Xinyu Niu

ORCID

Publication Activity (10 Years)

Years Active: 2011-2023
Publications (10 Years): 49

Top Venues

FPT

ACM Trans. Reconfigurable Technol. Syst.

FPL

ARC

Imperial College London, UK (PHD)

Education History

Imperial College London, UK

PHD

Publications

Linghui Kong, Haizhong Qian, Yuqing Wu, Xinyu Niu, Di Wang, Zhekun Huang
Simplification and Regularization Algorithm for Right-Angled Polygon Building Outlines with Jagged Edges. ISPRS Int. J. Geo Inf. 12 (12) (2023)
Hongxiang Fan, Shuanglong Liu, Zhiqiang Que, Xinyu Niu, Wayne Luk
High-Performance Acceleration of 2-D and 3-D CNNs on FPGAs Using Static Block Floating Point. IEEE Trans. Neural Networks Learn. Syst. 34 (8) (2023)
Zhiqiang Que, Hiroki Nakahara, Hongxiang Fan, He Li, Jiuxi Meng, Kuen Hung Tsoi, Xinyu Niu, Eriko Nurvitadhi, Wayne Luk
Remarn: A Reconfigurable Multi-threaded Multi-core Accelerator for Recurrent Neural Networks. ACM Trans. Reconfigurable Technol. Syst. 16 (1) (2023)
Chenggang Wang, Xiong Xu, Defu Liu, Xinyu Niu, Shijiao Han
Simple and effective complementary label learning based on mean square error loss. Mach. Vis. Appl. 34 (6) (2023)
Zhiqiang Que, Hiroki Nakahara, Eriko Nurvitadhi, Andrew Boutros, Hongxiang Fan, Chenglong Zeng, Jiuxi Meng, Kuen Hung Tsoi, Xinyu Niu, Wayne Luk
Recurrent Neural Networks With Column-Wise Matrix-Vector Multiplication on FPGAs. IEEE Trans. Very Large Scale Integr. Syst. 30 (2) (2022)
Hongxiang Fan, Martin Ferianc, Zhiqiang Que, He Li, Shuanglong Liu, Xinyu Niu, Wayne Luk
Algorithm and Hardware Co-design for Reconfigurable CNN Accelerator. ASP-DAC (2022)
Hongxiang Fan, Martin Ferianc, Zhiqiang Que, Xinyu Niu, Miguel R. D. Rodrigues, Wayne Luk
Accelerating Bayesian Neural Networks via Algorithmic and Hardware Optimizations. IEEE Trans. Parallel Distributed Syst. 33 (12) (2022)
Hongxiang Fan, Martin Ferianc, Zhiqiang Que, Shuanglong Liu, Xinyu Niu, Miguel R. D. Rodrigues, Wayne Luk
FPGA-Based Acceleration for Bayesian Convolutional Neural Networks. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 41 (12) (2022)
Shuanglong Liu, Hongxiang Fan, Martin Ferianc, Xinyu Niu, Huifeng Shi, Wayne Luk
Toward Full-Stack Acceleration of Deep Convolutional Neural Networks on FPGAs. IEEE Trans. Neural Networks Learn. Syst. 33 (8) (2022)
Hongxiang Fan, Martin Ferianc, Miguel Rodrigues, Hongyu Zhou, Xinyu Niu, Wayne Luk
High-Performance FPGA-based Accelerator for Bayesian Neural Networks. DAC (2021)
Zhiqiang Que, Daniel Holanda Noronha, Ruizhe Zhao, Xinyu Niu, Steven J. E. Wilton, Wayne Luk
In-circuit tuning of deep learning designs. J. Syst. Archit. 118 (2021)
Hongxiang Fan, Martin Ferianc, Zhiqiang Que, He Li, Shuanglong Liu, Xinyu Niu, Wayne Luk
Algorithm and Hardware Co-design for Reconfigurable CNN Accelerator. CoRR (2021)
Hongxiang Fan, Martin Ferianc, Miguel Rodrigues, Hongyu Zhou, Xinyu Niu, Wayne Luk
High-Performance FPGA-based Accelerator for Bayesian Neural Networks. CoRR (2021)
Jianghong Zhao, Yinrui Wang, Yuee Cao, Ming Guo, Xianfeng Huang, Ruiju Zhang, Xintong Dou, Xinyu Niu, Yuanyuan Cui, Jun Wang
The Fusion Strategy of 2D and 3D Information Based on Deep Learning: A Review. Remote. Sens. 13 (20) (2021)
Ruizhe Zhao, Wayne Luk, Chao Xiong, Xinyu Niu, Kuen Hung Tsoi
On the challenges in programming mixed-precision deep neural networks. MAPL@PLDI (2020)
