Publications - Machine Learning SG

Bootstrapping the Performance of Webly Supervised Semantic Segmentation (2018)

Tong Shen Guosheng Lin Chunhua Shen Ian Reid

image segmentation bootstrapping segmentation semantics classifier +6 more

2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition 32 citations Published 2018-06-01
An automated workflow for segmenting single adult cardiac cells from large-volume serial block-face scanning electron microscopy data (2018)

Akter Hussain Shouryadipta Ghosh Siavash Beikoghli Kalkhoran Derek J Hausenloy Eric Hanssen Vijay Rajagopal

image segmentation serial block face scanning electron microscopy image processing single cell analysis pixel +6 more

Journal of Structural Biology 12 citations Published 2018-06-01
Alive Caricature from 2D to 3D (2018)

Qianyi Wu Juyong Zhang Yu-Kun Lai Jianmin Zheng Jianfei Cai

solid modeling parametric statistics 2d to 3d conversion iterative reconstruction computer vision +4 more

2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition 17 citations Published 2018-06-01
A multi-view context-aware approach to Android malware detection and malicious code localization (2018)

Annamalai Narayanan Mahinthan Chandramohan Lihui Chen Yang Liu

malware cryptovirology malware research graph kernel multiple kernel learning +7 more

Empirical Software Engineering 33 citations Published 2018-06-01
A Generative Model for category text generation (2018)

Yang Li Quan Pan Suhang Wang Tao Yang Erik Cambria

generative model supervised learning overfitting recurrent neural network artificial neural network +6 more

Information Sciences 46 citations Published 2018-06-01
A balanced fuzzy Cultural Algorithm with a modified Levy flight search for real parameter optimization (2018)

Mostafa Z. Ali Noor H. Awad Robert G. Reynolds Ponnuthurai N. Suganthan

cultural algorithm evolutionary algorithm population fuzzy logic fuzzy control system +5 more

Information Sciences 13 citations Published 2018-06-01
Light Field Denoising via Anisotropic Parallax Analysis in a CNN Framework (2018)

Jie Chen Junhui Hou Lap-Pui Chau

parallax noise measurement noise reduction image noise convolutional neural network +6 more

IEEE Signal Processing Letters 19 citations Published 2018-05-31
Robust Image Hashing via Random Gabor Filtering and DWT (2018)

Zhenjun Tang Man Ling Heng Yao Zhenxing Qian Xianquan Zhang Jilian Zhang Shijie Xu

image retrieval hash function feature robustness filter +6 more

Cmc-computers Materials & Continua 13 citations Published 2018-05-30
NoisePrint : Attack Detection Using Sensor and Process Noise Fingerprint in Cyber Physical Systems (2018)

Chuadhry Mujeeb Ahmed Martin Ochoa Jianying Zhou Aditya P. Mathur Rizwan Qadeer Carlos Murguia Justin Ruths

kalman filter residual spoofing attack time domain frequency domain +6 more

Proceedings of the 2018 on Asia Conference on Computer and Communications Security 28 citations Published 2018-05-29
Understanding Generalization and Optimization Performance of Deep CNNs (2018)

Pan Zhou Jiashi Feng

artificial intelligence computer science

International Conference on Machine Learning 11 citations Published 2018-05-28
Deep code comment generation (2018)

Xing Hu Ge Li Xin Xia David Lo Zhi Jin

source code program comprehension java software maintenance machine translation +6 more

2018 IEEE/ACM 26th International Conference on Program Comprehension (ICPC) 150 citations Published 2018-05-28
Semantic program repair using a reference implementation (2018)

Sergey Mechtaev Manh-Dung Nguyen Yannic Noller Lars Grunske Abhik Roychoudhury

reference implementation correctness overfitting debugging equivalence +6 more

2018 IEEE/ACM 40th International Conference on Software Engineering (ICSE) 34 citations Published 2018-05-27
From UI design image to GUI skeleton: a neural machine translator to bootstrap mobile GUI implementation (2018)

Chunyang Chen Ting Su Guozhu Meng Zhenchang Xing Yang Liu

machine translation user interface visualization deep learning graphical user interface +6 more

