University of Technology Sydney

∙ Ultimo , Australia ∙ 0 followers

Australia's #1 Young university, focused on making a difference through leading research, and inspiring education.

Featured Researchers

Dacheng Tao
194 publications
Wei Liu
185 publications
Yi Yang
127 publications
Shuicheng Yan
112 publications
Jian Zhang
85 publications
Jun Li
81 publications
Yang Li
74 publications
Zhiyuan Liu
67 publications
Liang Zhao
59 publications
Yan Yan
58 publications
Yanwei Fu
48 publications

Transform-Invariant Convolutional Neural Networks for Image Classification and Search

Convolutional neural networks (CNNs) have achieved state-of-the-art resu...
11/28/2019 ∙ by Xu Shen, et al. ∙ 32 ∙ share

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Reliability Does Matter: An End-to-End Weakly Supervised Semantic Segmentation Approach

Weakly supervised semantic segmentation is a challenging task as it only...
11/19/2019 ∙ by Bingfeng Zhang, et al. ∙ 27 ∙ share

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Potential Passenger Flow Prediction: A Novel Study for Urban Transportation Development

Recently, practical applications for passenger flow prediction have brou...
12/07/2019 ∙ by Yongshun Gong, et al. ∙ 24 ∙ share

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Heterogeneous Multi-task Metric Learning across Multiple Domains

Distance metric learning (DML) plays a crucial role in diverse machine l...
04/08/2019 ∙ by Yong Luo, et al. ∙ 22 ∙ 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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Shakeout: A New Approach to Regularized Deep Neural Network Training

Recent years have witnessed the success of deep neural networks in deali...
04/13/2019 ∙ by Guoliang Kang, et al. ∙ 20 ∙ share

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Correlated Logistic Model With Elastic Net Regularization for Multilabel Image Classification

In this paper, we present correlated logistic (CorrLog) model for multil...
04/17/2019 ∙ by Qiang Li, et al. ∙ 18 ∙ share

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Searching for A Robust Neural Architecture in Four GPU Hours

Conventional neural architecture search (NAS) approaches are based on re...
10/10/2019 ∙ by Xuanyi Dong, et al. ∙ 18 ∙ share

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Continuous Dropout

Dropout has been proven to be an effective algorithm for training robust...
11/28/2019 ∙ by Xu Shen, et al. ∙ 16 ∙ share

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See More Than Once -- Kernel-Sharing Atrous Convolution for Semantic Segmentation

The state-of-the-art semantic segmentation solutions usually leverage di...
08/26/2019 ∙ by Ye Huang, et al. ∙ 15 ∙ share

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Cubic LSTMs for Video Prediction

Predicting future frames in videos has become a promising direction of r...
04/20/2019 ∙ by Hehe Fan, et al. ∙ 14 ∙ share

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PDANet: Pyramid Density-aware Attention Net for Accurate Crowd Counting

Crowd counting, i.e., estimating the number of people in a crowded area,...
01/16/2020 ∙ by Saeed Amirgholipour, et al. ∙ 14 ∙ share

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Unsupervised Scene Adaptation with Memory Regularization in vivo

We consider the unsupervised scene adaptation problem of learning from b...
12/24/2019 ∙ by Zhedong Zheng, et al. ∙ 13 ∙ share

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Instance-Invariant Adaptive Object Detection via Progressive Disentanglement

Most state-of-the-art methods of object detection suffer from poor gener...
11/20/2019 ∙ by Aming Wu, et al. ∙ 11 ∙ share

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Gaussian Process Latent Variable Model Factorization for Context-aware Recommender Systems

Context-aware recommender systems (CARS) have gained increasing attentio...
12/19/2019 ∙ by Wei Huang, et al. ∙ 11 ∙ share

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Supervised Discriminative Sparse PCA with Adaptive Neighbors for Dimensionality Reduction

