Publications - Machine Learning SG

Towards Characterizing Adversarial Defects of Deep Learning Software from the Lens of Uncertainty (2020)

Xiyue Zhang Xiaofei Xie Lei Ma Xiaoning Du Qiang Hu Yang Liu Jianjun Zhao Meng Sun

software deployment software risk analysis deep learning computer science +6 more

arXiv preprint arXiv:2004.11573 2 citations Published 2020-04-24
Obtaining leaner deep neural networks for decoding brain functional connectome in a single shot (2020)

Sukrit Gupta Yi Hao Chan Jagath Chandana Rajapakse

overfitting artificial neural network redundancy neuroimaging pattern recognition +6 more

bioRxiv 1 citations Published 2020-04-24
Learning Hierarchical Review Graph Representation for Recommendation (2020)

Susen Yang Yong Liu Yinan Zhang Chunyan Miao Zaiqing Nie Juyong Zhang

graph recurrent neural network convolutional neural network pooling artificial intelligence +5 more

arXiv preprint arXiv:2004.11588 1 citations Published 2020-04-24
DART: Domain-Adversarial Residual-Transfer networks for unsupervised cross-domain image classification. (2020)

Xianghong Fang Xianghong Fang Haoli Bai Ziyi Guo Bin Shen Steven C. H. Hoi Steven C. H. Hoi Zenglin Xu Zenglin Xu

deep learning contextual image classification convolutional neural network transfer of learning pattern recognition +6 more

Neural Networks 2 citations Published 2020-04-24
An Integrated Vision-based Detection-tracking-estimation System for Dynamic Localization of Small Aerial Vehicles (2020)

Sutthiphong Srigrarom Shawndy Michael Lee Mengda Lee Foong Shaohui Photchara Ratsamee

pose navigation system vehicle dynamics computer vision eye tracking +6 more

2020 5th International Conference on Control and Robotics Engineering (ICCRE) 1 citations Published 2020-04-24
A Causal Modeling Framework with Stochastic Confounders (2020)

Thanh Vinh Vo Pengfei Wei Wicher Bergsma Tze-Yun Leong

causal inference causal model markov property parametric statistics temporal database +6 more

arXiv: Machine Learning Published 2020-04-24
Fully Automated Leg Tracking in Freely Moving Insects using Feature Learning Leg Segmentation and Tracking (FLLIT) (2020)

Animesh Banerjee Shuang Wu Li Cheng Sherry Shiying Aw

segmentation gait analysis feature learning deep learning computer vision +6 more

Journal of Visualized Experiments Published 2020-04-23
A Unified Method for Vision Aided Navigation of Autonomous Systems (2020)

Liang-Boon Wee Wei Sheng Eugene Lee Haoyong Yu

autonomous system autonomous system terrain scalability computer vision +4 more

2020 IEEE/ION Position, Location and Navigation Symposium (PLANS) Published 2020-04-23
A Sequence Matching Network for Polyphonic Sound Event Localization and Detection (2020)

Thi Ngoc Tho Nguyen Douglas L. Jones Woon-Seng Gan

audio signal artificial neural network detector estimator modular design +6 more

ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 5 citations Published 2020-04-23
Pseudo RGB-D for Self-Improving Monocular SLAM and Depth Prediction (2020)

Lokender Tiwari Pan Ji Quoc-Huy Tran Bingbing Zhuang Saket Anand Manmohan Chandraker

monocular simultaneous localization and mapping convolutional neural network robustness rgb color model +6 more

arXiv preprint arXiv:2004.10681 Published 2020-04-22
DGI: Recognition of Textual Entailment via dynamic gate Matching (2020)

Xi Xiong Xi Xiong Yuanyuan Li Rui Zhang Zhan Bu Guiqing Li Shenggen Ju

textual entailment sentence semantics concatenation natural language +6 more

Knowledge Based Systems 5 citations Published 2020-04-22
Unsupervised feature selection based extreme learning machine for clustering (2020)

Jichao Chen Yijie Zeng Yue Li Guang-Bin Huang

cluster analysis extreme learning machine feature vector feature selection optimization problem +6 more

Neurocomputing 3 citations Published 2020-04-21
Learn with Haptics: Improving Vocabulary Recall with Free-form Digital Annotation on Touchscreen Mobiles (2020)