Hongxiang Fan, Martin Ferianc, Shuanglong Liu, Zhiqiang Que, Xinyu Niu, Wayne Luk
Optimizing FPGA-Based CNN Accelerator Using Differentiable Neural Architecture Search. ICCD (2020)
Zhiqiang Que, Yongxin Zhu, Hongxiang Fan, Jiuxi Meng, Xinyu Niu, Wayne Luk
Mapping Large LSTMs to FPGAs with Weight Reuse. J. Signal Process. Syst. 92 (9) (2020)
Zhiqiang Que, Hiroki Nakahara, Hongxiang Fan, Jiuxi Meng, Kuen Hung Tsoi, Xinyu Niu, Eriko Nurvitadhi, Wayne Luk
A Reconfigurable Multithreaded Accelerator for Recurrent Neural Networks. FPT (2020)
Zhiqiang Que, Daniel Holanda Noronha, Ruizhe Zhao, Xinyu Niu, Steven J. E. Wilton, Wayne Luk
Towards Overlay-based Rapid In-Circuit Tuning of Deep Learning Designs. FPT (2020)
Zhiqiang Que, Hiroki Nakahara, Eriko Nurvitadhi, Hongxiang Fan, Chenglong Zeng, Jiuxi Meng, Xinyu Niu, Wayne Luk
Optimizing Reconfigurable Recurrent Neural Networks. FCCM (2020)
Zhiqiang Que, Thomas Nugent, Shuanglong Liu, Li Tian, Xinyu Niu, Yongxin Zhu, Wayne Luk
Efficient Weight Reuse for Large LSTMs. ASAP (2019)
Hongxiang Fan, Cheng Luo, Chenglong Zeng, Martin Ferianc, Zhiqiang Que, Shuanglong Liu, Xinyu Niu, Wayne Luk
F-E3D: FPGA-based Acceleration of an Efficient 3D Convolutional Neural Network for Human Action Recognition. ASAP (2019)
Hongxiang Fan, Gang Wang, Martin Ferianc, Xinyu Niu, Wayne Luk
Static Block Floating-Point Quantization for Convolutional Neural Networks on FPGA. FPT (2019)
Zhiqiang Que, Yanyang Liu, Ce Guo, Xinyu Niu, Yongxin Zhu, Wayne Luk
Real-Time Anomaly Detection for Flight Testing Using AutoEncoder and LSTM. FPT (2019)
Erwei Wang, James J. Davis, Ruizhe Zhao, Ho-Cheung Ng, Xinyu Niu, Wayne Luk, Peter Y. K. Cheung, George A. Constantinides
Deep Neural Network Approximation for Custom Hardware: Where We've Been, Where We're Going. CoRR (2019)
Erwei Wang, James J. Davis, Ruizhe Zhao, Ho-Cheung Ng, Xinyu Niu, Wayne Luk, Peter Y. K. Cheung, George A. Constantinides
Deep Neural Network Approximation for Custom Hardware: Where We've Been, Where We're Going. ACM Comput. Surv. 52 (2) (2019)
Ruizhe Zhao, Xinyu Niu, Wayne Luk
Automatic Optimising CNN with Depthwise Separable Convolution on FPGA: (Abstact Only). FPGA (2018)
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
Custom machine learning architectures: towards realtime anomaly detection for flight testing. IPDPS Workshops (2018)
Ruizhe Zhao, Ho-Cheung Ng, Wayne Luk, Xinyu Niu
Towards Efficient Convolutional Neural Network for Domain-Specific Applications on FPGA. CoRR (2018)
Hongxiang Fan, Ho-Cheung Ng, Shuanglong Liu, Zhiqiang Que, Xinyu Niu, Wayne Luk
Reconfigurable Acceleration of 3D-CNNs for Human Action Recognition with Block Floating-Point Representation. FPL (2018)
Hongxiang Fan, Shuanglong Liu, Martin Ferianc, Ho-Cheung Ng, Zhiqiang Que, Shen Liu, Xinyu Niu, Wayne Luk
A Real-Time Object Detection Accelerator with Compressed SSDLite on FPGA. FPT (2018)
Shuanglong Liu, Chenglong Zeng, Hongxiang Fan, Ho-Cheung Ng, Jiuxi Meng, Zhiqiang Que, Xinyu Niu, Wayne Luk
Memory-Efficient Architecture for Accelerating Generative Networks on FPGA. FPT (2018)
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
Hardware Compilation of Deep Neural Networks: An Overview. ASAP (2018)
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
