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Research News

New Publication ICML'20

June 1, 2020

The paper "MoNet3D: Towards Accurate Monocular 3D Object Localization in Real Time", co-authored with Dr. Xichuan Zhou (Chongqing University), will be presented at the 37th International Conference on Machine Learning (ICML’20), to be held as a virtual event from July 13th-18th, 2020.

Link: Paper |

New Publication MSEC'20

April 1, 2020

The paper "Edge Computing Accelerated Defect Classification Based on Deep Convolutional Neural Network With Application in Rolling Image Inspection", co-authored with Prof. Hao Yan and Prof. Feng Ju (Arizona State University), is accepted by the Manufacturing Science and Engineering Conference (MSEC'20).

New Publication CVPR'20

February 27, 2020

Kai's paper "Learning In the Frequency Domain", co-authored with Dr. Minghai Qin, Dr. Fei Sun, Dr. Yuhao Wang, and Dr. Yen-Kuang Chen (Alibaba Group), will be presented at the Conference on Computer Vision and Pattern Recognition (CVPR’20), to be held as a virtual event from June 14th-19th, 2020.

Link: Paper |

New Publication WF-IoT'20

February 17, 2020
Yixing's paper "Light-Weight RetinaNet for Object Detection on Edge Servers" will be presented at the IEEE 6th World Forum on The Internet of Things (WF-IoT'20), to be held in New Orleans, Louisiana USA from April 5-9, 2020.
Link: Paper |

New Publication ICASSP'20

January 24, 2020
Zhikang's paper "CRA: A Generic Compression Ratio Adapter for End-to-end Data-driven Compressive Sensing Reconstruction Frameworks" will be presented at the 45th International Conference on Acoustics, Speech, and Signal Processing (ICASSP’20), to be held in Barcelona, Spain from May 4-8, 2020.
 
Link: Paper |

New Publication ISQED'20

January 19, 2020
Yixing's invited paper "BNN Pruning: Pruning Binary Neural Network Guided by Weight Flipping Frequency" will be presented at the 21st International Symposium on Quality Electronic Design (ISQED'20), to be held in Santa Clara, California USA from March 5-9, 2020.
 
Link: Paper |

New Publication NEUCOM'20

December 16, 2019
Yixing's paper "Build a Compact Binary Neural Network through Bit-level Sensitivity and Data Pruning", co-authored with Prof. Xichuan Zhou (Chongqing University), will appear in Neurocomputing. 
 
Link: Paper |

Tutorial Offered at ISCAS'19

May 26, 2019
Prof. Baoxin Li and Prof. Fengbo Ren offered a half-day tutorial at International Symposium on Circuits and Systems (ISCAS'19) in Sapporo, Japan, on the topic of Machine & Deep Learning for Edge-Cloud Computing Systems.
 
Link: ISCAS'19 | , Link: Tutorial Info | , Link: Tutorial Slides (Module 3) |

New Publication TIE'19

September 2, 2018
Yixing's paper "A 34-FPS 698-GOP/s/W Binarized Deep Neural Network-based Natural Scene Text Interpretation Accelerator for Mobile Edge Computing", co-authored with Prof. Hao Yu (Southern University of Science and Technology of China) and Prof. Wangling Goh (Nanyang Technological University), will appear in IEEE Transactions on Industrial Electronics. 
 
Link: Paper |

New Publication ECCV'18

July 22, 2018

Kai Xu's paper "LAPRAN: A Scalable Laplacian Pyramid Reconstructive Adversarial Network for Flexible Compressive Sensing Reconstruction" is accepted to the 15th European Conference on Computer Vision (ECCV'18).

Link: Paper |

New Publication HotEdge'18

May 4, 2018

Saman's paper "Are FPGAs Suitable for Edge Computing?" is accepted to the USENIX Workshop on Hot Topics in Edge Computing (HotEdge '18)

Link: Paper | Research Projects: Are FPGAs Suitable for Edge Computing?

