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Understanding the Interaction of Adversarial Training with Noisy Labels


Feb 09, 2021
Jianing Zhu, Jingfeng Zhang, Bo Han, Tongliang Liu, Gang Niu, Hongxia Yang, Mohan Kankanhalli, Masashi Sugiyama


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Unsupervised Spatial-spectral Network Learning for Hyperspectral Compressive Snapshot Reconstruction


Dec 18, 2020
Yubao Sun, Ying Yang, Qingshan Liu, Mohan Kankanhalli


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Geometry-aware Instance-reweighted Adversarial Training


Oct 05, 2020
Jingfeng Zhang, Jianing Zhu, Gang Niu, Bo Han, Masashi Sugiyama, Mohan Kankanhalli


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Using Under-trained Deep Ensembles to Learn Under Extreme Label Noise


Sep 23, 2020
Konstantinos Nikolaidis, Thomas Plagemann, Stein Kristiansen, Vera Goebel, Mohan Kankanhalli


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My Health Sensor, my Classifier: Adapting a Trained Classifier to Unlabeled End-User Data


Sep 22, 2020
Konstantinos Nikolaidis, Stein Kristiansen, Thomas Plagemann, Vera Goebel, Knut Liestøl, Mohan Kankanhalli, Gunn Marit Traaen, Britt Øverland, Harriet Akre, Lars Aakerøy, Sigurd Steinshamn


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Learning Realistic Patterns from Unrealistic Stimuli: Generalization and Data Anonymization


Sep 21, 2020
Konstantinos Nikolaidis, Stein Kristiansen, Thomas Plagemann, Vera Goebel, Knut Liestøl, Mohan Kankanhalli, Gunn Marit Traaen, Britt Øverland, Harriet Akre, Lars Aakerøy, Sigurd Steinshamn


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Robust Federated Recommendation System


Jun 15, 2020
Chen Chen, Jingfeng Zhang, Anthony K. H. Tung, Mohan Kankanhalli, Gang Chen


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Hierarchically Fair Federated Learning


May 01, 2020
Jingfeng Zhang, Cheng Li, Antonio Robles-Kelly, Mohan Kankanhalli


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Adversarial Learning for Personalized Tag Recommendation


Apr 01, 2020
Erik Quintanilla, Yogesh Rawat, Andrey Sakryukin, Mubarak Shah, Mohan Kankanhalli


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Evaluating Salient Object Detection in Natural Images with Multiple Objects having Multi-level Saliency


Mar 19, 2020
GĂśkhan Yildirim, Debashis Sen, Mohan Kankanhalli, Sabine SĂźsstrunk

* IET Image Processing, 2019 
* Accepted Article 

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Attacks Which Do Not Kill Training Make Adversarial Learning Stronger


Feb 26, 2020
Jingfeng Zhang, Xilie Xu, Bo Han, Gang Niu, Lizhen Cui, Masashi Sugiyama, Mohan Kankanhalli


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Weakly-Supervised Multi-Person Action Recognition in 360$^{\circ}$ Videos


Feb 09, 2020
Junnan Li, Jianquan Liu, Yongkang Wong, Shoji Nishimura, Mohan Kankanhalli


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GradMix: Multi-source Transfer across Domains and Tasks


Feb 09, 2020
Junnan Li, Ziwei Xu, Yongkang Wong, Qi Zhao, Mohan Kankanhalli


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Solving Raven's Progressive Matrices with Neural Networks


Feb 06, 2020
Tao Zhuo, Mohan Kankanhalli


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Fast Video Object Segmentation via Mask Transfer Network


Aug 28, 2019
Tao Zhuo, Zhiyong Cheng, Mohan Kankanhalli


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Explainable Video Action Reasoning via Prior Knowledge and State Transitions


Aug 28, 2019
Tao Zhuo, Zhiyong Cheng, Peng Zhang, Yongkang Wong, Mohan Kankanhalli


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Augmenting Physiological Time Series Data: A Case Study for Sleep Apnea Detection


May 22, 2019
Konstantinos Nikolaidis, Stein Kristiansen, Vera Goebel, Thomas Plagemann, Knut Liestøl, Mohan Kankanhalli


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Quantifying and Alleviating the Language Prior Problem in Visual Question Answering


May 13, 2019
Yangyang Guo, Zhiyong Cheng, Liqiang Nie, Yibing Liu, Yinglong Wang, Mohan Kankanhalli


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$\mathcal{G}$-softmax: Improving Intra-class Compactness and Inter-class Separability of Features


Apr 08, 2019
Yan Luo, Yongkang Wong, Mohan Kankanhalli, Qi Zhao

* 15 pages 

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Recognition of Advertisement Emotions with Application to Computational Advertising


Apr 03, 2019
Abhinav Shukla, Shruti Shriya Gullapuram, Harish Katti, Mohan Kankanhalli, Stefan Winkler, Ramanathan Subramanian

* Under consideration for publication in IEEE Trans. Affective Computing 

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Towards Robust ResNet: A Small Step but A Giant Leap


Feb 28, 2019
Jingfeng Zhang, Bo Han, Laura Wynter, Kian Hsiang Low, Mohan Kankanhalli


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Learning to Learn from Noisy Labeled Data


Dec 13, 2018
Junnan Li, Yongkang Wong, Qi Zhao, Mohan Kankanhalli


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Unsupervised Online Video Object Segmentation with Motion Property Understanding


Oct 09, 2018
Tao Zhuo, Zhiyong Cheng, Peng Zhang, Yongkang Wong, Mohan Kankanhalli


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Looking Beyond a Clever Narrative: Visual Context and Attention are Primary Drivers of Affect in Video Advertisements


Aug 14, 2018
Abhinav Shukla, Harish Katti, Mohan Kankanhalli, Ramanathan Subramanian

* Accepted for publication in the Proceedings of 20th ACM International Conference on Multimodal Interaction, Boulder, CO, USA 

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Attention Transfer from Web Images for Video Recognition


Aug 03, 2017
Junnan Li, Yongkang Wong, Qi Zhao, Mohan Kankanhalli

* ACM Multimedia, 2017 

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Multi-Camera Action Dataset for Cross-Camera Action Recognition Benchmarking


May 05, 2017
Wenhui Li, Yongkang Wong, An-An Liu, Yang Li, Yu-Ting Su, Mohan Kankanhalli


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Near-Optimal Active Learning of Multi-Output Gaussian Processes


Nov 24, 2015
Yehong Zhang, Trong Nghia Hoang, Kian Hsiang Low, Mohan Kankanhalli

* 30th AAAI Conference on Artificial Intelligence (AAAI 2016), Extended version with proofs, 13 pages 

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Decision-Theoretic Coordination and Control for Active Multi-Camera Surveillance in Uncertain, Partially Observable Environments


Oct 02, 2012
Prabhu Natarajan, Trong Nghia Hoang, Kian Hsiang Low, Mohan Kankanhalli

* 6th ACM/IEEE International Conference on Distributed Smart Cameras (ICDSC 2012), Extended version with proofs, 8 pages 

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