Publications - Machine Learning SG

Attentive Weights Generation for Few Shot Learning via Information Maximization (2020)

Yiluan Guo Ngai-Man Cheung

feature extraction contextual image classification mutual information maximization task analysis +6 more

2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 3 citations Published 2020-06-14
Attention-Based Context Aware Reasoning for Situation Recognition (2020)

Thilini Cooray Ngai-Man Cheung Wei Lu

visual reasoning semantic role labeling question answering semantics task analysis +6 more

2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Published 2020-06-14
All in One Bad Weather Removal Using Architectural Search (2020)

Ruoteng Li Robby T. Tan Loong-Fah Cheong

image restoration encoder feature haze discriminator +5 more

2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 4 citations Published 2020-06-14
Adaptive Posit: Parameter aware numerical format for deep learning inference on the edge (2020)

Hamed Fatemi Langroudi Vedant Karia John L. Gustafson Dhireesha Kudithipudi

deep learning artificial neural network quantization encoder external data representation +6 more

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops 2 citations Published 2020-06-14
Adaptive Loss-Aware Quantization for Multi-Bit Networks (2020)

Zhongnan Qu Zimu Zhou Yun Cheng Lothar Thiele

quantization artificial neural network adaptive system algorithm inference +5 more

2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 1 citations Published 2020-06-14
A Characteristic Function Approach to Deep Implicit Generative Modeling (2020)

Abdul Fatir Ansari Jonathan Scarlett Harold Soh

metric characteristic function weighting weak topology algorithm +6 more

2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 4 citations Published 2020-06-14
FakePolisher: Making DeepFakes More Detection-Evasive by Shallow Reconstruction (2020)

Yihao Huang Felix Juefei-Xu Run Wang Qing Guo Lei Ma Xiaofei Xie Jianwen Li Weikai Miao Yang Liu Geguang Pu

upsampling computer vision computer science artificial intelligence image detection +2 more

arXiv preprint arXiv:2006.07533 6 citations Published 2020-06-13
DeepRhythm: Exposing DeepFakes with Attentional Visual Heartbeat Rhythms (2020)

Hua Qi Qing Guo Felix Juefei-Xu Xiaofei Xie Lei Ma Wei Feng Yang Liu Jianjun Zhao

heartbeat computer vision photoplethysmogram rhythm computer science +2 more

arXiv preprint arXiv:2006.07634 3 citations Published 2020-06-13
Knowledge Distillation Meets Self-Supervision (2020)

Guodong Xu Ziwei Liu Xiaoxiao Li Chen Change Loy

transfer of learning exploit distillation machine learning computer science +5 more

arXiv preprint arXiv:2006.07114 2 citations Published 2020-06-12
Systems and Methods for Identifying Hyperpigmented Spots (2020)

Purwar Ankur Kong Wai Kin Adams Yu Peicong Hakozaki Tomohiro

computer vision computer science artificial intelligence hyperpigmented spots image capture

Published 2020-06-11
Sample size calculation based on precision for pilot sequential multiple assignment randomized trial (SMART). (2020)

Xiaoxi Yan Palash Ghosh Palash Ghosh Bibhas Chakraborty Bibhas Chakraborty

sample size determination margin of error randomized controlled trial machine learning computer science +2 more

Biometrical Journal 1 citations Published 2020-06-11
Revisiting supervised and unsupervised methods for effort-aware cross-project defect prediction (2020)

Chao Ni Xin Xia David Lo Xiang Chen Qing Gu

software data modeling machine learning computer science artificial intelligence +2 more

IEEE Transactions on Software Engineering 1 citations Published 2020-06-11
R-ELMNet: Regularized extreme learning machine network. (2020)

Guanghao Zhang Yue Li Dongshun Cui Shangbo Mao Guang-Bin Huang

extreme learning machine feature learning convolutional neural network principal component analysis orthographic projection +6 more

Neural Networks Published 2020-06-11
Leveraging Machine Learning Techniques and Engineering of Multi-Nature Features for National Daily Regional Ambulance Demand Prediction. (2020)