2018 IEEE/ACM 40th International Conference on Software Engineering (ICSE) 64 citations Published 2018-05-27
Deep CNNs for microscopic image classification by exploiting transfer learning and feature concatenation (2018)

Long D. Nguyen Dongyun Lin Zhiping Lin Jiuwen Cao

feature feature extraction contextual image classification convolutional neural network artificial neural network +6 more

2018 IEEE International Symposium on Circuits and Systems (ISCAS) 69 citations Published 2018-05-27
Adversarial Deep Learning for Robust Detection of Binary Encoded Malware (2018)

Abdullah Al-Dujaili Alex Huang Erik Hemberg Una-May OReilly

malware robustness deep learning support vector machine artificial neural network +6 more

2018 IEEE Security and Privacy Workshops (SPW) 36 citations Published 2018-05-24
A Gabor Feature-Based Quality Assessment Model for the Screen Content Images (2018)

Zhangkai Ni Huanqiang Zeng Lin Ma Junhui Hou Jing Chen Kai-Kuang Ma

gabor filter edge detection feature extraction human visual system model color space +6 more

IEEE Transactions on Image Processing 27 citations Published 2018-05-23
Learning Markov Clustering Networks for Scene Text Detection (2018)

Zichuan Liu Guosheng Lin Sheng Yang Jiashi Feng Weisi Lin Wang Ling Goh

strongly connected component speedup frame rate pattern recognition bounding overwatch +6 more

arXiv preprint arXiv:1805.08365 14 citations Published 2018-05-22
Accurate Light Field Depth Estimation with Superpixel Regularization over Partially Occluded Regions (2018)

Jie Chen Junhui Hou Yun Ni Lap-Pui Chau

regularization word error rate robustness least squares pattern recognition +6 more

IEEE Transactions on Image Processing 37 citations Published 2018-05-22
VideoCapsuleNet: A Simplified Network for Action Detection (2018)

Kevin Duarte Yogesh Singh Rawat Mubarak Shah

convolutional neural network optical flow segmentation parameterized complexity pattern recognition +4 more

Advances in Neural Information Processing Systems 71 citations Published 2018-05-21
Structure-Preserving Guided Retinal Image Filtering and Its Application for Optic Disk Analysis (2018)

Jun Cheng Zhengguo Li Zaiwang Gu Huazhu Fu Damon Wing Kee Wong Jiang Liu

optic disk image segmentation retinal optic cup camera lens +6 more

IEEE Transactions on Medical Imaging 14 citations Published 2018-05-21

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Bootstrapping the Performance of Webly Supervised Semantic Segmentation (2018)

An automated workflow for segmenting single adult cardiac cells from large-volume serial block-face scanning electron microscopy data (2018)

Alive Caricature from 2D to 3D (2018)

A multi-view context-aware approach to Android malware detection and malicious code localization (2018)

A Generative Model for category text generation (2018)

A balanced fuzzy Cultural Algorithm with a modified Levy flight search for real parameter optimization (2018)

Light Field Denoising via Anisotropic Parallax Analysis in a CNN Framework (2018)

Robust Image Hashing via Random Gabor Filtering and DWT (2018)

NoisePrint : Attack Detection Using Sensor and Process Noise Fingerprint in Cyber Physical Systems (2018)

Understanding Generalization and Optimization Performance of Deep CNNs (2018)

Deep code comment generation (2018)

Semantic program repair using a reference implementation (2018)

From UI design image to GUI skeleton: a neural machine translator to bootstrap mobile GUI implementation (2018)

Deep CNNs for microscopic image classification by exploiting transfer learning and feature concatenation (2018)

Adversarial Deep Learning for Robust Detection of Binary Encoded Malware (2018)

A Gabor Feature-Based Quality Assessment Model for the Screen Content Images (2018)

Learning Markov Clustering Networks for Scene Text Detection (2018)

Accurate Light Field Depth Estimation with Superpixel Regularization over Partially Occluded Regions (2018)

VideoCapsuleNet: A Simplified Network for Action Detection (2018)

Structure-Preserving Guided Retinal Image Filtering and Its Application for Optic Disk Analysis (2018)