Nanyang Technological University

∙ Singapore , Singapore ∙ 0 followers

Jump start your future at Nanyang Technological University (NTU Singapore), ranked 11th globally and the world's top young university.

Featured Researchers

Yang Liu
291 publications
Dacheng Tao
216 publications
Hao Wang
121 publications
Wei Li
120 publications
Dusit Niyato
110 publications
Jian Zhang
97 publications
Ting Liu
93 publications
Chen Change Loy
92 publications
Jie Chen
89 publications
Jun Zhao
84 publications
Zhiyuan Liu
80 publications

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

In this paper, we address the few-shot classification task from a new pe...
03/15/2020 ∙ by Chi Zhang, et al. ∙ 63 ∙ share

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TransGaGa: Geometry-Aware Unsupervised Image-to-Image Translation

Unsupervised image-to-image translation aims at learning a mapping betwe...
04/21/2019 ∙ by Wayne Wu, et al. ∙ 48 ∙ share

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An Efficient Graph Convolutional Network Technique for the Travelling Salesman Problem

This paper introduces a new learning-based approach for approximately so...
06/04/2019 ∙ by Chaitanya K. Joshi, et al. ∙ 46 ∙ share

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Residual Knowledge Distillation

Knowledge distillation (KD) is one of the most potent ways for model com...
02/21/2020 ∙ by Mengya Gao, et al. ∙ 34 ∙ share

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Emotion Recognition in Conversation: Research Challenges, Datasets, and Recent Advances

Emotion is intrinsic to humans and consequently emotion understanding is...
05/08/2019 ∙ by Soujanya Poria, et al. ∙ 32 ∙ share

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Interaction Relational Network for Mutual Action Recognition

Person-person mutual action recognition (also referred to as interaction...
10/11/2019 ∙ by Mauricio Perez, et al. ∙ 30 ∙ share

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Deep Network Interpolation for Continuous Imagery Effect Transition

Deep convolutional neural network has demonstrated its capability of lea...
11/26/2018 ∙ by Xintao Wang, et al. ∙ 29 ∙ share

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Pluralistic Image Completion

Most image completion methods produce only one result for each masked in...
03/11/2019 ∙ by Chuanxia Zheng, et al. ∙ 28 ∙ share

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Everybody's Talkin': Let Me Talk as You Want

We present a method to edit a target portrait footage by taking a sequen...
01/15/2020 ∙ by Linsen Song, et al. ∙ 28 ∙ share

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What it Thinks is Important is Important: Robustness Transfers through Input Gradients

Adversarial perturbations are imperceptible changes to input pixels that...
12/11/2019 ∙ by Alvin Chan, et al. ∙ 27 ∙ share

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Visual Commonsense R-CNN

We present a novel unsupervised feature representation learning method, ...
02/27/2020 ∙ by Tan Wang, et al. ∙ 26 ∙ share

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Spatial Fusion GAN for Image Synthesis

Recent advances in generative adversarial networks (GANs) have shown gre...
12/14/2018 ∙ by Fangneng Zhan, et al. ∙ 25 ∙ share

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Threats to Federated Learning: A Survey

With the emergence of data silos and popular privacy awareness, the trad...
03/04/2020 ∙ by Lingjuan Lyu, et al. ∙ 25 ∙ share

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Learning to Cluster Faces via Confidence and Connectivity Estimation

Face clustering is an essential tool for exploiting the unlabeled face d...
04/01/2020 ∙ by Lei Yang, et al. ∙ 25 ∙ share

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Deep Anomaly Detection for Time-series Data in Industrial IoT: A Communication-Efficient On-device Federated Learning Approach

Since edge device failures (i.e., anomalies) seriously affect the produc...
07/19/2020 ∙ by YI LIU, et al. ∙ 25 ∙ share

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Baconian: A Unified Opensource Framework for Model-Based Reinforcement Learning

Model-Based Reinforcement Learning (MBRL) is one category of Reinforceme...
04/23/2019 ∙ by Linsen Dong, et al. ∙ 24 ∙ share

