Publications - Machine Learning SG

Shorter-is-Better: Venue Category Estimation from Micro-Video (2016)

Jianglong Zhang Liqiang Nie Xiang Wang Xiangnan He Xianglin Huang Tat Seng Chua

machine learning modalities computer science clips leverage +3 more

Proceedings of the 24th ACM international conference on Multimedia 33 citations Published 2016-10-01
Semi-direct visual odometry for a fisheye-stereo camera (2016)

Peidong Liu Lionel Heng Torsten Sattler Andreas Geiger Marc Pollefeys

stereo camera visual odometry epipolar geometry odometry motion estimation +6 more

2016 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) 20 citations Published 2016-10-01
Scale-Aware Pixelwise Object Proposal Networks (2016)

Zequn Jie Xiaodan Liang Jiashi Feng Wen Feng Lu Eng Hock Francis Tay Shuicheng Yan

object detection image segmentation weighting artificial neural network pixel +4 more

IEEE Transactions on Image Processing 20 citations Published 2016-10-01
Robust underwater obstacle detection and collision avoidance (2016)

Varadarajan Ganesan Mandar Chitre Edmund Brekke

obstacle avoidance occupancy grid mapping obstacle sonar false alarm +6 more

Autonomous Robots 12 citations Published 2016-10-01
Robust Face Recognition with Deep Multi-View Representation Learning (2016)

Jianshu Li Jian Zhao Fang Zhao Hao Liu Jing Li Shengmei Shen Jiashi Feng Terence Sim

three dimensional face recognition feature learning facial recognition system deep learning discriminative model +7 more

Proceedings of the 24th ACM international conference on Multimedia 20 citations Published 2016-10-01
Query Adaptive Instance Search using Object Sketches (2016)

Sreyasee Das Bhattacharjee Junsong Yuan Weixiang Hong Xiang Ruan

query expansion web query classification sketch recognition sketch computer vision +6 more

Proceedings of the 24th ACM international conference on Multimedia 18 citations Published 2016-10-01
Perceptual quality evaluation for image defocus deblurring (2016)

Leida Li Ya Yan Yuming Fang Shiqi Wang Lu Tang Jiansheng Qian

deblurring image quality distortion computer vision perception +6 more

Signal Processing-image Communication 18 citations Published 2016-10-01
Multimodal Multipart Learning for Action Recognition in Depth Videos (2016)

Amir Shahroudy Tian-Tsong Ng Qingxiong Yang Gang Wang

feature extraction feature selection pattern recognition machine learning histogram +6 more

IEEE Transactions on Pattern Analysis and Machine Intelligence 100 citations Published 2016-10-01
Micro Tells Macro: Predicting the Popularity of Micro-Videos via a Transductive Model (2016)

Jingyuan Chen Xuemeng Song Liqiang Nie Xiang Wang Hanwang Zhang Tat-Seng Chua

transduction popularity machine learning macro online advertising +5 more

Proceedings of the 24th ACM international conference on Multimedia 104 citations Published 2016-10-01
Learning to Extract API Mentions from Informal Natural Language Discussions (2016)

Deheng Ye Zhenchang Xing Chee Yong Foo Jing Li Nachiket Kapre

natural language language model polysemy search engine indexing sentence +6 more

2016 IEEE International Conference on Software Maintenance and Evolution (ICSME) 17 citations Published 2016-10-01
Extractive document summarization based on convolutional neural networks (2016)

Yong Zhang Meng Joo Er Mahardhika Pratama

automatic summarization sentence word embedding convolutional neural network ranking +6 more

IECON 2016 - 42nd Annual Conference of the IEEE Industrial Electronics Society 14 citations Published 2016-10-01
EEG hyperscanning study of inter-brain synchrony during cooperative and competitive interaction (2016)

Nishant Sinha Tomasz Maszczyk Zhang Wanxuan Jonathan Tan Justin Dauwels

cognition electroencephalography social cognition synchronization intranet +6 more

2016 IEEE International Conference on Systems, Man, and Cybernetics (SMC) 16 citations Published 2016-10-01
ConTagNet: Exploiting User Context for Image Tag Recommendation (2016)