Dimensionality reduction is an important operation in information visual...
01/09/2020 ∙ by Zhenhua Shi, et al. ∙ 11 ∙ share

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Multi-View Intact Space Learning

It is practical to assume that an individual view is unlikely to be suff...
04/04/2019 ∙ by Chang Xu, et al. ∙ 10 ∙ share

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Learning to Transfer Learn

We propose a novel framework, learning to transfer learn (L2TL), to impr...
08/29/2019 ∙ by Linchao Zhu, et al. ∙ 10 ∙ share

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Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation

This paper focuses on the unsupervised domain adaptation of transferring...
03/08/2020 ∙ by Zhedong Zheng, et al. ∙ 10 ∙ share

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Understanding Human Context in 3D Scenes by Learning Spatial Affordances with Virtual Skeleton Models

Robots are often required to operate in environments where humans are no...
06/13/2019 ∙ by Lasitha Piyathilaka, et al. ∙ 9 ∙ share

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Pumpout: A Meta Approach for Robustly Training Deep Neural Networks with Noisy Labels

It is challenging to train deep neural networks robustly on the industri...
09/28/2018 ∙ by Bo Han, et al. ∙ 8 ∙ share

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BIT: Biologically Inspired Tracker

Visual tracking is challenging due to image variations caused by various...
04/23/2019 ∙ by Bolun Cai, et al. ∙ 8 ∙ share

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Face Hallucination with Finishing Touches

Obtaining a high-quality frontal face image from a low-resolution (LR) n...
02/09/2020 ∙ by Yang Zhang, et al. ∙ 8 ∙ share

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Structured Discriminative Tensor Dictionary Learning for Unsupervised Domain Adaptation

Unsupervised Domain Adaptation (UDA) addresses the problem of performanc...
05/11/2019 ∙ by Songsong Wu, et al. ∙ 7 ∙ share

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A Distributed Approach towards Discriminative Distance Metric Learning

Distance metric learning is successful in discovering intrinsic relation...
05/11/2019 ∙ by Jun Li, et al. ∙ 7 ∙ share

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Domain-adversarial Network Alignment

Network alignment is a critical task to a wide variety of fields. Many e...
08/15/2019 ∙ by Huiting Hong, et al. ∙ 7 ∙ share

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SBSGAN: Suppression of Inter-Domain Background Shift for Person Re-Identification

Cross-domain person re-identification (re-ID) is challenging due to the ...
08/24/2019 ∙ by Yan Huang, et al. ∙ 7 ∙ share

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Prototype Propagation Networks (PPN) for Weakly-supervised Few-shot Learning on Category Graph

A variety of machine learning applications expect to achieve rapid learn...
05/10/2019 ∙ by Lu Liu, et al. ∙ 6 ∙ share

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Very Long Natural Scenery Image Prediction by Outpainting

Comparing to image inpainting, image outpainting receives less attention...
12/29/2019 ∙ by Zongxin Yang, et al. ∙ 6 ∙ share

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GID-Net: Detecting Human-Object Interaction with Global and Instance Dependency

Since detecting and recognizing individual human or object are not adequ...
03/11/2020 ∙ by Dongming Yang, et al. ∙ 6 ∙ share

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Probabilistic CCA with Implicit Distributions

Canonical Correlation Analysis (CCA) is a classic technique for multi-vi...
07/04/2019 ∙ by Yaxin Shi, et al. ∙ 5 ∙ share

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Teacher Supervises Students How to Learn From Partially Labeled Images for Facial Landmark Detection

Facial landmark detection aims to localize the anatomically defined poin...
08/06/2019 ∙ by Xuanyi Dong, et al. ∙ 5 ∙ share

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Multi-scale discriminative Region Discovery for Weakly-Supervised Object Localization

Localizing objects with weak supervision in an image is a key problem of...
09/24/2019 ∙ by Pei Lv, et al. ∙ 5 ∙ share

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University-1652: A Multi-view Multi-source Benchmark for Drone-based Geo-localization