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Fine-Grained Instance-Level Sketch-Based Video Retrieval

Existing sketch-analysis work studies sketches depicting static objects ...
02/21/2020 ∙ by Peng Xu, et al. ∙ 23 ∙ share

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Manifold Criterion Guided Transfer Learning via Intermediate Domain Generation

In many practical transfer learning scenarios, the feature distribution ...
03/25/2019 ∙ by Lei Zhang, et al. ∙ 22 ∙ share

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CloudSegNet: A Deep Network for Nychthemeron Cloud Image Segmentation

We analyze clouds in the earth's atmosphere using ground-based sky camer...
04/16/2019 ∙ by Soumyabrata Dev, et al. ∙ 22 ∙ share

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DeeperForensics-1.0: A Large-Scale Dataset for Real-World Face Forgery Detection

In this paper, we present our on-going effort of constructing a large-sc...
01/09/2020 ∙ by Liming Jiang, et al. ∙ 22 ∙ share

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AI-GAN: Attack-Inspired Generation of Adversarial Examples

Adversarial examples that can fool deep models are mainly crafted by add...
02/06/2020 ∙ by Tao Bai, et al. ∙ 21 ∙ share

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Learning to Compose Dynamic Tree Structures for Visual Contexts

We propose to compose dynamic tree structures that place the objects in ...
12/05/2018 ∙ by Kaihua Tang, et al. ∙ 20 ∙ share

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Region Proposal by Guided Anchoring

Region anchors are the cornerstone of modern object detection techniques...
01/10/2019 ∙ by Jiaqi Wang, et al. ∙ 20 ∙ share

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Large Margin Multi-modal Multi-task Feature Extraction for Image Classification

The features used in many image analysis-based applications are frequent...
04/08/2019 ∙ by Yong Luo, et al. ∙ 20 ∙ share

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Side-Aware Boundary Localization for More Precise Object Detection

Current object detection frameworks mainly rely on bounding box regressi...
12/09/2019 ∙ by Jiaqi Wang, et al. ∙ 20 ∙ share

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Learning Variable Ordering Heuristics for Solving Constraint Satisfaction Problems

Backtracking search algorithms are often used to solve the Constraint Sa...
12/23/2019 ∙ by Wen Song, et al. ∙ 20 ∙ share

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Deep Robust Multilevel Semantic Cross-Modal Hashing

Hashing based cross-modal retrieval has recently made significant progre...
02/07/2020 ∙ by Ge Song, et al. ∙ 20 ∙ share

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Single Image Deraining: From Model-Based to Data-Driven and Beyond

Rain removal or deraining methods attempt to restore the clean backgroun...
12/16/2019 ∙ by Wenhan Yang, et al. ∙ 19 ∙ share

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TransMoMo: Invariance-Driven Unsupervised Video Motion Retargeting

We present a lightweight video motion retargeting approach TransMoMo tha...
03/31/2020 ∙ by Zhuoqian Yang, et al. ∙ 19 ∙ share

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Easy Transfer Learning By Exploiting Intra-domain Structures

Transfer learning aims at transferring knowledge from a well-labeled dom...
04/02/2019 ∙ by Jindong Wang, et al. ∙ 18 ∙ share

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Kervolutional Neural Networks

Convolutional neural networks (CNNs) have enabled the state-of-the-art p...
04/08/2019 ∙ by Chen Wang, et al. ∙ 18 ∙ share

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Feature Pyramid Transformer

Feature interactions across space and scales underpin modern visual reco...
07/18/2020 ∙ by Dong Zhang, et al. ∙ 18 ∙ share

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TSIT: A Simple and Versatile Framework for Image-to-Image Translation

We introduce a simple and versatile framework for image-to-image transla...
07/23/2020 ∙ by Liming Jiang, et al. ∙ 17 ∙ share

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Balanced Meta-Softmax for Long-Tailed Visual Recognition