Yogesh Singh Rawat Mohan S. Kankanhalli

convolutional neural network contextual image classification artificial neural network machine learning computer science +2 more

Proceedings of the 24th ACM international conference on Multimedia 30 citations Published 2016-10-01
CaffePresso: an optimized library for deep learning on embedded accelerator-based platforms (2016)

Gopalakrishna Hegde Siddhartha Nachiappan Ramasamy Nachiket Kapre

cuda vector processor field programmable gate array system on a chip code generation +7 more

Proceedings of the International Conference on Compilers, Architectures and Synthesis for Embedded Systems 38 citations Published 2016-10-01
Automated brain tumor segmentation using kernel dictionary learning and superpixel-level features (2016)

Xuan Chen Binh P. Nguyen Chee-Kong Chui Sim-Heng Ong

scale space segmentation segmentation based object categorization image segmentation feature vector feature extraction +7 more

2016 IEEE International Conference on Systems, Man, and Cybernetics (SMC) 20 citations Published 2016-10-01
Active tactile object exploration with Gaussian processes (2016)

Zhengkun Yi Roberto Calandra Filipe Veiga Herke van Hoof Tucker Hermans Yilei Zhang Jan Peters

tactile sensor gaussian process surface reconstruction robot probabilistic logic +6 more

2016 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) 35 citations Published 2016-10-01
Act to See and See to Act: POMDP planning for objects search in clutter (2016)

Jue Kun Li David Hsu Wee Sun Lee

partially observable markov decision process optimal decision state space clutter robot +5 more

2016 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) 22 citations Published 2016-10-01
A hybrid probabilistic and point set registration approach for fusion of 3D occupancy grid maps (2016)

Yufeng Yue Danwei Wang P.G.C.N. Senarathne Diluka Moratuwage

occupancy grid mapping iterative closest point global map mahalanobis distance point set registration +7 more

2016 IEEE International Conference on Systems, Man, and Cybernetics (SMC) 17 citations Published 2016-10-01
Database Meets Deep Learning: Challenges and Opportunities (2016)

Wei Wang Meihui Zhang Gang Chen H. V. Jagadish Beng Chin Ooi Kian-Lee Tan

deep learning data science contextual image classification computer science database +1 more

international conference on management of data 66 citations Published 2016-09-28
A novel progressive learning technique for multi-class classification (2016)

Rajasekar Venkatesan Meng Joo Er

artificial neural network sequence learning multiclass classification machine learning computer science +2 more

Neurocomputing 14 citations Published 2016-09-26

Previous Next

Shorter-is-Better: Venue Category Estimation from Micro-Video (2016)

Semi-direct visual odometry for a fisheye-stereo camera (2016)

Scale-Aware Pixelwise Object Proposal Networks (2016)

Robust underwater obstacle detection and collision avoidance (2016)

Robust Face Recognition with Deep Multi-View Representation Learning (2016)

Query Adaptive Instance Search using Object Sketches (2016)

Perceptual quality evaluation for image defocus deblurring (2016)

Multimodal Multipart Learning for Action Recognition in Depth Videos (2016)

Micro Tells Macro: Predicting the Popularity of Micro-Videos via a Transductive Model (2016)

Learning to Extract API Mentions from Informal Natural Language Discussions (2016)

Extractive document summarization based on convolutional neural networks (2016)

EEG hyperscanning study of inter-brain synchrony during cooperative and competitive interaction (2016)

ConTagNet: Exploiting User Context for Image Tag Recommendation (2016)

CaffePresso: an optimized library for deep learning on embedded accelerator-based platforms (2016)

Automated brain tumor segmentation using kernel dictionary learning and superpixel-level features (2016)

Active tactile object exploration with Gaussian processes (2016)

Act to See and See to Act: POMDP planning for objects search in clutter (2016)

A hybrid probabilistic and point set registration approach for fusion of 3D occupancy grid maps (2016)

Database Meets Deep Learning: Challenges and Opportunities (2016)

A novel progressive learning technique for multi-class classification (2016)