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Light Lies: Optical Adversarial Attack


Jul 14, 2021
Kyulim Kim, JeongSoo Kim, Seungri Song, Jun-Ho Choi, Chulmin Joo, Jong-Seok Lee

* 11 pages, 4 figures, author names corrected 

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Deep Image Destruction: A Comprehensive Study on Vulnerability of Deep Image-to-Image Models against Adversarial Attacks


Apr 30, 2021
Jun-Ho Choi, Huan Zhang, Jun-Hyuk Kim, Cho-Jui Hsieh, Jong-Seok Lee


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TREND: Truncated Generalized Normal Density Estimation of Inception Embeddings for Accurate GAN Evaluation


Apr 30, 2021
Junghyuk Lee, Jong-Seok Lee


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Students are the Best Teacher: Exit-Ensemble Distillation with Multi-Exits


Apr 05, 2021
Hojung Lee, Jong-Seok Lee


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Local Critic Training for Model-Parallel Learning of Deep Neural Networks


Feb 03, 2021
Hojung Lee, Cho-Jui Hsieh, Jong-Seok Lee

* IEEE Transactions on Neural Networks and Learning Systems (2021) 

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Wide Color Gamut Image Content Characterization: Method, Evaluation, and Applications


Jan 19, 2021
Junghyuk Lee, Toinon Vigier, Patrick Le Callet, Jong-Seok Lee

* IEEE Transactions on Multimedia (2020) 

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Ambiguity of Objective Image Quality Metrics: A New Methodology for Performance Evaluation


Jan 19, 2021
Manri Cheon, Toinon Vigier, Lukáš Krasula, Junghyuk Lee, Patrick Le Callet, Jong-Seok Lee

* Signal Processing: Image Communication (2021) 

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Emotional EEG Classification using Connectivity Features and Convolutional Neural Networks


Jan 18, 2021
Seong-Eun Moon, Chun-Jui Chen, Cho-Jui Hsieh, Jane-Ling Wang, Jong-Seok Lee

* Neural Networks, vol. 132, pp. 96-107, Dec. 2020 

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Just One Moment: Inconspicuous One Frame Attack on Deep Action Recognition


Nov 30, 2020
Jaehui Hwang, Jun-Hyuk Kim, Jun-Ho Choi, Jong-Seok Lee


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AIM 2020 Challenge on Real Image Super-Resolution: Methods and Results


Sep 25, 2020
Pengxu Wei, Hannan Lu, Radu Timofte, Liang Lin, Wangmeng Zuo, Zhihong Pan, Baopu Li, Teng Xi, Yanwen Fan, Gang Zhang, Jingtuo Liu, Junyu Han, Errui Ding, Tangxin Xie, Liang Cao, Yan Zou, Yi Shen, Jialiang Zhang, Yu Jia, Kaihua Cheng, Chenhuan Wu, Yue Lin, Cen Liu, Yunbo Peng, Xueyi Zou, Zhipeng Luo, Yuehan Yao, Zhenyu Xu, Syed Waqas Zamir, Aditya Arora, Salman Khan, Munawar Hayat, Fahad Shahbaz Khan, Keon-Hee Ahn, Jun-Hyuk Kim, Jun-Ho Choi, Jong-Seok Lee, Tongtong Zhao, Shanshan Zhao, Yoseob Han, Byung-Hoon Kim, JaeHyun Baek, Haoning Wu, Dejia Xu, Bo Zhou, Wei Guan, Xiaobo Li, Chen Ye, Hao Li, Haoyu Zhong, Yukai Shi, Zhijing Yang, Xiaojun Yang, Haoyu Zhong, Xin Li, Xin Jin, Yaojun Wu, Yingxue Pang, Sen Liu, Zhi-Song Liu, Li-Wen Wang, Chu-Tak Li, Marie-Paule Cani, Wan-Chi Siu, Yuanbo Zhou, Rao Muhammad Umer, Christian Micheloni, Xiaofeng Cong, Rajat Gupta, Keon-Hee Ahn, Jun-Hyuk Kim, Jun-Ho Choi, Jong-Seok Lee, Feras Almasri, Thomas Vandamme, Olivier Debeir

* European Conference on Computer Vision Workshops, 2020 

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AIM 2020 Challenge on Efficient Super-Resolution: Methods and Results


