Publications - Machine Learning SG

Recurrent knowledge graph embedding for effective recommendation (2018)

Zhu Sun Jie Yang Jie Zhang Alessandro Bozzon Long-Kai Huang Chi Xu

domain knowledge recommender system semantics recurrent neural network network architecture +6 more

Proceedings of the 12th ACM Conference on Recommender Systems 64 citations Published 2018-09-27
RecGAN: recurrent generative adversarial networks for recommendation systems (2018)

Homanga Bharadhwaj Homin Park Brian Y. Lim

collaborative filtering recommender system recurrent neural network machine learning computer science +5 more

Proceedings of the 12th ACM Conference on Recommender Systems 18 citations Published 2018-09-27
Ordered Neurons: Integrating Tree Structures into Recurrent Neural Networks (2018)

Yikang Shen Shawn Tan Alessandro Sordoni Aaron C. Courville

recurrent neural network tree structure computer science artificial intelligence

International Conference on Learning Representations 115 citations Published 2018-09-27
On the Spectral Bias of Neural Networks (2018)

Nasim Rahaman Aristide Baratin Devansh Arpit Felix Draxler Min Lin Fred A. Hamprecht Yoshua Bengio Aaron C. Courville

artificial neural network computer science pattern recognition artificial intelligence

International Conference on Machine Learning 47 citations Published 2018-09-27
Learning interpretable anatomical features through deep generative models: Application to cardiac remodeling (2018)

Carlo Biffi Ozan Oktay Giacomo Tarroni Wenjia Bai Antonio M. Simoes Monteiro de Marvao Georgia Doumou Martin Rajchl Reem Bedair Sanjay K. Prasad Stuart A. Cook Stuart A. Cook Declan P. O'Regan Daniel Rueckert

generative model deep learning interpretability feature extraction medical imaging +6 more

International Conference on Medical Image Computing and Computer-Assisted Intervention 31 citations Published 2018-09-16
Glioma Prognosis: Segmentation of the Tumor and Survival Prediction Using Shape, Geometric and Clinical Information (2018)

Mobarakol Islam V. Jeya Maria Jose Hongliang Ren

segmentation convolutional neural network stochastic gradient descent histogram artificial neural network +6 more

International MICCAI Brainlesion Workshop 12 citations Published 2018-09-16
Deeper Image Quality Transfer: Training Low-Memory Neural Networks for 3D Images (2018)

Stefano B. Blumberg Ryutaro Tanno Iasonas Kokkinos Daniel C. Alexander Daniel C. Alexander

deep learning artificial neural network backpropagation image quality exploit +4 more

International Conference on Medical Image Computing and Computer-Assisted Intervention 24 citations Published 2018-09-16
Aesthetic-based Clothing Recommendation (2018)

Wenhui Yu Huidi Zhang Xiangnan He Xu Chen Li Xiong Zheng Qin

convolutional neural network feature visual appearance recommender system scale invariant feature transform +6 more

arXiv preprint arXiv:1809.05822 19 citations Published 2018-09-16
A Novel Bayesian Model Incorporating Deep Neural Network and Statistical Shape Model for Pancreas Segmentation (2018)

Jingting Ma Feng Lin Stefan Wesarg Marius Erdt

image segmentation segmentation artificial neural network initialization bayesian inference +5 more

International Conference on Medical Image Computing and Computer-Assisted Intervention 13 citations Published 2018-09-16
Recognition of Schizophrenia with Regularized Support Vector Machine and Sequential Region of Interest Selection using Structural Magnetic Resonance Imaging (2018)

Rowena Chin Alex Xiaobin You Fanwen Meng Juan Zhou Kang Sim

middle frontal gyrus superior frontal gyrus inferior frontal gyrus fusiform gyrus superior temporal gyrus +6 more

Scientific Reports 13 citations Published 2018-09-14
ISLES 2016 and 2017-Benchmarking Ischemic Stroke Lesion Outcome Prediction Based on Multispectral MRI. (2018)

Stefan Winzeck Arsany Hakim Richard McKinley José A. A. D. S. R. Pinto Victor Alves Carlos A. Silva Maxim Pisov Maxim Pisov Egor Krivov Mikhail Belyaev Miguel Monteiro Arlindo Oliveira Youngwon Choi Myunghee Cho Paik Yongchan Kwon Hanbyul Lee Beom Joon Kim Joong-Ho Won Mobarakol Islam Hongliang Ren David Robben Paul Suetens Enhao Gong Yilin Niu Junshen Xu John M. Pauly Christian Lucas Mattias P. Heinrich Luis C. Rivera Laura S. Castillo Laura A. Daza Andrew L. Beers Pablo Arbelaezs Oskar Maier Ken Chang James M. Brown Jayashree Kalpathy-Cramer Greg Zaharchuk Roland Wiest Mauricio Reyes

deep learning ranking benchmarking convolutional neural network machine learning +5 more

