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Dual-Teacher Class-Incremental Learning With Data-Free Generative Replay


Jun 17, 2021
Yoojin Choi, Mostafa El-Khamy, Jungwon Lee

* CVPR 2021 Workshop on Continual Learning in Computer Vision (CLVision) 

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Towards Fair Federated Learning with Zero-Shot Data Augmentation


Apr 27, 2021
Weituo Hao, Mostafa El-Khamy, Jungwon Lee, Jianyi Zhang, Kevin J Liang, Changyou Chen, Lawrence Carin

* Accepted by IEEE CVPR Workshop on Fair, Data Efficient And Trusted Computer Vision 

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MLPerf Mobile Inference Benchmark: Why Mobile AI Benchmarking Is Hard and What to Do About It


Dec 03, 2020
Vijay Janapa Reddi, David Kanter, Peter Mattson, Jared Duke, Thai Nguyen, Ramesh Chukka, Kenneth Shiring, Koan-Sin Tan, Mark Charlebois, William Chou, Mostafa El-Khamy, Jungwook Hong, Michael Buch, Cindy Trinh, Thomas Atta-fosu, Fatih Cakir, Masoud Charkhabi, Xiaodong Chen, Jimmy Chiang, Dave Dexter, Woncheol Heo, Guenther Schmuelling, Maryam Shabani, Dylan Zika


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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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