Publications - Machine Learning SG

On Explaining Your Explanations of BERT: An Empirical Study with Sequence Classification. (2021)

Zhengxuan Wu Desmond C. Ong

sentiment analysis attribution semantics language model empirical research +4 more

arXiv: Computation and Language Published 2021-01-04
Multiple local 3D CNNs for region-based prediction in smart cities (2021)

Yibi Chen Xiaofeng Zou Kenli Li Keqin Li Keqin Li Xulei Yang Cen Chen Cen Chen

deep learning convolutional neural network information extraction pooling data mining +6 more

Information Sciences Published 2021-01-04
Robust adversarial discriminative domain adaptation for real-world cross-domain visual recognition (2021)

Jianfei Yang Han Zou Yuxun Zhou Lihua Xie

cognitive neuroscience of visual object recognition discriminative model machine learning computer science test data +6 more

Neurocomputing Published 2021-01-02
Evolutionary competitive swarm exploring optimal support vector machines and feature weighting (2021)

Ala’ M. Al-Zoubi Ala’ M. Al-Zoubi Mohammad A. Hassonah Ali Asghar Heidari Hossam Faris Majdi Mafarja Majdi Mafarja Ibrahim Aljarah

support vector machine genetic algorithm computational intelligence swarm behaviour supervised learning +6 more

soft computing Published 2021-01-02
Variational Context: Exploiting Visual and Textual Context for Grounding Referring Expressions (2021)

Yulei Niu Hanwang Zhang Zhiwu Lu Shih-Fu Chang

context model referring expression expression referent task analysis +6 more

IEEE Transactions on Pattern Analysis and Machine Intelligence 2 citations Published 2021-01-01
Tracking and Behavior Augmented Activity Recognition for Multiple Inhabitants (2021)

Mohammad Arif Ul Alam Nirmalya Roy Archan Misra

activity recognition dynamic bayesian network particle filter hidden markov model overhead +6 more

IEEE Transactions on Mobile Computing Published 2021-01-01
The Effectiveness of Data Augmentation in Code Readability Classification (2021)

Qing Mi Yan Xiao Zhi Cai Xibin Jia

readability overfitting deep learning classifier machine learning +6 more

Information & Software Technology Published 2021-01-01
ST-MTL: Spatio-Temporal multitask learning model to predict scanpath while tracking instruments in robotic surgery. (2021)

Mobarakol Islam Vibashan Vs Vibashan Vs Chwee Ming Lim Hongliang Ren Hongliang Ren

multi task learning salience feature learning surgical instrument encoder +6 more

Medical Image Analysis Published 2021-01-01
Robot-Assisted Track-Scan Imaging Approach with Multiple Incident Angles for Complexly Structured Parts (2021)

Yujian Mei Haoran Jin Bei Yu Eryong Wu Liqiang Li Keji Yang

ultrasonic sensor data acquisition robotics robot acoustics +3 more

Journal of Testing and Evaluation Published 2021-01-01
Revenue-Optimal Auction For Resource Allocation in Wireless Virtualization: A Deep Learning Approach (2021)

Kun Zhu Yuanyuan Xu Jun Qian Dusit Niyato

incentive compatibility resource allocation wireless network cellular network deep learning +6 more

IEEE Transactions on Mobile Computing Published 2021-01-01
Referral for disease-related visual impairment using retinal photograph-based deep learning: a proof-of-concept, model development study (2021)

Yih-Chung Tham Ayesha Anees Liang Zhang Jocelyn Hui Lin Goh Tyler Hyungtaek Rim Simon Nusinovici Haslina Hamzah Miao-Li Chee Gabriel Tjio Shaohua Li Xinxing Xu Rick Goh Fangyao Tang Carol Yim-Lui Cheung Ya Xing Wang Vinay Nangia Jost B Jonas Bamini Gopinath Paul Mitchell Rahat Husain Ecosse Lamoureux Charumathi Sabanayagam Jie Jin Wang Tin Aung Yong Liu Yong Liu Tien Yin Wong Ching-Yu Cheng

visual acuity visual impairment fundus referral ophthalmology +6 more

The Lancet Digital Health Published 2021-01-01
Privacy and Security Issues in Deep Learning: A Survey (2021)

Ximeng Liu Lehui Xie Yaopeng Wang Jian Zou Jinbo Xiong Zuobin Ying Athanasios V. Vasilakos

intrusion detection system deep learning artificial neural network computer security computer science +6 more

IEEE Access Published 2021-01-01
Pose-Normalized and Appearance-Preserved Street-to-Shop Clothing Image Generation and Feature Learning (2021)