Sep 15, 2020
Kai Zhang, Martin Danelljan, Yawei Li, Radu Timofte, Jie Liu, Jie Tang, Gangshan Wu, Yu Zhu, Xiangyu He, Wenjie Xu, Chenghua Li, Cong Leng, Jian Cheng, Guangyang Wu, Wenyi Wang, Xiaohong Liu, Hengyuan Zhao, Xiangtao Kong, Jingwen He, Yu Qiao, Chao Dong, Xiaotong Luo, Liang Chen, Jiangtao Zhang, Maitreya Suin, Kuldeep Purohit, A. N. Rajagopalan, Xiaochuan Li, Zhiqiang Lang, Jiangtao Nie, Wei Wei, Lei Zhang, Abdul Muqeet, Jiwon Hwang, Subin Yang, JungHeum Kang, Sung-Ho Bae, Yongwoo Kim, Liang Chen, Jiangtao Zhang, Xiaotong Luo, Yanyun Qu, Geun-Woo Jeon, Jun-Ho Choi, Jun-Hyuk Kim, Jong-Seok Lee, Steven Marty, Eric Marty, Dongliang Xiong, Siang Chen, Lin Zha, Jiande Jiang, Xinbo Gao, Wen Lu, Haicheng Wang, Vineeth Bhaskara, Alex Levinshtein, Stavros Tsogkas, Allan Jepson, Xiangzhen Kong, Tongtong Zhao, Shanshan Zhao, Hrishikesh P S, Densen Puthussery, Jiji C V, Nan Nan, Shuai Liu, Jie Cai, Zibo Meng, Jiaming Ding, Chiu Man Ho, Xuehui Wang, Qiong Yan, Yuzhi Zhao, Long Chen, Jiangtao Zhang, Xiaotong Luo, Liang Chen, Yanyun Qu, Long Sun, Wenhao Wang, Zhenbing Liu, Rushi Lan, Rao Muhammad Umer, Christian Micheloni


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EmbraceNet for Activity: A Deep Multimodal Fusion Architecture for Activity Recognition


Apr 29, 2020
Jun-Ho Choi, Jong-Seok Lee

* Accepted in HASCA at ACM UbiComp/ISWC 2019, won the 2nd place in the SHL Recognition Challenge 2019 

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Brain Signal Classification via Learning Connectivity Structure


May 31, 2019
Soobeom Jang, Seong-Eun Moon, Jong-Seok Lee

* 14 pages (11 for article + 3 for supplementary), 5 figures (3 for article + 2 for supplementary) 

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EmbraceNet: A robust deep learning architecture for multimodal classification


Apr 19, 2019
Jun-Ho Choi, Jong-Seok Lee

* Information Fusion 51 (2019) 259-270 
* Code available at https://github.com/idearibosome/embracenet 

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Evaluating Robustness of Deep Image Super-Resolution against Adversarial Attacks


Apr 12, 2019
Jun-Ho Choi, Huan Zhang, Jun-Hyuk Kim, Cho-Jui Hsieh, Jong-Seok Lee


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Lightweight and Efficient Image Super-Resolution with Block State-based Recursive Network


Nov 30, 2018
Jun-Ho Choi, Jun-Hyuk Kim, Manri Cheon, Jong-Seok Lee

* The code is available at https://github.com/idearibosome/tf-bsrn-sr 

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RAM: Residual Attention Module for Single Image Super-Resolution


Nov 29, 2018
Jun-Hyuk Kim, Jun-Ho Choi, Manri Cheon, Jong-Seok Lee

* 10 pages 

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Generative adversarial network-based image super-resolution using perceptual content losses


Sep 21, 2018
Manri Cheon, Jun-Hyuk Kim, Jun-Ho Choi, Jong-Seok Lee

* To appear in ECCV 2018 workshop. Won the 2nd place for Region 1 in the PIRM Challenge on Perceptual Super Resolution at ECCV 2018. Github at https://github.com/manricheon/eusr-pcl-tf 

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Deep Learning-based Image Super-Resolution Considering Quantitative and Perceptual Quality


Sep 13, 2018
Jun-Ho Choi, Jun-Hyuk Kim, Manri Cheon, Jong-Seok Lee

* Won the 2nd place for Region 2 in the PIRM Challenge on Perceptual Super Resolution at ECCV 2018. GitHub at https://github.com/idearibosome/tf-perceptual-eusr 

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EEG-based video identification using graph signal modeling and graph convolutional neural network


Sep 12, 2018
Soobeom Jang, Seong-Eun Moon, Jong-Seok Lee

* Accepted and presented at ICASSP 2018 

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Evaluation of Preference of Multimedia Content using Deep Neural Networks for Electroencephalography


Sep 12, 2018
Seong-Eun Moon, Soobeom Jang, Jong-Seok Lee

* Accepted for the 10th International Conference on Quality of Multimedia Experience (QoMEX 2018) 

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Convolutional Neural Network Approach for EEG-based Emotion Recognition using Brain Connectivity and its Spatial Information


Sep 12, 2018
Seong-Eun Moon, Soobeom Jang, Jong-Seok Lee

* Accepted for the 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2018) 

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