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LODE: Deep Local Deblurring and A New Benchmark


Sep 19, 2021
Zerun Wang, Liuyu Xiang, Fan Yang, Jinzhao Qian, Jie Hu, Haidong Huang, Jungong Han, Yuchen Guo, Guiguang Ding


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Manipulating Identical Filter Redundancy for Efficient Pruning on Deep and Complicated CNN


Jul 30, 2021
Xiaohan Ding, Tianxiang Hao, Jungong Han, Yuchen Guo, Guiguang Ding

* Extension of the CVPR-2019 paper (https://openaccess.thecvf.com/content_CVPR_2019/papers/Ding_Centripetal_SGD_for_Pruning_Very_Deep_Convolutional_Networks_With_Complicated_CVPR_2019_paper.pdf). arXiv admin note: substantial text overlap with arXiv:1904.03837 

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Zero-shot Node Classification with Decomposed Graph Prototype Network


Jun 15, 2021
Zheng Wang, Jialong Wang, Yuchen Guo, Zhiguo Gong

* Accepted by KDD 2021 

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Lossless CNN Channel Pruning via Gradient Resetting and Convolutional Re-parameterization


Jul 07, 2020
Xiaohan Ding, Tianxiang Hao, Ji Liu, Jungong Han, Yuchen Guo, Guiguang Ding

* 9 pages, 7 figures 

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PANDA: A Gigapixel-level Human-centric Video Dataset


Mar 10, 2020
Xueyang Wang, Xiya Zhang, Yinheng Zhu, Yuchen Guo, Xiaoyun Yuan, Liuyu Xiang, Zerun Wang, Guiguang Ding, David J Brady, Qionghai Dai, Lu Fang

* Accepted by IEEE International Conference on Computer Vision and Pattern Recognition (CVPR) 2020 

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Topic-aware chatbot using Recurrent Neural Networks and Nonnegative Matrix Factorization


Dec 04, 2019
Yuchen Guo, Nicholas Hanoian, Zhexiao Lin, Nicholas Liskij, Hanbaek Lyu, Deanna Needell, Jiahao Qu, Henry Sojico, Yuliang Wang, Zhe Xiong, Zhenhong Zou

* 14 pages, 1 figure, 2 tables 

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Global Sparse Momentum SGD for Pruning Very Deep Neural Networks


Oct 25, 2019
Xiaohan Ding, Guiguang Ding, Xiangxin Zhou, Yuchen Guo, Jungong Han, Ji Liu

* Accepted by NeurIPS 2019 

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The Prevalence of Errors in Machine Learning Experiments


Sep 10, 2019
Martin Shepperd, Yuchen Guo, Ning Li, Mahir Arzoky, Andrea Capiluppi, Steve Counsell, Giuseppe Destefanis, Stephen Swift, Allan Tucker, Leila Yousefi

* 20th International Conference on Intelligent Data Engineering and Automated Learning (IDEAL), 14--16 November 2019 

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ACNet: Strengthening the Kernel Skeletons for Powerful CNN via Asymmetric Convolution Blocks


Aug 31, 2019
Xiaohan Ding, Yuchen Guo, Guiguang Ding, Jungong Han

* Accepted to ICCV 2019 

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Approximated Oracle Filter Pruning for Destructive CNN Width Optimization


May 12, 2019
Xiaohan Ding, Guiguang Ding, Yuchen Guo, Jungong Han, Chenggang Yan

* ICML 2019 

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Centripetal SGD for Pruning Very Deep Convolutional Networks with Complicated Structure


Apr 08, 2019
Xiaohan Ding, Guiguang Ding, Yuchen Guo, Jungong Han

* CVPR 2019 

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