New Publication WACV'18

November 10, 2017

Kai Xu's paper "CSVideoNet: A Real-time End-to-end Learning Framework for High-frame-rate Video Compressive Sensing" is accepted to the IEEE Winter Conference on Applications of Computer Vision (WACV'18).

Link: Paper | Research Projects: CSVideoNet: A Real-time End-to-end Learning Framework for High-frame-rate Video Compressive Sensing

New Publication GeoAI'17

November 7, 2017

Our paper "Recognizing Terrain Features on Terrestrial Surface Using a Deep Learning Model--An Example with Crater Detection", co-authored with Prof. Wenwen Li (Arizona State University), is presented in the 1st Workshop on GeoAI: AI and Deep Learning for Geographic Knowledge Discovery (GeoAI'17).

Link: Paper |

New Publication AAAI'18

November 7, 2017
Our paper "SqueezedText: A Real-time Scene Text Recognition by Binary Convolutional Encoder-decoder Network", co-authored with Prof. Hao Yu (Southern University of Science and Technology of China) and Prof. Wangling Goh (Nanyang Technological University), is accepted to the 32nd AAAI Conference on Artificial Intelligence. 
 
Link: Paper | Research Projects: A Binary Convolutional Encoder-decoder Network for Real-time Natural Scene Text Processing

New Publication JETC'18

October 24, 2017

Yixing's paper "A GPU-Outperforming FPGA Accelerator Architecture for Binary Convolutional Neural Networks", co-authored with Prof. Hao Yu (Southern University of Science and Technology of China), will appear in the Special Issue on Frontiers of Hardware and Algorithms for On-chip Learning​ ​of the ​​ACM Journal on Emerging Technologies in Computing (JETC).

Link: Paper | Research Projects: A GPU-Outperforming FPGA Accelerator Architecture for Binary Convolutional Neural Networks

New Publication ICASSP'17

December 12, 2016

Kai Xu's paper "A Data-Driven Compressive Sensing Framework Tailored for Energy-efficient Wearable Sensing" is accepted to the 42nd IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP'17).

Link: Paper | Research Projects: A Data-Driven Compressive Sensing Framework Tailored For Energy-Efficient Wearable Sensing

New Publication NIPS'16

December 9, 2016

Our paper "A Binary Convolutional Encoder-decoder Network for Real-time Natural Scene Text Processing", co-authored with Prof. Hao Yu (Nanyang Technological University), is presented in the Workshop on Efficient Methods for Deep Neural Networks at the Neural Information Processing Systems Conference (NIPS'16).

Link: Paper | Research Projects: A Binary Convolutional Encoder-decoder Network for Real-time Natural Scene Text Processing

New Publication TBioCAS'16

July 3, 2016

Yuhao Wang's paper "Data-driven Sampling Matrix Boolean Optimization for Energy-Efficient Biomedical Signal Acquisition by Compressive Sensing", co-authored with Prof. Hao Yu (Nanyang Technological University) and Prof. Xin Li (CMU), will appear in IEEE Transactions on Biomedical Circuits and Systems (TBioCAS).

Link: Paper | Research Projects: A Data-Driven Compressive Sensing Framework Tailored For Energy-Efficient Wearable Sensing

New Publication ISPD'16

April 3, 2016

Our paper "A Compressive-sensing based Testing Vehicle for 3D TSV Pre-bond and Post-bond Testing Data", co-authored with Prof. Hao Yu (Nanyang Technological University), is presented at the International Symposium on Physical Design (ISPD'16).

Link: Paper |

New Publication EL'16

March 17, 2016

Our paper "9-bit time–digital-converter-assisted Compressive-sensing Analogue–digital-converter with 4 GS/s Equivalent Speed", co-authored with Prof. M.-C. F. Chang (UCLA), is published in IET Electronics Letters (EL).

Link: Paper |

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