Publications - Machine Learning SG

Communication-Efficient Federated Deep Learning With Layerwise Asynchronous Model Update and Temporally Weighted Aggregation (2020)

Yang Chen Xiaoyan Sun Yaochu Jin

asynchronous communication asynchronous learning server deep learning upload +6 more

IEEE Transactions on Neural Networks 70 citations Published 2020-10-01
Automating Intention Mining (2020)

Qiao Huang Xin Xia David Lo Gail C. Murphy

software bug natural language processing software normalization generalizability theory +6 more

IEEE Transactions on Software Engineering 13 citations Published 2020-10-01
Attention Selective Network For Face Synthesis And Pose-Invariant Face Recognition (2020)

Jiashu Liao Alex Kot Tanaya Guha Victor Sanchez

facial recognition system deep learning speech recognition autonomous system computer science +6 more

2020 IEEE International Conference on Image Processing (ICIP) Published 2020-10-01
An efficient Harris hawks-inspired image segmentation method (2020)

Erick Rodríguez-Esparza Laura A. Zanella-Calzada Diego Oliva Ali Asghar Heidari Ali Asghar Heidari Daniel Zaldivar Marco Pérez-Cisneros Loke Kok Foong

image segmentation thresholding image processing segmentation image quality +6 more

Expert Systems With Applications 14 citations Published 2020-10-01
Active Image Sampling on Canonical Views for Novel Object Detection (2020)

Qianli Xu Fen Fang Nicolas Gauthier Liyuan Li Joo-Hwee Lim

object detection robot learning boosting deep learning feature extraction +6 more

2020 IEEE International Conference on Image Processing (ICIP) Published 2020-10-01
A Siamese Network Utilizing Image Structural Differences For Cross-Category Defect Detection (2020)

Chenhui Luan Ruyao Cui Lei Sun Zhiping Lin

artificial neural network electronic mail categorical variable pairwise comparison new product development +6 more

2020 IEEE International Conference on Image Processing (ICIP) Published 2020-10-01
A faster hourglass network for human pose estimation (2020)

Fan Lu Yan Yang Yabang Zhao

pose hourglass computer vision computer science artificial intelligence

Developments of Artificial Intelligence Technologies in Computation and Robotics Published 2020-10-01
Statistical inference for decision curve analysis, with applications to cataract diagnosis. (2020)

Sumaiya Z Sande Jialiang Li Ralph D'Agostino Tien Yin Wong Ching-Yu Cheng

statistical inference inference interval estimation receiver operating characteristic relative value +6 more

Statistics in Medicine Published 2020-09-30
Image Interpolation Using Multi-Scale Attention-Aware Inception Network (2020)

Jiahuan Ji Baojiang Zhong Kai-Kuang Ma

pyramid image scaling feature extraction interpolation image resolution +6 more

IEEE Transactions on Image Processing 1 citations Published 2020-09-30
Deep Learning Assisted Resource Partitioning for Improving Performance on Commodity Servers. (2020)

Ruobing Chen Jinping Wu Haosen Shi Yusen Li Haiyan Yin Shanjiang Tang Xiaoguang Liu Gang Wang

server commodity deep learning distributed computing computer science +1 more

Proceedings of the ACM International Conference on Parallel Architectures and Compilation Techniques Published 2020-09-30
Can Automatic Post-Editing Improve NMT? (2020)

Shamil Chollampatt Raymond Hendy Susanto Liling Tan Ewa Szymanska

machine translation domain specificity natural language processing compiler computer science +3 more

arXiv preprint arXiv:2009.14395 Published 2020-09-30
Attention-Aware Noisy Label Learning for Image Classification. (2020)

Zhenzhen Wang Chunyan Xu Yap-Peng Tan Junsong Yuan

convolutional neural network contextual image classification discriminative model network performance pattern recognition +4 more

arXiv preprint arXiv:2009.14757 Published 2020-09-30
Where Does the Robustness Come from? A Study of the Transformation-based Ensemble Defence (2020)