Deep classifiers have achieved great success in visual recognition. Howe...
07/21/2020 ∙ by Jiawei Ren, et al. ∙ 17 ∙ share

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Co-Stack Residual Affinity Networks with Multi-level Attention Refinement for Matching Text Sequences

Learning a matching function between two text sequences is a long standi...
10/06/2018 ∙ by Yi Tay, et al. ∙ 16 ∙ share

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Learning from Multiple Cities: A Meta-Learning Approach for Spatial-Temporal Prediction

Spatial-temporal prediction is a fundamental problem for constructing sm...
01/24/2019 ∙ by Huaxiu Yao, et al. ∙ 16 ∙ share

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DEVDAN: Deep Evolving Denoising Autoencoder

The Denoising Autoencoder (DAE) enhances the flexibility of the data str...
10/08/2019 ∙ by Andri Ashfahani, et al. ∙ 16 ∙ share

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Jacobian Adversarially Regularized Networks for Robustness

Adversarial examples are crafted with imperceptible perturbations with t...
12/21/2019 ∙ by Alvin Chan, et al. ∙ 15 ∙ share

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Real or Not Real, that is the Question

While generative adversarial networks (GAN) have been widely adopted in ...
02/12/2020 ∙ by Yuanbo Xiangli, et al. ∙ 15 ∙ share

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Bi-directional Dermoscopic Feature Learning and Multi-scale Consistent Decision Fusion for Skin Lesion Segmentation

Accurate segmentation of skin lesion from dermoscopic images is a crucia...
02/20/2020 ∙ by Xiaohong Wang, et al. ∙ 15 ∙ share

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Recursive Visual Attention in Visual Dialog

Visual dialog is a challenging vision-language task, which requires the ...
12/06/2018 ∙ by Yulei Niu, et al. ∙ 14 ∙ share

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Building Ethics into Artificial Intelligence

As artificial intelligence (AI) systems become increasingly ubiquitous, ...
12/07/2018 ∙ by Han Yu, et al. ∙ 14 ∙ share

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Transferring Knowledge Fragments for Learning Distance Metric from A Heterogeneous Domain

The goal of transfer learning is to improve the performance of target le...
04/08/2019 ∙ by Yong Luo, et al. ∙ 14 ∙ share

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Deep Flow-Guided Video Inpainting

Video inpainting, which aims at filling in missing regions of a video, r...
05/08/2019 ∙ by Rui Xu, et al. ∙ 14 ∙ share

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GA-DAN: Geometry-Aware Domain Adaptation Network for Scene Text Detection and Recognition

Recent adversarial learning research has achieved very impressive progre...
07/23/2019 ∙ by Fangneng Zhan, et al. ∙ 14 ∙ share

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Cross-Modal Food Retrieval: Learning a Joint Embedding of Food Images and Recipes with Semantic Consistency and Attention Mechanism

Cross-modal food retrieval is an important task to perform analysis of f...
03/09/2020 ∙ by Hao Wang, et al. ∙ 14 ∙ share

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Knowledge Distillation Meets Self-Supervision

Knowledge distillation, which involves extracting the "dark knowledge" f...
06/12/2020 ∙ by Guodong Xu, et al. ∙ 14 ∙ share

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Which Channel to Ask My Question? Personalized Customer Service Request Stream Routing using Deep Reinforcement Learning

Customer services are critical to all companies, as they may directly co...
11/24/2019 ∙ by Zining Liu, et al. ∙ 13 ∙ share

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FedVision: An Online Visual Object Detection Platform Powered by Federated Learning

Visual object detection is a computer vision-based artificial intelligen...
01/17/2020 ∙ by Yang Liu, et al. ∙ 13 ∙ share

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A Survey on Knowledge Graphs: Representation, Acquisition and Applications

Human knowledge provides a formal understanding of the world. Knowledge ...
02/02/2020 ∙ by Shaoxiong Ji, et al. ∙ 13 ∙ share

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