Correlation Coefficient Based Cluster Data Preprocessing and LSTM Prediction Model for Time Series Data in Large Aircraft Test Flights. SmartCom (2018)
Shuanglong Liu, Hongxiang Fan, Xinyu Niu, Ho-Cheung Ng, Yang Chu, Wayne Luk
Optimizing CNN-based Segmentation with Deeply Customized Convolutional and Deconvolutional Architectures on FPGA. ACM Trans. Reconfigurable Technol. Syst. 11 (3) (2018)
Ruizhe Zhao, Ho-Cheung Ng, Wayne Luk, Xinyu Niu
Towards Efficient Convolutional Neural Network for Domain-Specific Applications on FPGA. FPL (2018)
Shuanglong Liu, Xinyu Niu, Wayne Luk
A Low-Power Deconvolutional Accelerator for Convolutional Neural Network Based Segmentation on FPGA: Abstract Only. FPGA (2018)
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
Reconfigurable Hardware Generation for Tensor Flow Models of CNN Algorithms on a Heterogeneous Acceleration Platform. SmartCom (2018)
Ruizhe Zhao, Xinyu Niu, Yajie Wu, Wayne Luk, Qiang Liu
Optimizing CNN-Based Object Detection Algorithms on Embedded FPGA Platforms. ARC (2017)
Ruizhe Zhao, Wayne Luk, Xinyu Niu, Huifeng Shi, Haitao Wang
Hardware Acceleration for Machine Learning. ISVLSI (2017)
Paul Grigoras, Pavel Burovskiy, James Arram, Xinyu Niu, Kit Cheung, Junyi Xie, Wayne Luk
dfesnippets: An Open-Source Library for Dataflow Acceleration on FPGAs. ARC (2017)
Andreea-Ingrid Funie, Liucheng Guo, Xinyu Niu, Wayne Luk, Mark Salmon
Custom Framework for Run-Time Trading Strategies. ARC (2017)
Francis P. Russell, Peter D. Düben, Xinyu Niu, Wayne Luk, Tim N. Palmer
Exploiting the chaotic behaviour of atmospheric models with reconfigurable architectures. Comput. Phys. Commun. 221 (2017)
Hongxiang Fan, Xinyu Niu, Qiang Liu, Wayne Luk
F-C3D: FPGA-based 3-dimensional convolutional neural network. FPL (2017)
Ruizhe Zhao, Tim Todman, Wayne Luk, Xinyu Niu
DeepPump: Multi-pumping deep Neural Networks. ASAP (2017)
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
EXTRA: Towards the exploitation of eXascale technology for reconfigurable architectures. ReCoSoC (2016)
Shaojun Wang, Xinyu Niu, Ning Ma, Wayne Luk, Philip H. W. Leong, Yu Peng
A Scalable Dataflow Accelerator for Real Time Onboard Hyperspectral Image Classification. ARC (2016)
Hao Zhou, Xinyu Niu, Junqi Yuan, Lingli Wang, Wayne Luk
Connect on the fly: Enhancing and prototyping of cycle-reconfigurable modules. FPL (2016)
Xinyu Niu, Nicholas Ng, Tomofumi Yuki, Shaojun Wang, Nobuko Yoshida, Wayne Luk
EURECA compilation: Automatic optimisation of cycle-reconfigurable circuits. FPL (2016)
Junyi Xie, Xinyu Niu, Andy K. S. Lau, Kevin K. Tsia, Hayden Kwok-Hay So
Accelerated cell imaging and classification on FPGAs for quantitative-phase asymmetric-detection time-stretch optical microscopy. FPT (2015)
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
FASTER: Facilitating Analysis and Synthesis Technologies for Effective Reconfiguration. Microprocess. Microsystems 39 (4-5) (2015)
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
EXTRA: Towards an Efficient Open Platform for Reconfigurable High Performance Computing. CSE (2015)
Francis P. Russell, Peter D. Düben, Xinyu Niu, Wayne Luk, Tim N. Palmer
Architectures and Precision Analysis for Modelling Atmospheric Variables with Chaotic Behaviour. FCCM (2015)
Xinyu Niu, Thomas C. P. Chau, Qiwei Jin, Wayne Luk, Qiang Liu, Oliver Pell
