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Deep Reinforcement Learning for Unknown Anomaly Detection

Sep 15, 2020
Guansong Pang, Anton van den Hengel, Chunhua Shen, Longbing Cao

* 18 pages, 5 figures, 5 tables 

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Object-and-Action Aware Model for Visual Language Navigation

Jul 29, 2020
Yuankai Qi, Zizheng Pan, Shengping Zhang, Anton van den Hengel, Qi Wu


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Deep Learning for Anomaly Detection: A Review

Jul 08, 2020
Guansong Pang, Chunhua Shen, Longbing Cao, Anton van den Hengel

* Survey paper, 36 pages, 180 references, 2 figures, 3 tables 

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Structured Multimodal Attentions for TextVQA

Jun 01, 2020
Chenyu Gao, Qi Zhu, Peng Wang, Hui Li, Yuliang Liu, Anton van den Hengel, Qi Wu

* 19 pages, winner of TextVQA Challenge 2020 

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On the Value of Out-of-Distribution Testing: An Example of Goodhart's Law

May 19, 2020
Damien Teney, Kushal Kafle, Robik Shrestha, Ehsan Abbasnejad, Christopher Kanan, Anton van den Hengel


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Visual Question Answering with Prior Class Semantics

May 04, 2020
Violetta Shevchenko, Damien Teney, Anthony Dick, Anton van den Hengel


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Learning What Makes a Difference from Counterfactual Examples and Gradient Supervision

Apr 20, 2020
Damien Teney, Ehsan Abbasnedjad, Anton van den Hengel


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Self-trained Deep Ordinal Regression for End-to-End Video Anomaly Detection

Mar 15, 2020
Guansong Pang, Cheng Yan, Chunhua Shen, Anton van den Hengel, Xiao Bai

* Accepted to Proc. IEEE Conf. Computer Vision and Pattern Recognition 2020 

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Unshuffling Data for Improved Generalization

Mar 01, 2020
Damien Teney, Ehsan Abbasnejad, Anton van den Hengel


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On the General Value of Evidence, and Bilingual Scene-Text Visual Question Answering

Feb 26, 2020
Xinyu Wang, Yuliang Liu, Chunhua Shen, Chun Chet Ng, Canjie Luo, Lianwen Jin, Chee Seng Chan, Anton van den Hengel, Liangwei Wang

* Accepted to Proc. IEEE Conf. Computer Vision and Pattern Recognition 2020 

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Learning to Zoom-in via Learning to Zoom-out: Real-world Super-resolution by Generating and Adapting Degradation

Jan 08, 2020
Dong Gong, Wei Sun, Qinfeng Shi, Anton van den Hengel, Yanning Zhang


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Deep Anomaly Detection with Deviation Networks

Nov 19, 2019
Guansong Pang, Chunhua Shen, Anton van den Hengel

* 10 Pages, Published in KDD19 

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Weakly-supervised Deep Anomaly Detection with Pairwise Relation Learning

Oct 30, 2019
Guansong Pang, Anton van den Hengel, Chunhua Shen


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REFUGE Challenge: A Unified Framework for Evaluating Automated Methods for Glaucoma Assessment from Fundus Photographs

Oct 08, 2019
Jos√© Ignacio Orlando, Huazhu Fu, Jo√£o Barbossa Breda, Karel van Keer, Deepti R. Bathula, Andr√©s Diaz-Pinto, Ruogu Fang, Pheng-Ann Heng, Jeyoung Kim, JoonHo Lee, Joonseok Lee, Xiaoxiao Li, Peng Liu, Shuai Lu, Balamurali Murugesan, Valery Naranjo, Sai Samarth R. Phaye, Sharath M. Shankaranarayana, Apoorva Sikka, Jaemin Son, Anton van den Hengel, Shujun Wang, Junyan Wu, Zifeng Wu, Guanghui Xu, Yongli Xu, Pengshuai Yin, Fei Li, Xiulan Zhang, Yanwu Xu, Xiulan Zhang, Hrvoje Bogunovińá

* Accepted for publication in Medical Image Analysis 

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On Incorporating Semantic Prior Knowlegde in Deep Learning Through Embedding-Space Constraints

Sep 30, 2019
Damien Teney, Ehsan Abbasnejad, Anton van den Hengel


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V-PROM: A Benchmark for Visual Reasoning Using Visual Progressive Matrices

Jul 29, 2019
Damien Teney, Peng Wang, Jiewei Cao, Lingqiao Liu, Chunhua Shen, Anton van den Hengel


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An Effective Two-Branch Model-Based Deep Network for Single Image Deraining

May 14, 2019
Yinglong Wang, Dong Gong, Jie Yang, Qinfeng Shi, Anton van den Hengel, Dehua Xie, Bing Zeng

* 10 pages, 9 figures, 3 tables 

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Attention-guided Network for Ghost-free High Dynamic Range Imaging

Apr 23, 2019
Qingsen Yan, Dong Gong, Qinfeng Shi, Anton van den Hengel, Chunhua Shen, Ian Reid, Yanning Zhang

* Accepted to appear at CVPR 2019 

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RERERE: Remote Embodied Referring Expressions in Real indoor Environments

Apr 23, 2019
Yuankai Qi, Qi Wu, Peter Anderson, Marco Liu, Chunhua Shen, Anton van den Hengel


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Reinforcement Learning with Attention that Works: A Self-Supervised Approach

Apr 06, 2019
Anthony Manchin, Ehsan Abbasnejad, Anton van den Hengel


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Actively Seeking and Learning from Live Data

Apr 05, 2019
Damien Teney, Anton van den Hengel


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Memorizing Normality to Detect Anomaly: Memory-augmented Deep Autoencoder for Unsupervised Anomaly Detection

Apr 04, 2019
Dong Gong, Lingqiao Liu, Vuong Le, Budhaditya Saha, Moussa Reda Mansour, Svetha Venkatesh, Anton van den Hengel


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What's to know? Uncertainty as a Guide to Asking Goal-oriented Questions

Dec 16, 2018
Ehsan Abbasnejad, Qi Wu, Javen Shi, Anton van den Hengel


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An Active Information Seeking Model for Goal-oriented Vision-and-Language Tasks

Dec 16, 2018
Ehsan Abbasnejad, Qi Wu, Iman Abbasnejad, Javen Shi, Anton van den Hengel


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Neighbourhood Watch: Referring Expression Comprehension via Language-guided Graph Attention Networks

Dec 12, 2018
Peng Wang, Qi Wu, Jiewei Cao, Chunhua Shen, Lianli Gao, Anton van den Hengel


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Visual Question Answering as Reading Comprehension

Nov 29, 2018
Hui Li, Peng Wang, Chunhua Shen, Anton van den Hengel


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End-to-End Diagnosis and Segmentation Learning from Cardiac Magnetic Resonance Imaging

Oct 23, 2018
Gerard Snaauw, Dong Gong, Gabriel Maicas, Anton van den Hengel, Wiro J. Niessen, Johan Verjans, Gustavo Carneiro

* submitted to 2019 IEEE International Symposium on Biomedical Imaging (ISBI) 

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