Publications - Machine Learning SG

Evaluating Salient Object Detection in Natural Images with Multiple Objects having Multi-level Saliency (2020)

Gökhan Yildirim Debashis Sen Mohan Kankanhalli Sabine Süsstrunk

salience ground truth computer vision rectangle binary number +6 more

arXiv preprint arXiv:2003.08514 Published 2020-03-19
Depth Estimation of Hard Inclusions in Soft Tissue by Autonomous Robotic Palpation Using Deep Recurrent Neural Network (2020)

Bo Xiao Wenjun Xu Jing Guo Hak-Keung Lam Guangyu Jia Wuzhou Hong Hongliang Ren

imaging phantom palpation data set recurrent neural network test data +6 more

IEEE Transactions on Automation Science and Engineering Published 2020-03-19
Table Cleaning Task by Human Support Robot Using Deep Learning Technique. (2020)

Jia Yin Koppaka Ganesh Sai Apuroop Yokhesh Krishnasamy Tamilselvam Rajesh Elara Mohan Balakrishnan Ramalingam Anh Vu Le

robot deep learning convolutional neural network real time computing planner +3 more

Sensors 9 citations Published 2020-03-18
Prediction of lining response for twin tunnels constructed in anisotropic clay using machine learning techniques (2020)

Wengang Zhang Yongqin Li Chongzhi Wu Hongrui Li Atc Goh Hanlong Liu

bending moment serviceability stiffness finite element method thrust +6 more

Underground Space 8 citations Published 2020-03-18
Collaborative Deep Learning for Super-Resolving Blurry Text Images (2020)

Yuhui Quan Jieting Yang Yixin Chen Yong Xu Hui Ji

image restoration image resolution deep learning artificial neural network pattern recognition +4 more

IEEE Transactions on Computational Imaging Published 2020-03-18
Loosely-Coupled Ultra-wideband-Aided Scale Correction for Monocular Visual Odometry (2020)

Thien Hoang Nguyen Thien-Minh Nguyen Muqing Cao Lihua Xie

visual odometry monocular sensor fusion computer vision ultra wideband +3 more

Unmanned Systems 6 citations Published 2020-03-17
Deep Learning for Automated Sorting of Retinal Photographs. (2020)

Tyler Hyungtaek Rim Zhi Da Soh Yih-Chung Tham Henrik Hee Seung Yang Geunyoung Lee Youngnam Kim Simon Nusinovici Daniel Shu Wei Ting Tien Yin Wong Ching-Yu Cheng Ching-Yu Cheng

optic disc retinal sorting pixel salience +7 more

Ophthalmology Retina 1 citations Published 2020-03-17
Refinements in Motion and Appearance for Online Multi-Object Tracking (2020)

Piao Huang Shoudong Han Jun Zhao Donghaisheng Liu Hongwei Wang En Yu Alex ChiChung Kot

active appearance model video tracking visibility computer vision intension +5 more

arXiv: Computer Vision and Pattern Recognition 5 citations Published 2020-03-16
Extraction of mechanical properties of materials through deep learning from instrumented indentation (2020)

Lu Lu Ming Dao Punit Kumar Upadrasta Ramamurty George Em Karniadakis Subra Suresh

indentation inverse problem artificial neural network material properties computation +6 more

Proceedings of the National Academy of Sciences of the United States of America 19 citations Published 2020-03-16
Robot-Assisted Endoscopic Resection: Current Status and Future Directions. (2020)

Hung Leng Kaan Khek Yu Ho

autonomous robot robotics robot haptic technology visualization +6 more

Gut and Liver 3 citations Published 2020-03-15
Efficient Multi-population Outpost Fruit Fly-driven Optimizers: Framework and Advances in Support Vector Machines (2020)

Huiling Chen Shimin Li Ali Asghar Heidari Ali Asghar Heidari Pengjun Wang Jiawei Li Yutao Yang Mingjing Wang Changcheng Huang

population support vector machine feature vector rate of convergence swarm behaviour +6 more

Expert Systems With Applications 35 citations Published 2020-03-15
DeepEMD: Few-Shot Image Classification with Differentiable Earth Mover's Distance and Structured Classifiers (2020)

Chi Zhang Yujun Cai Guosheng Lin Chunhua Shen

earth mover s distance contextual image classification optimal matching implicit function theorem differentiable function +4 more

arXiv: Computer Vision and Pattern Recognition Published 2020-03-15
Autoencoder based sample selection for self-taught learning (2020)