Automating Elimination of Idle Functions by Runtime Reconfiguration. ACM Trans. Reconfigurable Technol. Syst. 8 (3) (2015)
James Stanley Targett, Xinyu Niu, Francis P. Russell, Wayne Luk, Stephen Jeffress, Peter D. Düben
Lower precision for higher accuracy: Precision and resolution exploration for shallow water equations. FPT (2015)
Thomas C. P. Chau, Xinyu Niu, Alison Eele, Jan M. Maciejowski, Peter Y. K. Cheung, Wayne Luk
Mapping Adaptive Particle Filters to Heterogeneous Reconfigurable Systems. ACM Trans. Reconfigurable Technol. Syst. 7 (4) (2015)
Xinyu Niu, Wayne Luk, Yu Wang
EURECA: On-Chip Configuration Generation for Effective Dynamic Data Access. FPGA (2015)
Qiang Liu, Terrence S. T. Mak, Tao Zhang, Xinyu Niu, Wayne Luk, Alex Yakovlev
Power-Adaptive Computing System Design for Solar-Energy-Powered Embedded Systems. IEEE Trans. Very Large Scale Integr. Syst. 23 (8) (2015)
Xinyu Niu, Qiwei Jin, Wayne Luk, Stephen Weston
A Self-Aware Tuning and Self-Aware Evaluation Method for Finite-Difference Applications in Reconfigurable Systems. ACM Trans. Reconfigurable Technol. Syst. 7 (2) (2014)
Andrei Bara, Xinyu Niu, Wayne Luk
A dataflow system for anomaly detection and analysis. FPT (2014)
Paul Grigoras, Max Tottenham, Xinyu Niu, José Gabriel F. Coutinho, Wayne Luk
Elastic Management of Reconfigurable Accelerators. ISPA (2014)
Xinyu Niu, José Gabriel F. Coutinho, Yu Wang, Wayne Luk
Dynamic Stencil: Effective exploitation of run-time resources in reconfigurable clusters. FPT (2013)
Xinyu Niu, Thomas C. P. Chau, Qiwei Jin, Wayne Luk, Qiang Liu
Automating Elimination of Idle Functions by Run-Time Reconfiguration. FCCM (2013)
Thomas C. P. Chau, Xinyu Niu, Alison Eele, Wayne Luk, Peter Y. K. Cheung, Jan M. Maciejowski
Heterogeneous Reconfigurable System for Adaptive Particle Filters in Real-Time Applications. ARC (2013)
Xinyu Niu, Thomas C. P. Chau, Qiwei Jin, Wayne Luk, Qiang Liu
Automating resource optimisation in reconfigurable design (abstract only). FPGA (2013)
Paul Grigoras, Xinyu Niu, José Gabriel F. Coutinho, Wayne Luk, Jacob A. Bower, Oliver Pell
Aspect driven compilation for dataflow designs. ASAP (2013)
Riccardo Cattaneo, Xinyu Niu, Christian Pilato, Tobias Becker, Wayne Luk, Marco D. Santambrogio
A framework for effective exploitation of partial reconfiguration in dataflow computing. ReCoSoC (2013)
Xinyu Niu, José Gabriel F. Coutinho, Wayne Luk
A scalable design approach for stencil computation on reconfigurable clusters. FPL (2013)
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
Novel Design Methods and a Tool Flow for Unleashing Dynamic Reconfiguration. CSE (2012)
Xinyu Niu, Kuen Hung Tsoi, Wayne Luk
Self-Adaptive Heterogeneous Cluster with Wireless Network. IPDPS Workshops (2012)
Xinyu Niu, Qiwei Jin, Wayne Luk, Qiang Liu, Oliver Pell
Exploiting run-time reconfiguration in stencil computation. FPL (2012)
Nicholas Ng, Nobuko Yoshida, Xinyu Niu, Kuen Hung Tsoi
Session types: towards safe and fast reconfigurable programming. SIGARCH Comput. Archit. News 40 (5) (2012)
Xinyu Niu, Kuen Hung Tsoi, Wayne Luk
Reconfiguring Distributed Applications in FPGA Accelerated Cluster with Wireless Networking. FPL (2011)

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Publication Activity (10 Years)

Top Topics

Top Venues

Xinyu Niu