Huijing Zhan Chenyu Yi Boxin Shi Jie Lin Ling-Yu Duan Alex C. Kot

feature learning clothing parsing computer vision computer science +6 more

IEEE Transactions on Multimedia Published 2021-01-01
Online prediction of mechanical properties of hot rolled steel plate using machine learning (2021)

Qian Xie Manu Suvarna Jiali Li Xinzhe Zhu Jiajia Cai Xiaonan Wang

artificial neural network root mean square ultimate tensile strength mean squared error yield +6 more

Materials & Design Published 2021-01-01
NOx Measurements in Vehicle Exhaust Using Advanced Deep ELM Networks (2021)

Tinghui Ouyang Chongwu Wang Zhangjun Yu Robert Stach Boris Mizaikoff Guang-Bin Huang Qi-Jie Wang

extreme learning machine supervised learning deep learning nox feature extraction +6 more

IEEE Transactions on Instrumentation and Measurement Published 2021-01-01
Non-local means improves total-variation constrained photoacoustic image reconstruction. (2021)

Phaneendra K Yalavarthy Sandeep Kumar Kalva Manojit Pramanik Jaya Prakash

iterative reconstruction non local means tomography deconvolution filter +6 more

Journal of Biophotonics Published 2021-01-01
Non Linear Tensor Diffusion Based Unsharp Masking for Filtering of COVID-19 CT Images (2021)

S. N. Kumar A. Lenin Fred L. R. Jonisha Miriam Parasuraman Padmanabhan Balazs Gulyas H. Ajay Kumar

unsharp masking anisotropic diffusion image processing image segmentation salt and pepper noise +6 more

Studies in computational intelligence Published 2021-01-01
Multi-task prediction and optimization of hydrochar properties from high-moisture municipal solid waste: Application of machine learning on waste-to-resource (2021)

Jie Li Xinzhe Zhu Yinan Li Yen Wah Tong Yong Sik Ok Xiaonan Wang

multi objective optimization carbon capture and storage municipal solid waste artificial neural network carbon sequestration +6 more

Journal of Cleaner Production 2 citations Published 2021-01-01
Learning ADL Daily Routines with Spatiotemporal Neural Networks (2021)

Shan Gao Ah-Hwee Tan Rossi Setchi

activities of daily living artificial neural network adaptive resonance theory weighting cluster analysis +6 more

IEEE Transactions on Knowledge and Data Engineering Published 2021-01-01
Kernel-Ridge Regression-Based Quality Measure and Enhancement of Three-Dimensional-Synthesized Images (2021)

Vinit Jakhetiya Ke Gu Sunil P. Jaiswal Trisha Singhal Zhifang Xia

image quality distortion pixel kernel pattern recognition +6 more

IEEE Transactions on Industrial Electronics Published 2021-01-01

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On Explaining Your Explanations of BERT: An Empirical Study with Sequence Classification. (2021)

Multiple local 3D CNNs for region-based prediction in smart cities (2021)

Robust adversarial discriminative domain adaptation for real-world cross-domain visual recognition (2021)

Evolutionary competitive swarm exploring optimal support vector machines and feature weighting (2021)

Variational Context: Exploiting Visual and Textual Context for Grounding Referring Expressions (2021)

Tracking and Behavior Augmented Activity Recognition for Multiple Inhabitants (2021)

The Effectiveness of Data Augmentation in Code Readability Classification (2021)

ST-MTL: Spatio-Temporal multitask learning model to predict scanpath while tracking instruments in robotic surgery. (2021)

Robot-Assisted Track-Scan Imaging Approach with Multiple Incident Angles for Complexly Structured Parts (2021)

Revenue-Optimal Auction For Resource Allocation in Wireless Virtualization: A Deep Learning Approach (2021)

Referral for disease-related visual impairment using retinal photograph-based deep learning: a proof-of-concept, model development study (2021)

Privacy and Security Issues in Deep Learning: A Survey (2021)

Pose-Normalized and Appearance-Preserved Street-to-Shop Clothing Image Generation and Feature Learning (2021)

Online prediction of mechanical properties of hot rolled steel plate using machine learning (2021)

NOx Measurements in Vehicle Exhaust Using Advanced Deep ELM Networks (2021)

Non-local means improves total-variation constrained photoacoustic image reconstruction. (2021)

Non Linear Tensor Diffusion Based Unsharp Masking for Filtering of COVID-19 CT Images (2021)

Multi-task prediction and optimization of hydrochar properties from high-moisture municipal solid waste: Application of machine learning on waste-to-resource (2021)

Learning ADL Daily Routines with Spatiotemporal Neural Networks (2021)

Kernel-Ridge Regression-Based Quality Measure and Enhancement of Three-Dimensional-Synthesized Images (2021)