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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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Middle-level Fusion for Lightweight RGB-D Salient Object Detection


May 06, 2021
Nianchang Huang, Qiang Zhang, Jungong Han

* 11 pages, 5 figures 

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RepMLP: Re-parameterizing Convolutions into Fully-connected Layers for Image Recognition


May 05, 2021
Xiaohan Ding, Xiangyu Zhang, Jungong Han, Guiguang Ding

* Work in progress 

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Exploring Modality-shared Appearance Features and Modality-invariant Relation Features for Cross-modality Person Re-Identification


Apr 23, 2021
Nianchang Huang, Jianan Liu, Qiang Zhang, Jungong Han

* 13 pages, 8 figures, submitted to TIP 

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Few-Cost Salient Object Detection with Adversarial-Paced Learning


Apr 05, 2021
Dingwen Zhang, Haibin Tian, Jungong Han

* 34th Conference on Neural Information Processing Systems (NeurIPS 2020) 

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Diverse Branch Block: Building a Convolution as an Inception-like Unit


Mar 29, 2021
Xiaohan Ding, Xiangyu Zhang, Jungong Han, Guiguang Ding

* CVPR 2021 

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Onfocus Detection: Identifying Individual-Camera Eye Contact from Unconstrained Images


Mar 29, 2021
Dingwen Zhang, Bo Wang, Gerong Wang, Qiang Zhang, Jiajia Zhang, Jungong Han, Zheng You

* SCIENCE CHINA Information Sciences, 2021 

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Densely Nested Top-Down Flows for Salient Object Detection


Feb 18, 2021
Chaowei Fang, Haibin Tian, Dingwen Zhang, Qiang Zhang, Jungong Han, Junwei Han


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RepVGG: Making VGG-style ConvNets Great Again


Jan 11, 2021
Xiaohan Ding, Xiangyu Zhang, Ningning Ma, Jungong Han, Guiguang Ding, Jian Sun

* The code and trained models are available at https://github.com/megvii-model/RepVGG 

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Perception Consistency Ultrasound Image Super-resolution via Self-supervised CycleGAN


Dec 28, 2020
Heng Liu, Jianyong Liu, Tao Tao, Shudong Hou, Jungong Han


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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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Shallow Feature Based Dense Attention Network for Crowd Counting


Jun 17, 2020
Yunqi Miao, Zijia Lin, Guiguang Ding, Jungong Han


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IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval


Mar 08, 2020
Hui Chen, Guiguang Ding, Xudong Liu, Zijia Lin, Ji Liu, Jungong Han

* 9 pages; Accepted by CVPR2020 

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NAS-Count: Counting-by-Density with Neural Architecture Search


Feb 29, 2020
Yutao Hu, Xiaolong Jiang, Xuhui Liu, Baochang Zhang, Jungong Han, Xianbin Cao, David Doermann


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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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Aggregation Signature for Small Object Tracking


Oct 24, 2019
Chunlei Liu, Wenrui Ding, Jinyu Yang, Vittorio Murino, Baochang Zhang, Jungong Han, Guodong Guo

* IEEE Transactions on Image Processing, 2019 

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Meta-Transfer Networks for Zero-Shot Learning


Sep 08, 2019
Yunlong Yu, Zhongfei Zhang, Jungong Han


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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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Incremental Few-Shot Learning for Pedestrian Attribute Recognition


Jun 02, 2019
Liuyu Xiang, Xiaoming Jin, Guiguang Ding, Jungong Han, Leida Li

* IJCAI 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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Saliency-Guided Attention Network for Image-Sentence Matching


Apr 20, 2019
Zhong Ji, Haoran Wang, Jungong Han, Yanwei Pang


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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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Pixelated Semantic Colorization


Feb 07, 2019
Jiaojiao Zhao, Jungong Han, Ling Shao, Cees G. M. Snoek


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Projection Convolutional Neural Networks for 1-bit CNNs via Discrete Back Propagation


Dec 12, 2018
Jiaxin Gu, Ce Li, Baochang Zhang, Jungong Han, Xianbin Cao, Jianzhuang Liu, David Doermann


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Pixel-level Semantics Guided Image Colorization


Aug 05, 2018
Jiaojiao Zhao, Li Liu, Cees G. M. Snoek, Jungong Han, Ling Shao


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