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WAFFLe: Weight Anonymized Factorization for Federated Learning

Aug 13, 2020
Weituo Hao, Nikhil Mehta, Kevin J Liang, Pengyu Cheng, Mostafa El-Khamy, Lawrence Carin


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Data-Free Network Quantization With Adversarial Knowledge Distillation

May 08, 2020
Yoojin Choi, Jihwan Choi, Mostafa El-Khamy, Jungwon Lee

* CVPR 2020 Joint Workshop on Efficient Deep Learning in Computer Vision (EDLCV) 

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

May 05, 2020
Andreas Lugmayr, Martin Danelljan, Radu Timofte, Namhyuk Ahn, Dongwoon Bai, Jie Cai, Yun Cao, Junyang Chen, Kaihua Cheng, SeYoung Chun, Wei Deng, Mostafa El-Khamy, Chiu Man Ho, Xiaozhong Ji, Amin Kheradmand, Gwantae Kim, Hanseok Ko, Kanghyu Lee, Jungwon Lee, Hao Li, Ziluan Liu, Zhi-Song Liu, Shuai Liu, Yunhua Lu, Zibo Meng, Pablo Navarrete Michelini, Christian Micheloni, Kalpesh Prajapati, Haoyu Ren, Yong Hyeok Seo, Wan-Chi Siu, Kyung-Ah Sohn, Ying Tai, Rao Muhammad Umer, Shuangquan Wang, Huibing Wang, Timothy Haoning Wu, Haoning Wu, Biao Yang, Fuzhi Yang, Jaejun Yoo, Tongtong Zhao, Yuanbo Zhou, Haijie Zhuo, Ziyao Zong, Xueyi Zou


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GSANet: Semantic Segmentation with Global and Selective Attention

Feb 14, 2020
Qingfeng Liu, Mostafa El-Khamy, Dongwoon Bai, Jungwon Lee


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HyperCon: Image-To-Video Model Transfer for Video-To-Video Translation Tasks

Dec 10, 2019
Ryan Szeto, Mostafa El-Khamy, Jungwon Lee, Jason J. Corso


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Variable Rate Deep Image Compression With a Conditional Autoencoder

Sep 11, 2019
Yoojin Choi, Mostafa El-Khamy, Jungwon Lee

* ICCV 2019 

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TW-SMNet: Deep Multitask Learning of Tele-Wide Stereo Matching

Jun 11, 2019
Mostafa El-Khamy, Haoyu Ren, Xianzhi Du, Jungwon Lee


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Wyner VAE: Joint and Conditional Generation with Succinct Common Representation Learning

May 27, 2019
J. Jon Ryu, Yoojin Choi, Young-Han Kim, Mostafa El-Khamy, Jungwon Lee

* 24 pages, 18 figures 

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AMNet: Deep Atrous Multiscale Stereo Disparity Estimation Networks

Apr 19, 2019
Xianzhi Du, Mostafa El-Khamy, Jungwon Lee


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Jointly Sparse Convolutional Neural Networks in Dual Spatial-Winograd Domains

Feb 21, 2019
Yoojin Choi, Mostafa El-Khamy, Jungwon Lee

* IEEE ICASSP 2019. arXiv admin note: substantial text overlap with arXiv:1805.08303 

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Compression of Deep Convolutional Neural Networks under Joint Sparsity Constraints

Oct 29, 2018
Yoojin Choi, Mostafa El-Khamy, Jungwon Lee


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DN-ResNet: Efficient Deep Residual Network for Image Denoising

Oct 16, 2018
Haoyu Ren, Mostafa El-Khamy, Jungwon Lee


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Learning Low Precision Deep Neural Networks through Regularization

Sep 01, 2018
Yoojin Choi, Mostafa El-Khamy, Jungwon Lee


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Fused Deep Neural Networks for Efficient Pedestrian Detection

May 02, 2018
Xianzhi Du, Mostafa El-Khamy, Vlad I. Morariu, Jungwon Lee, Larry Davis

* 11 pages 

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BridgeNets: Student-Teacher Transfer Learning Based on Recursive Neural Networks and its Application to Distant Speech Recognition

Feb 21, 2018
Jaeyoung Kim, Mostafa El-Khamy, Jungwon Lee

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

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Universal Deep Neural Network Compression

Feb 07, 2018
Yoojin Choi, Mostafa El-Khamy, Jungwon Lee


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Towards the Limit of Network Quantization

Nov 13, 2017
Yoojin Choi, Mostafa El-Khamy, Jungwon Lee

* Published as a conference paper at ICLR 2017 

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CT-SRCNN: Cascade Trained and Trimmed Deep Convolutional Neural Networks for Image Super Resolution

Nov 11, 2017
Haoyu Ren, Mostafa El-Khamy, Jungwon Lee

* Accepted to IEEE Winter Conf. on Applications of Computer Vision (WACV) 2018, Lake Tahoe, USA 

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Residual LSTM: Design of a Deep Recurrent Architecture for Distant Speech Recognition

Jun 05, 2017
Jaeyoung Kim, Mostafa El-Khamy, Jungwon Lee


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Fused DNN: A deep neural network fusion approach to fast and robust pedestrian detection

May 28, 2017
Xianzhi Du, Mostafa El-Khamy, Jungwon Lee, Larry S. Davis

* WACV 2017 

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