We consider the problem of cross-view geo-localization. The primary chal...
02/27/2020 ∙ by Zhedong Zheng, et al. ∙ 5 ∙ share

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Meta3D: Single-View 3D Object Reconstruction from Shape Priors in Memory

3D shape reconstruction from a single-view RGB image is an ill-posed pro...
03/08/2020 ∙ by Shuo Yang, et al. ∙ 5 ∙ share

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Deep Bi-Dense Networks for Image Super-Resolution

This paper proposes Deep Bi-Dense Networks (DBDN) for single image super...
10/11/2018 ∙ by Yucheng Wang, et al. ∙ 4 ∙ share

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Sample Adaptive Multiple Kernel Learning for Failure Prediction of Railway Points

Railway points are among the key components of railway infrastructure. A...
07/02/2019 ∙ by Zhibin Li, et al. ∙ 3 ∙ share

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Motorway Traffic Flow Prediction using Advanced Deep Learning

Congestion prediction represents a major priority for traffic management...
07/15/2019 ∙ by Adriana-Simona Mihaita, et al. ∙ 3 ∙ share

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Learning to Propagate for Graph Meta-Learning

Meta-learning extracts the common knowledge acquired from learning diffe...
09/11/2019 ∙ by Lu Liu, et al. ∙ 3 ∙ share

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Rethinking 1D-CNN for Time Series Classification: A Stronger Baseline

For time series classification task using 1D-CNN, the selection of kerne...
02/24/2020 ∙ by Wensi Tang, et al. ∙ 3 ∙ share

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Dual Pattern Learning Networks by Empirical Dual Prediction Risk Minimization

Motivated by the observation that humans can learn patterns from two giv...
06/11/2018 ∙ by Haimin Zhang, et al. ∙ 2 ∙ share

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Revisiting EmbodiedQA: A Simple Baseline and Beyond

In Embodied Question Answering (EmbodiedQA), an agent interacts with an ...
04/08/2019 ∙ by Yu Wu, et al. ∙ 1 ∙ share

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Gaussian Mixture Marginal Distributions for Modelling Remaining Pipe Wall Thickness of Critical Water Mains in Non-Destructive Evaluation

Rapidly estimating the remaining wall thickness (RWT) is paramount for t...
07/02/2019 ∙ by Linh Nguyen, et al. ∙ 1 ∙ share

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Open Set Domain Adaptation: Theoretical Bound and Algorithm

Unsupervised domain adaptation for classification tasks has achieved gre...
07/19/2019 ∙ by Zhen Fang, et al. ∙ 1 ∙ share

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C-RPNs: Promoting Object Detection in real world via a Cascade Structure of Region Proposal Networks

Recently, significant progresses have been made in object detection on c...
08/19/2019 ∙ by Dongming Yang, et al. ∙ 1 ∙ share

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Curved Buildings Reconstruction from Airborne LiDAR Data by Matching and Deforming Geometric Primitives

Airborne LiDAR (Light Detection and Ranging) data is widely applied in b...
03/22/2020 ∙ by Jingwei Song, et al. ∙ 1 ∙ share

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Robust High Quality Image Guided Depth Upsampling

Time-of-Flight (ToF) depth sensing camera is able to obtain depth maps a...
06/17/2015 ∙ by Wei Liu, et al. ∙ 0 ∙ share

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Data Driven Robust Image Guided Depth Map Restoration

Depth maps captured by modern depth cameras such as Kinect and Time-of-F...
12/26/2015 ∙ by Wei Liu, et al. ∙ 0 ∙ share

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Robust Guided Image Filtering

The process of using one image to guide the filtering process of another...
03/28/2017 ∙ by Wei Liu, et al. ∙ 0 ∙ share

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Online Product Quantization

Approximate nearest neighbor (ANN) search has achieved great success in ...
11/29/2017 ∙ by Donna Xu, et al. ∙ 0 ∙ share

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