Wayne Luk, Xinyu Niu

Proceedings of the 28th International Conference on Field Programmable Logic and Applications, 2018

Reconfigurable Acceleration of 3D-CNNs for Human Action Recognition with Block Floating-Point Representation.

Hongxiang Fan, Ho-Cheung Ng, Shuanglong Liu, Zhiqiang Que, Xinyu Niu, Wayne Luk

Proceedings of the 28th International Conference on Field Programmable Logic and Applications, 2018

Automatic Optimising CNN with Depthwise Separable Convolution on FPGA: (Abstact Only).

Ruizhe Zhao, Xinyu Niu, Wayne Luk

Proceedings of the 2018 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays, 2018

A Low-Power Deconvolutional Accelerator for Convolutional Neural Network Based Segmentation on FPGA: Abstract Only.

Shuanglong Liu, Xinyu Niu, Wayne Luk

Proceedings of the 2018 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays, 2018

Hardware Compilation of Deep Neural Networks: An Overview.

Ruizhe Zhao, Shuanglong Liu, Ho-Cheung Ng, Erwei Wang, James J. Davis, Xinyu Niu, Xiwei Wang, Huifeng Shi, George A. Constantinides, Peter Y. K. Cheung, Wayne Luk

Proceedings of the 29th IEEE International Conference on Application-specific Systems, 2018

2017

Exploiting the chaotic behaviour of atmospheric models with reconfigurable architectures.

Francis P. Russell, Peter D. Düben, Xinyu Niu, Wayne Luk, Tim N. Palmer

Comput. Phys. Commun., 2017

Hardware Acceleration for Machine Learning.

Ruizhe Zhao, Wayne Luk, Xinyu Niu, Huifeng Shi, Haitao Wang

Proceedings of the 2017 IEEE Computer Society Annual Symposium on VLSI, 2017

F-C3D: FPGA-based 3-dimensional convolutional neural network.

Hongxiang Fan, Xinyu Niu, Qiang Liu, Wayne Luk

Proceedings of the 27th International Conference on Field Programmable Logic and Applications, 2017

DeepPump: Multi-pumping deep Neural Networks.

Ruizhe Zhao, Tim Todman, Wayne Luk, Xinyu Niu

Proceedings of the 28th IEEE International Conference on Application-specific Systems, 2017

Optimizing CNN-Based Object Detection Algorithms on Embedded FPGA Platforms.

Ruizhe Zhao, Xinyu Niu, Yajie Wu, Wayne Luk, Qiang Liu

Proceedings of the Applied Reconfigurable Computing - 13th International Symposium, 2017

dfesnippets: An Open-Source Library for Dataflow Acceleration on FPGAs.

Paul Grigoras, Pavel Burovskiy, James Arram, Xinyu Niu, Kit Cheung, Junyi Xie, Wayne Luk

Proceedings of the Applied Reconfigurable Computing - 13th International Symposium, 2017

Custom Framework for Run-Time Trading Strategies.

Andreea-Ingrid Funie, Liucheng Guo, Xinyu Niu, Wayne Luk, Mark Salmon

Proceedings of the Applied Reconfigurable Computing - 13th International Symposium, 2017

2016

Self-adaptive Hardware Acceleration on a Heterogeneous Cluster.

Xinyu Niu, Tim Todman, Wayne Luk

Proceedings of the Self-aware Computing Systems - An Engineering Approach, 2016

EXTRA: Towards the exploitation of eXascale technology for reconfigurable architectures.

Dirk Stroobandt, Ana Lucia Varbanescu, Catalin Bogdan Ciobanu, Muhammed Al Kadi, Andreas Brokalakis, George Charitopoulos, Tim Todman, Xinyu Niu, Dionisios N. Pnevmatikatos, Amit Kulkarni, Elias Vansteenkiste, Wayne Luk, Marco D. Santambrogio, Donatella Sciuto, Michael Hübner, Tobias Becker, Georgi Gaydadjiev, Antonis Nikitakis, Alex J. W. Thom

Proceedings of the 11th International Symposium on Reconfigurable Communication-centric Systems-on-Chip, 2016

Connect on the fly: Enhancing and prototyping of cycle-reconfigurable modules.