Adrian Xi Lin Andrew Fu Wah Ho Kang Hao Cheong Zengxiang Li Wentong Cai Marcel Lucas Chee Yih Yng Ng Xiaokui Xiao Marcus Eng Hock Ong

emergency medical services service provider staffing health informatics geospatial analysis +6 more

International Journal of Environmental Research and Public Health 5 citations Published 2020-06-11
Face Anti-Spoofing With Deep Neural Network Distillation (2020)

Haoliang Li Shiqi Wang Peisong He Anderson Rocha

artificial neural network discriminative model pattern recognition embedding computer science +6 more

IEEE Journal of Selected Topics in Signal Processing 2 citations Published 2020-06-11
Image reconstruction through a multimode fiber with a simple neural network architecture (2020)

Changyan Zhu Eng Aik Chan You Wang Weina Peng Ruixiang Guo Baile Zhang Cesare Soci Yidong Chong

convolutional neural network artificial neural network iterative reconstruction modal dispersion decoding methods +6 more

arXiv preprint arXiv:2006.05708 Published 2020-06-10
Façade defects classification from imbalanced dataset using meta learning‐based convolutional neural network (2020)

Jingjing Guo Qian Wang Yiting Li Pengkun Liu

convolutional neural network machine learning facade computer science artificial intelligence +1 more

Computer-aided Civil and Infrastructure Engineering 1 citations Published 2020-06-10
Deep learning system differentiates ethnicities from fundus photographs of a multi-ethnic Asian population. (2020)

Henrik Hee Seung Yang Tyler Hyungtaek Rim Yih Chung Tham Tae Keun Yoo Geunyoung Lee Youngnam Kim Tien Yin Wong Ching-Yu Cheng

fundus ethnic group geography anthropology deep learning +2 more

Investigative Ophthalmology & Visual Science Published 2020-06-10
Deep Learning and Machine Learning in Robotics [From the Guest Editors] (2020)

Fabio Bonsignorio David Hsu Matthew Johnson-Roberson Jens Kober

robot learning reinforcement learning robot robotics deep learning +6 more

IEEE Robotics & Automation Magazine Published 2020-06-10
Deep generative models for musical audio synthesis (2020)

Muhammad Huzaifah Lonce Wyse

deep learning traverse human computer interaction parametric statistics computer science +5 more

arXiv preprint arXiv:2006.06426 Published 2020-06-10

Previous Next

Attentive Weights Generation for Few Shot Learning via Information Maximization (2020)

Attention-Based Context Aware Reasoning for Situation Recognition (2020)

All in One Bad Weather Removal Using Architectural Search (2020)

Adaptive Posit: Parameter aware numerical format for deep learning inference on the edge (2020)

Adaptive Loss-Aware Quantization for Multi-Bit Networks (2020)

A Characteristic Function Approach to Deep Implicit Generative Modeling (2020)

FakePolisher: Making DeepFakes More Detection-Evasive by Shallow Reconstruction (2020)

DeepRhythm: Exposing DeepFakes with Attentional Visual Heartbeat Rhythms (2020)

Knowledge Distillation Meets Self-Supervision (2020)

Systems and Methods for Identifying Hyperpigmented Spots (2020)

Sample size calculation based on precision for pilot sequential multiple assignment randomized trial (SMART). (2020)

Revisiting supervised and unsupervised methods for effort-aware cross-project defect prediction (2020)

R-ELMNet: Regularized extreme learning machine network. (2020)

Leveraging Machine Learning Techniques and Engineering of Multi-Nature Features for National Daily Regional Ambulance Demand Prediction. (2020)

Face Anti-Spoofing With Deep Neural Network Distillation (2020)

Image reconstruction through a multimode fiber with a simple neural network architecture (2020)

Façade defects classification from imbalanced dataset using meta learning‐based convolutional neural network (2020)

Deep learning system differentiates ethnicities from fundus photographs of a multi-ethnic Asian population. (2020)

Deep Learning and Machine Learning in Robotics [From the Guest Editors] (2020)

Deep generative models for musical audio synthesis (2020)