Frontiers in Neurology 63 citations Published 2018-09-13
Finding any Waldo with zero-shot invariant and efficient visual search (2018)

Mengmi Zhang Jiashi Feng Keng Teck Ma Joo Hwee Lim Qi Zhao Gabriel Kreiman

visual search cognitive neuroscience of visual object recognition invariant psychophysics computer vision +6 more

Nature Communications 11 citations Published 2018-09-13
Zoom-Net: Mining Deep Feature Interactions for Visual Relationship Recognition (2018)

Guojun Yin Guojun Yin Lu Sheng Bin Liu Nenghai Yu Xiaogang Wang Jing Shao Chen Change Loy

pooling predicate zoom pyramid pattern recognition +5 more

Proceedings of the European Conference on Computer Vision (ECCV) 64 citations Published 2018-09-08
Zero-Annotation Object Detection with Web Knowledge Transfer (2018)

Qingyi Tao Qingyi Tao Hao Yang Jianfei Cai

object detection knowledge transfer ground truth computer vision annotation +6 more

Proceedings of the European Conference on Computer Vision (ECCV) 14 citations Published 2018-09-08
Weakly-supervised 3D Hand Pose Estimation from Monocular RGB Images (2018)

Yujun Cai Liuhao Ge Jianfei Cai Junsong Yuan

pose monocular rgb color model computer vision ambiguity +4 more

Proceedings of the European Conference on Computer Vision (ECCV) 125 citations Published 2018-09-08
Video Object Segmentation with Joint Re-identification and Attention-Aware Mask Propagation (2018)

Xiaoxiao Li Chen Change Loy

segmentation computer vision computer science market segmentation occlusion +3 more

Proceedings of the European Conference on Computer Vision (ECCV) 82 citations Published 2018-09-08
Using Object Information for Spotting Text (2018)

Shitala Prasad Adams Wai Kin Kong

spotting object detection deep learning pattern recognition artificial neural network +6 more

Proceedings of the European Conference on Computer Vision (ECCV) 12 citations Published 2018-09-08
Unpaired Image Captioning by Language Pivoting (2018)

Jiuxiang Gu Shafiq Rayhan Joty Jianfei Cai Gang Wang

pivot language natural language closed captioning sentence natural language processing +3 more

Proceedings of the European Conference on Computer Vision (ECCV) 29 citations Published 2018-09-08
TS2C: Tight Box Mining with Surrounding Segmentation Context for Weakly Supervised Object Detection (2018)

Yunchao Wei Zhiqiang Shen Bowen Cheng Honghui Shi Jinjun Xiong Jiashi Feng Thomas S. Huang

object detection segmentation discriminative model pixel bounding overwatch +6 more

Proceedings of the European Conference on Computer Vision (ECCV) 82 citations Published 2018-09-08
The Devil of Face Recognition Is in the Noise (2018)

Fei Wang Liren Chen Cheng Li Shiyao Huang Yanjie Chen Chen Qian Chen Change Loy

facial recognition system pattern recognition annotation outlier computer science +2 more

Proceedings of the European Conference on Computer Vision (ECCV) 75 citations Published 2018-09-08

Previous Next

Recurrent knowledge graph embedding for effective recommendation (2018)

RecGAN: recurrent generative adversarial networks for recommendation systems (2018)

Ordered Neurons: Integrating Tree Structures into Recurrent Neural Networks (2018)

On the Spectral Bias of Neural Networks (2018)

Learning interpretable anatomical features through deep generative models: Application to cardiac remodeling (2018)

Glioma Prognosis: Segmentation of the Tumor and Survival Prediction Using Shape, Geometric and Clinical Information (2018)

Deeper Image Quality Transfer: Training Low-Memory Neural Networks for 3D Images (2018)

Aesthetic-based Clothing Recommendation (2018)

A Novel Bayesian Model Incorporating Deep Neural Network and Statistical Shape Model for Pancreas Segmentation (2018)

Recognition of Schizophrenia with Regularized Support Vector Machine and Sequential Region of Interest Selection using Structural Magnetic Resonance Imaging (2018)

ISLES 2016 and 2017-Benchmarking Ischemic Stroke Lesion Outcome Prediction Based on Multispectral MRI. (2018)

Finding any Waldo with zero-shot invariant and efficient visual search (2018)

Zoom-Net: Mining Deep Feature Interactions for Visual Relationship Recognition (2018)

Zero-Annotation Object Detection with Web Knowledge Transfer (2018)

Weakly-supervised 3D Hand Pose Estimation from Monocular RGB Images (2018)

Video Object Segmentation with Joint Re-identification and Attention-Aware Mask Propagation (2018)

Using Object Information for Spotting Text (2018)

Unpaired Image Captioning by Language Pivoting (2018)

TS2C: Tight Box Mining with Surrounding Segmentation Context for Weakly Supervised Object Detection (2018)

The Devil of Face Recognition Is in the Noise (2018)