Hao Zhou, Xinyu Niu, Junqi Yuan, Lingli Wang, Wayne Luk

Proceedings of the 26th International Conference on Field Programmable Logic and Applications, 2016

EURECA compilation: Automatic optimisation of cycle-reconfigurable circuits.

Xinyu Niu, Nicholas Ng, Tomofumi Yuki, Shaojun Wang, Nobuko Yoshida, Wayne Luk

Proceedings of the 26th International Conference on Field Programmable Logic and Applications, 2016

A Scalable Dataflow Accelerator for Real Time Onboard Hyperspectral Image Classification.

Shaojun Wang, Xinyu Niu, Ning Ma, Wayne Luk, Philip H. W. Leong, Yu Peng

Proceedings of the Applied Reconfigurable Computing - 12th International Symposium, 2016

2015

Optimising runtime reconfigurable designs for high performance applications.

Xinyu Niu

PhD thesis, 2015

Power-Adaptive Computing System Design for Solar-Energy-Powered Embedded Systems.

Qiang Liu, Terrence S. T. Mak, Tao Zhang, Xinyu Niu, Wayne Luk, Alex Yakovlev

IEEE Trans. Very Large Scale Integr. Syst., 2015

Automating Elimination of Idle Functions by Runtime Reconfiguration.

Xinyu Niu, Thomas C. P. Chau, Qiwei Jin, Wayne Luk, Qiang Liu, Oliver Pell

ACM Trans. Reconfigurable Technol. Syst., 2015

Mapping Adaptive Particle Filters to Heterogeneous Reconfigurable Systems.

Thomas C. P. Chau, Xinyu Niu, Alison Eele, Jan M. Maciejowski, Peter Y. K. Cheung, Wayne Luk

ACM Trans. Reconfigurable Technol. Syst., 2015

FASTER: Facilitating Analysis and Synthesis Technologies for Effective Reconfiguration.

Dionisios N. Pnevmatikatos, Kyprianos Papadimitriou, Tobias Becker, Peter Böhm, Andreas Brokalakis, Karel Bruneel, Catalin Bogdan Ciobanu, Tom Davidson, Georgi Gaydadjiev, Karel Heyse, Wayne Luk, Xinyu Niu, Ioannis Papaefstathiou, Danilo Pau, Oliver Pell, Christian Pilato, Marco D. Santambrogio, Donatella Sciuto, Dirk Stroobandt, Tim Todman, Elias Vansteenkiste

Microprocess. Microsystems, 2015

Accelerated cell imaging and classification on FPGAs for quantitative-phase asymmetric-detection time-stretch optical microscopy.

Junyi Xie, Xinyu Niu, Andy K. S. Lau, Kevin K. Tsia, Hayden Kwok-Hay So

Proceedings of the 2015 International Conference on Field Programmable Technology, 2015

Lower precision for higher accuracy: Precision and resolution exploration for shallow water equations.

James Stanley Targett, Xinyu Niu, Francis P. Russell, Wayne Luk, Stephen Jeffress, Peter D. Düben

Proceedings of the 2015 International Conference on Field Programmable Technology, 2015

EURECA: On-Chip Configuration Generation for Effective Dynamic Data Access.

Xinyu Niu, Wayne Luk, Yu Wang

Proceedings of the 2015 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays, 2015

Architectures and Precision Analysis for Modelling Atmospheric Variables with Chaotic Behaviour.

Francis P. Russell, Peter D. Düben, Xinyu Niu, Wayne Luk, Tim N. Palmer

Proceedings of the 23rd IEEE Annual International Symposium on Field-Programmable Custom Computing Machines, 2015

EXTRA: Towards an Efficient Open Platform for Reconfigurable High Performance Computing.

Catalin Bogdan Ciobanu, Ana Lucia Varbanescu, Dionisios N. Pnevmatikatos, George Charitopoulos, Xinyu Niu, Wayne Luk, Marco D. Santambrogio, Donatella Sciuto, Muhammed Al Kadi, Michael Hübner, Tobias Becker, Georgi Gaydadjiev, Andreas Brokalakis, Antonis Nikitakis, Alex J. W. Thom, Elias Vansteenkiste, Dirk Stroobandt

Proceedings of the 18th IEEE International Conference on Computational Science and Engineering, 2015

2014

A Self-Aware Tuning and Self-Aware Evaluation Method for Finite-Difference Applications in Reconfigurable Systems.

