Publications - Machine Learning SG

Performance-Efficiency Trade-off of Low-Precision Numerical Formats in Deep Neural Networks (2019)

Zachariah Carmichael Hamed F.Langroudi Char Khazanov Jeffrey Lillie John L. Gustafson Dhireesha Kudithipudi

inference floating point machine learning computer science porting +6 more

arXiv preprint arXiv:1903.10584 Published 2019-03-25
Neural Grammatical Error Correction with Finite State Transducers (2019)

Felix Stahlberg Christopher Bryant Bill Byrne

language model machine translation test set phrase hybrid system +6 more

arXiv preprint arXiv:1903.10625 2 citations Published 2019-03-25
HolyLight: A Nanophotonic Accelerator for Deep Learning in Data Centers (2019)

Weichen Liu Wenyang Liu Yichen Ye Qian Lou Yiyuan Xie Lei Jiang

cmos deep learning throughput convolutional neural network inference +6 more

2019 Design, Automation & Test in Europe Conference & Exhibition (DATE) 11 citations Published 2019-03-25
Temporal phase unwrapping using deep learning. (2019)

Wei Yin Qian Chen Shijie Feng Tianyang Tao Lei Huang Maciej Trusiak Anand Asundi Chao Zuo

computational photography projector classification of discontinuities algorithm accuracy and precision +6 more

arXiv preprint arXiv:1903.09836 Published 2019-03-23
Scaled PCA: A New Approach to Dimension Reduction (2019)

Dashan Huang Fuwei Jiang Kunpeng Li Guoshi Tong Guofu Zhou

principal component analysis dimensionality reduction partial least squares regression supervised learning pattern recognition +4 more

1 citations Published 2019-03-23
Predicting visual saliency via a dilated inception module-based model (2019)

Sheng Yang Weisi Lin

convolutional neural network salience feature extraction pattern recognition inference +6 more

International Workshop on Advanced Image Technology (IWAIT) 2019 Published 2019-03-22
Few-shot Adaptive Faster R-CNN (2019)

Tao Wang Xiaopeng Zhang Li Yuan Jiashi Feng

object detection overfitting minimum bounding box regularization pattern recognition +6 more

arXiv preprint arXiv:1903.09372 3 citations Published 2019-03-22
Using FTOC to track shuttlecock for the badminton robot (2019)

Wei Chen Tingbo Liao Zhihang Li Haozhi Lin Hong Xue Le Zhang Jing Guo Zhiguang Cao

tracking system robustness clutter robot computer vision +5 more

Neurocomputing 5 citations Published 2019-03-21
Towards Robust Curve Text Detection with Conditional Spatial Expansion (2019)

Zichuan Liu Guosheng Lin Sheng Yang Fayao Liu Weisi Lin Wang Ling Goh

object detection polygon segmentation pattern recognition parameterized complexity +6 more

arXiv preprint arXiv:1903.08836 Published 2019-03-21
Mutually reinforcing motion-pose framework for pose invariant action recognition (2019)

Manoj Ramanathan Wei Yun Yau Nadia Magnenat Thalmann Eam Khwang Teoh

robustness kinematics computer vision invariant computer science +2 more

International Journal of Biometrics Published 2019-03-21
Temporal Relational Ranking for Stock Prediction (2019)

Fuli Feng Xiangnan He Xiang Wang Cheng Luo Yiqun Liu Tat-Seng Chua

stock ranking learning to rank deep learning investment decisions +6 more

ACM Transactions on Information Systems 40 citations Published 2019-03-20
Solving Full-Wave Nonlinear Inverse Scattering Problems by Deep Learning Schemes (2019)

Zhun Wei Xudong Chen

inverse scattering problem inverse problem deep learning nonlinear system iterative reconstruction +5 more

2019 IEEE International Conference on Computational Electromagnetics (ICCEM) 1 citations Published 2019-03-20
Reinforcement Learning for Two-Aircraft Conflict Resolution in the Presence of Uncertainty (2019)

Duc-Thinh Pham Ngoc Phu Trant Sim Kuan Goh Sameer Alam Vu Duong

reinforcement learning learning environment air traffic control airspace class conflict resolution +5 more