Siwei Feng Han Yu Marco F. Duarte

autoencoder source data transfer of learning data structure power graph analysis +6 more

Knowledge Based Systems Published 2020-03-15
Counterfactual Samples Synthesizing for Robust Visual Question Answering (2020)

Long Chen Xin Yan Jun Xiao Hanwang Zhang Shiliang Pu Yueting Zhuang

counterfactual thinking question answering test set natural language processing computer science +1 more

arXiv preprint arXiv:2003.06576 2 citations Published 2020-03-14
Brain MRI-based 3D Convolutional Neural Networks for Classification of Schizophrenia and Controls (2020)

Mengjiao Hu Kang Sim Juan Helen Zhou Xudong Jiang Cuntai Guan

feature learning convolutional neural network support vector machine classifier pattern recognition +6 more

arXiv preprint arXiv:2003.08818 Published 2020-03-14
Incremental broad learning for real-time updating of data-driven power system dynamic security assessment models (2020)

Chao Ren Yan Xu

artificial neural network deep learning moore penrose pseudoinverse multivariate random variable computer simulation +6 more

Iet Generation Transmission & Distribution Published 2020-03-13
Resolution enhancement and realistic speckle recovery with generative adversarial modeling of micro-optical coherence tomography (2020)

Kaicheng Liang Xinyu Liu Si Chen Jun Xie Wei Qing Lee Linbo Liu Hwee Kuan Lee

optical coherence tomography speckle pattern ground truth discriminator computer vision +6 more

arXiv preprint arXiv:2003.06035 Published 2020-03-12
Reinforced Negative Sampling over Knowledge Graph for Recommendation (2020)

Xiang Wang Yaokun Xu Xiangnan He Yixin Cao Meng Wang Tat-Seng Chua

sampling missing data reinforcement learning matrix decomposition machine learning +4 more

arXiv preprint arXiv:2003.05753 3 citations Published 2020-03-12
Highly Efficient Salient Object Detection with 100K Parameters (2020)

Shang-Hua Gao Yong-Qiang Tan Ming-Ming Cheng Chengze Lu Yunpeng Chen Shuicheng Yan

computer vision computer science artificial intelligence salient object detection

ECCV (6) 6 citations Published 2020-03-12
Cascade EF-GAN: Progressive Facial Expression Editing with Local Focuses (2020)

Rongliang Wu Gongjie Zhang Shijian Lu Tao Chen

facial expression cascade pattern recognition computer science around eyes +1 more

arXiv preprint arXiv:2003.05905 2 citations Published 2020-03-12

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Evaluating Salient Object Detection in Natural Images with Multiple Objects having Multi-level Saliency (2020)

Depth Estimation of Hard Inclusions in Soft Tissue by Autonomous Robotic Palpation Using Deep Recurrent Neural Network (2020)

Table Cleaning Task by Human Support Robot Using Deep Learning Technique. (2020)

Prediction of lining response for twin tunnels constructed in anisotropic clay using machine learning techniques (2020)

Collaborative Deep Learning for Super-Resolving Blurry Text Images (2020)

Loosely-Coupled Ultra-wideband-Aided Scale Correction for Monocular Visual Odometry (2020)

Deep Learning for Automated Sorting of Retinal Photographs. (2020)

Refinements in Motion and Appearance for Online Multi-Object Tracking (2020)

Extraction of mechanical properties of materials through deep learning from instrumented indentation (2020)

Robot-Assisted Endoscopic Resection: Current Status and Future Directions. (2020)

Efficient Multi-population Outpost Fruit Fly-driven Optimizers: Framework and Advances in Support Vector Machines (2020)

DeepEMD: Few-Shot Image Classification with Differentiable Earth Mover's Distance and Structured Classifiers (2020)

Autoencoder based sample selection for self-taught learning (2020)

Counterfactual Samples Synthesizing for Robust Visual Question Answering (2020)

Brain MRI-based 3D Convolutional Neural Networks for Classification of Schizophrenia and Controls (2020)

Incremental broad learning for real-time updating of data-driven power system dynamic security assessment models (2020)

Resolution enhancement and realistic speckle recovery with generative adversarial modeling of micro-optical coherence tomography (2020)

Reinforced Negative Sampling over Knowledge Graph for Recommendation (2020)

Highly Efficient Salient Object Detection with 100K Parameters (2020)

Cascade EF-GAN: Progressive Facial Expression Editing with Local Focuses (2020)