Xinyu Niu, Qiwei Jin, Wayne Luk, Stephen Weston

ACM Trans. Reconfigurable Technol. Syst., 2014

Elastic Management of Reconfigurable Accelerators.

Paul Grigoras, Max Tottenham, Xinyu Niu, José Gabriel F. Coutinho, Wayne Luk

Proceedings of the IEEE International Symposium on Parallel and Distributed Processing with Applications, 2014

A dataflow system for anomaly detection and analysis.

Andrei Bara, Xinyu Niu, Wayne Luk

Proceedings of the 2014 International Conference on Field-Programmable Technology, 2014

2013

A framework for effective exploitation of partial reconfiguration in dataflow computing.

Riccardo Cattaneo, Xinyu Niu, Christian Pilato, Tobias Becker, Wayne Luk, Marco D. Santambrogio

Proceedings of the 2013 8th International Workshop on Reconfigurable and Communication-Centric Systems-on-Chip (ReCoSoC), 2013

Dynamic Stencil: Effective exploitation of run-time resources in reconfigurable clusters.

Xinyu Niu, José Gabriel F. Coutinho, Yu Wang, Wayne Luk

Proceedings of the 2013 International Conference on Field-Programmable Technology, 2013

A scalable design approach for stencil computation on reconfigurable clusters.

Xinyu Niu, José Gabriel F. Coutinho, Wayne Luk

Proceedings of the 23rd International Conference on Field programmable Logic and Applications, 2013

Automating resource optimisation in reconfigurable design (abstract only).

Xinyu Niu, Thomas C. P. Chau, Qiwei Jin, Wayne Luk, Qiang Liu

Proceedings of the 2013 ACM/SIGDA International Symposium on Field Programmable Gate Arrays, 2013

Automating Elimination of Idle Functions by Run-Time Reconfiguration.

Xinyu Niu, Thomas C. P. Chau, Qiwei Jin, Wayne Luk, Qiang Liu

Proceedings of the 21st IEEE Annual International Symposium on Field-Programmable Custom Computing Machines, 2013

Aspect driven compilation for dataflow designs.

Paul Grigoras, Xinyu Niu, José Gabriel F. Coutinho, Wayne Luk, Jacob A. Bower, Oliver Pell

Proceedings of the 24th International Conference on Application-Specific Systems, 2013

Heterogeneous Reconfigurable System for Adaptive Particle Filters in Real-Time Applications.

Thomas C. P. Chau, Xinyu Niu, Alison Eele, Wayne Luk, Peter Y. K. Cheung, Jan M. Maciejowski

Proceedings of the Reconfigurable Computing: Architectures, Tools and Applications, 2013

2012

Session types: towards safe and fast reconfigurable programming.

Nicholas Ng, Nobuko Yoshida, Xinyu Niu, Kuen Hung Tsoi

SIGARCH Comput. Archit. News, 2012

Self-Adaptive Heterogeneous Cluster with Wireless Network.

Xinyu Niu, Kuen Hung Tsoi, Wayne Luk

Proceedings of the 26th IEEE International Parallel and Distributed Processing Symposium Workshops & PhD Forum, 2012

Exploiting run-time reconfiguration in stencil computation.

Xinyu Niu, Qiwei Jin, Wayne Luk, Qiang Liu, Oliver Pell

Proceedings of the 22nd International Conference on Field Programmable Logic and Applications (FPL), 2012

Novel Design Methods and a Tool Flow for Unleashing Dynamic Reconfiguration.

Kyprianos Papadimitriou, Christian Pilato, Dionisios N. Pnevmatikatos, Marco D. Santambrogio, Catalin Bogdan Ciobanu, Tim Todman, Tobias Becker, Tom Davidson, Xinyu Niu, Georgi Gaydadjiev, Wayne Luk, Dirk Stroobandt

Proceedings of the 15th IEEE International Conference on Computational Science and Engineering, 2012

2011

Reconfiguring Distributed Applications in FPGA Accelerated Cluster with Wireless Networking.

Xinyu Niu, Kuen Hung Tsoi, Wayne Luk

Proceedings of the International Conference on Field Programmable Logic and Applications, 2011