2019 IEEE-RIVF International Conference on Computing and Communication Technologies (RIVF) Published 2019-03-20
Performance Analysis and Enhancement of Deep Convolutional Neural Network (2019)

Jinjiang Wang Yulin Ma Zuguang Huang Ruijuan Xue Rui Zhao

convolutional neural network feature learning condition monitoring frequency domain kernel +6 more

web intelligence Published 2019-03-20
MMALFM: Explainable Recommendation by Leveraging Reviews and Images (2019)

Zhiyong Cheng Xiaojun Chang Lei Zhu Rose C. Kanjirathinkal Mohan Kankanhalli

recommender system topic model interpretability matrix decomposition machine learning +6 more

ACM Transactions on Information Systems 80 citations Published 2019-03-20
Gradient based sample selection for online continual learning (2019)

Rahaf Aljundi Min Lin Baptiste Goujaud Yoshua Bengio

artificial neural network feasible region constrained optimization forgetting machine learning +6 more

arXiv preprint arXiv:1903.08671 10 citations Published 2019-03-20
Comparison of combination of dimensionality reduction and classification techniques for identifying tree species using integrated QuickBird imagery and Lidar data (2019)

Lien T. H. Pham Lien T. H. Pham Lien T. H. Pham Lars Brabyn Thanh Duc Dang Henry Gouk

statistical classification contextual image classification dimensionality reduction random forest support vector machine +6 more

Journal of Applied Remote Sensing Published 2019-03-20
A New Pulse Coupled Neural Network (PCNN) for Brain Medical Image Fusion Empowered by Shuffled Frog Leaping Algorithm. (2019)

Chenxi Huang Ganxun Tian Yisha Lan Yonghong Peng Eddie Yin Kwee Ng Yongtao Hao Yongqiang Cheng Wenliang Che

image fusion contourlet image resolution artificial neural network spatial frequency +6 more

Frontiers in Neuroscience 13 citations Published 2019-03-20
A new hybrid algorithm for retinal vessels segmentation on fundus images (2019)

Dhimas Arief Dharmawan Di Li Boon Poh Ng Susanto Rahardja

fundus segmentation convolutional neural network hybrid algorithm deep learning +4 more

IEEE Access 10 citations Published 2019-03-20
Embedded deep learning in ophthalmology: Making ophthalmic imaging smarter (2019)

Petteri Teikari Raymond P. Najjar Leopold Schmetterer Dan Milea

deep learning computer science ophthalmology artificial intelligence high interest

arXiv preprint arXiv:1810.05874 5 citations Published 2019-03-19

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Performance-Efficiency Trade-off of Low-Precision Numerical Formats in Deep Neural Networks (2019)

Neural Grammatical Error Correction with Finite State Transducers (2019)

HolyLight: A Nanophotonic Accelerator for Deep Learning in Data Centers (2019)

Temporal phase unwrapping using deep learning. (2019)

Scaled PCA: A New Approach to Dimension Reduction (2019)

Predicting visual saliency via a dilated inception module-based model (2019)

Few-shot Adaptive Faster R-CNN (2019)

Using FTOC to track shuttlecock for the badminton robot (2019)

Towards Robust Curve Text Detection with Conditional Spatial Expansion (2019)

Mutually reinforcing motion-pose framework for pose invariant action recognition (2019)

Temporal Relational Ranking for Stock Prediction (2019)

Solving Full-Wave Nonlinear Inverse Scattering Problems by Deep Learning Schemes (2019)

Reinforcement Learning for Two-Aircraft Conflict Resolution in the Presence of Uncertainty (2019)

Performance Analysis and Enhancement of Deep Convolutional Neural Network (2019)

MMALFM: Explainable Recommendation by Leveraging Reviews and Images (2019)

Gradient based sample selection for online continual learning (2019)

Comparison of combination of dimensionality reduction and classification techniques for identifying tree species using integrated QuickBird imagery and Lidar data (2019)

A New Pulse Coupled Neural Network (PCNN) for Brain Medical Image Fusion Empowered by Shuffled Frog Leaping Algorithm. (2019)

A new hybrid algorithm for retinal vessels segmentation on fundus images (2019)

Embedded deep learning in ophthalmology: Making ophthalmic imaging smarter (2019)