Smitha Sheshadri Shengdong Zhao Yang Chen Morten Fjeld

vocabulary recall multimodal learning flashcard touchscreen +6 more

2020 ACM CHI Conference on Human Factors in Computing Systems, CHI 2020, Honolulu Published 2020-04-21
Towards deep neural network compression via learnable wavelet transforms (2020)

Moritz Wolter Shaohui Lin Angela Yao

wavelet wavelet transform fast wavelet transform recurrent neural network data compression +6 more

Published 2020-04-20
Online Anomalous Trajectory Detection with Deep Generative Sequence Modeling (2020)

Yiding Liu Kaiqi Zhao Gao Cong Zhifeng Bao

autoencoder anomaly detection trajectory gaussian pattern recognition +4 more

2020 IEEE 36th International Conference on Data Engineering (ICDE) 3 citations Published 2020-04-20
Neural network compression via learnable wavelet transforms (2020)

Moritz Wolter Shaohui Lin Angela Yao

wavelet wavelet transform fast wavelet transform recurrent neural network data compression +6 more

arXiv preprint arXiv:2004.09569 Published 2020-04-20
A Multi-task Learning Framework for Road Attribute Updating via Joint Analysis of Map Data and GPS Traces. (2020)

Yifang Yin Jagannadan Varadarajan Guanfeng Wang Xueou Wang Dhruva Sahrawat Roger Zimmermann See-Kiong Ng

multi task learning global positioning system machine learning computer science artificial intelligence +1 more

Proceedings of The Web Conference 2020 2 citations Published 2020-04-20
Data Augmentation Imbalance For Imbalanced Attribute Classification (2020)

Xiaying Bai Yang Hu Pan Zhou Fanhua Shang Shengmei Shen

convolutional neural network discriminative model machine learning open problem computer science +4 more

arXiv preprint arXiv:2004.13628 Published 2020-04-19
AD-Cluster: Augmented Discriminative Clustering for Domain Adaptive Person Re-identification (2020)

Yunpeng Zhai Shijian Lu Qixiang Ye Xuebo Shan Jie Chen Rongrong Ji Yonghong Tian

cluster analysis feature learning discriminative model feature vector encoder +6 more

arXiv preprint arXiv:2004.08787 Published 2020-04-19
Real time in-vivo miniature endoscopic surveillance system for imaging of nasopharynx. (2020)

Chwee Ming Lim Chwee Ming Lim Chwee Ming Lim Gangodu Nagaraja Rao Hongliang Ren

image quality imaging phantom endoscope computer vision medicine +6 more

World Journal of Otorhinolaryngology - Head and Neck Surgery Published 2020-04-18

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Towards Characterizing Adversarial Defects of Deep Learning Software from the Lens of Uncertainty (2020)

Obtaining leaner deep neural networks for decoding brain functional connectome in a single shot (2020)

Learning Hierarchical Review Graph Representation for Recommendation (2020)

DART: Domain-Adversarial Residual-Transfer networks for unsupervised cross-domain image classification. (2020)

An Integrated Vision-based Detection-tracking-estimation System for Dynamic Localization of Small Aerial Vehicles (2020)

A Causal Modeling Framework with Stochastic Confounders (2020)

Fully Automated Leg Tracking in Freely Moving Insects using Feature Learning Leg Segmentation and Tracking (FLLIT) (2020)

A Unified Method for Vision Aided Navigation of Autonomous Systems (2020)

A Sequence Matching Network for Polyphonic Sound Event Localization and Detection (2020)

Pseudo RGB-D for Self-Improving Monocular SLAM and Depth Prediction (2020)

DGI: Recognition of Textual Entailment via dynamic gate Matching (2020)

Unsupervised feature selection based extreme learning machine for clustering (2020)

Learn with Haptics: Improving Vocabulary Recall with Free-form Digital Annotation on Touchscreen Mobiles (2020)

Towards deep neural network compression via learnable wavelet transforms (2020)

Online Anomalous Trajectory Detection with Deep Generative Sequence Modeling (2020)

Neural network compression via learnable wavelet transforms (2020)

A Multi-task Learning Framework for Road Attribute Updating via Joint Analysis of Map Data and GPS Traces. (2020)

Data Augmentation Imbalance For Imbalanced Attribute Classification (2020)

AD-Cluster: Augmented Discriminative Clustering for Domain Adaptive Person Re-identification (2020)

Real time in-vivo miniature endoscopic surveillance system for imaging of nasopharynx. (2020)