Chang Liao Yao Cheng Chengfang Fang Jie Shi

robustness contextual image classification machine learning computer science adversarial system +3 more

arXiv preprint arXiv:2009.13033 Published 2020-09-28
PolarNet: Learning to Optimize Polar Keypoints for Keypoint Based Object Detection (2020)

Wu Xiongwei Steven Hoi Doyen Sahoo

object detection computer vision polar computer science artificial intelligence

International Conference on Learning Representations Published 2020-09-28
Long-Tailed Classification by Keeping the Good and Removing the Bad Momentum Causal Effect. (2020)

Kaihua Tang Jianqiang Huang Hanwang Zhang

causal inference inference heuristics contextual image classification counterfactual thinking +6 more

arXiv preprint arXiv:2009.12991 3 citations Published 2020-09-28
Interventional Few-Shot Learning (2020)

Zhongqi Yue Hanwang Zhang Qianru Sun Xian-Sheng Hua

causal model backdoor machine learning computer science implementation +1 more

arXiv preprint arXiv:2009.13000 3 citations Published 2020-09-28
Five-institution study of automated classification of pathological slowing from adult scalp electroencephalograms (2020)

Wei Yan Peh John Thomas Elham Bagheri Rima Chaudhari Sagar Karia Rahul Rathakrishnan Vinay Saini Nilesh Shah Rohit Srivastava Yee-Leng Tan Justin Dauwels

unsupervised learning electroencephalography deep learning visual inspection pattern recognition +4 more

arXiv preprint arXiv:2009.13554 Published 2020-09-28
Broken Power Strand Detection with Aerial Images: A Machine Learning based Approach (2020)

Yifeng Pan Fang Liu Ji Yang Wei Zhang Yong Li Chun Sing Lai Xiaomei Wu Loi Lei Lai Binzhuo Hong

anomaly detection electric power transmission image processing artificial neural network oversampling +6 more

2020 IEEE International Smart Cities Conference (ISC2) Published 2020-09-28
Balancing thermal comfort datasets: We GAN, but should we? (2020)

Matias Quintana Stefano Schiavon Kwok Wai Tham Clayton Miller

thermal comfort efficient energy use workflow machine learning data point +6 more

arXiv preprint arXiv:2009.13154 Published 2020-09-28
Domain Generalization for Medical Imaging Classification with Linear-Dependency Regularization (2020)

Haoliang Li YuFei Wang Renjie Wan Shiqi Wang Tie-Qiang Li Alex C. Kot

artificial neural network feature vector medical imaging encoding machine learning +6 more

arXiv: Computer Vision and Pattern Recognition Published 2020-09-27

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Communication-Efficient Federated Deep Learning With Layerwise Asynchronous Model Update and Temporally Weighted Aggregation (2020)

Automating Intention Mining (2020)

Attention Selective Network For Face Synthesis And Pose-Invariant Face Recognition (2020)

An efficient Harris hawks-inspired image segmentation method (2020)

Active Image Sampling on Canonical Views for Novel Object Detection (2020)

A Siamese Network Utilizing Image Structural Differences For Cross-Category Defect Detection (2020)

A faster hourglass network for human pose estimation (2020)

Statistical inference for decision curve analysis, with applications to cataract diagnosis. (2020)

Image Interpolation Using Multi-Scale Attention-Aware Inception Network (2020)

Deep Learning Assisted Resource Partitioning for Improving Performance on Commodity Servers. (2020)

Can Automatic Post-Editing Improve NMT? (2020)

Attention-Aware Noisy Label Learning for Image Classification. (2020)

Where Does the Robustness Come from? A Study of the Transformation-based Ensemble Defence (2020)

PolarNet: Learning to Optimize Polar Keypoints for Keypoint Based Object Detection (2020)

Long-Tailed Classification by Keeping the Good and Removing the Bad Momentum Causal Effect. (2020)

Interventional Few-Shot Learning (2020)

Five-institution study of automated classification of pathological slowing from adult scalp electroencephalograms (2020)

Broken Power Strand Detection with Aerial Images: A Machine Learning based Approach (2020)

Balancing thermal comfort datasets: We GAN, but should we? (2020)

Domain Generalization for Medical Imaging Classification with Linear-Dependency Regularization (2020)