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Light Field Reconstruction via Attention-Guided Deep Fusion of Hybrid Lenses


Feb 14, 2021
Jing Jin, Hui Liu, Junhui Hou, Hongkai Xiong

* 14 pages, 8 figures. arXiv admin note: text overlap with arXiv:1907.09640 

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NCGNN: Node-level Capsule Graph Neural Network


Dec 07, 2020
Rui Yang, Wenrui Dai, Chenglin Li, Junni Zou, Hongkai Xiong


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Hierarchical Semantic Aggregation for Contrastive Representation Learning


Dec 04, 2020
Haohang Xu, Xiaopeng Zhang, Hao Li, Lingxi Xie, Hongkai Xiong, Qi Tian


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Batch Normalization with Enhanced Linear Transformation


Nov 28, 2020
Yuhui Xu, Lingxi Xie, Cihang Xie, Jieru Mei, Siyuan Qiao, Wei Shen, Hongkai Xiong, Alan Yuille

* 12 pages. The code is available at https://github.com/yuhuixu1993/BNET 

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Center-wise Local Image Mixture For Contrastive Representation Learning


Nov 05, 2020
Hao Li, Xiaopeng Zhang, Ruoyu Sun, Hongkai Xiong, Qi Tian


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MimicNorm: Weight Mean and Last BN Layer Mimic the Dynamic of Batch Normalization


Oct 24, 2020
Wen Fei, Wenrui Dai, Chenglin Li, Junni Zou, Hongkai Xiong


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K-Shot Contrastive Learning of Visual Features with Multiple Instance Augmentations


Jul 27, 2020
Haohang Xu, Hongkai Xiong, Guo-Jun Qi


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Distilling Object Detectors with Task Adaptive Regularization


Jun 23, 2020
Ruoyu Sun, Fuhui Tang, Xiaopeng Zhang, Hongkai Xiong, Qi Tian


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Graph Pooling with Node Proximity for Hierarchical Representation Learning


Jun 19, 2020
Xing Gao, Wenrui Dai, Chenglin Li, Hongkai Xiong, Pascal Frossard


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Human in Events: A Large-Scale Benchmark for Human-centric Video Analysis in Complex Events


May 19, 2020
Weiyao Lin, Huabin Liu, Shizhan Liu, Yuxi Li, Guo-Jun Qi, Rui Qian, Tao Wang, Nicu Sebe, Ning Xu, Hongkai Xiong, Mubarak Shah

* Dataset for ACM MM'20 Grand Challenge on Large-scale Human-centric Video Analysis in Complex Events (http://humaninevents.org

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TRP: Trained Rank Pruning for Efficient Deep Neural Networks


Apr 30, 2020
Yuhui Xu, Yuxi Li, Shuai Zhang, Wei Wen, Botao Wang, Yingyong Qi, Yiran Chen, Weiyao Lin, Hongkai Xiong

* Accepted by IJCAI2020, An extension version of arXiv:1812.02402 

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Attribute Mix: Semantic Data Augmentation for Fine Grained Recognition


Apr 06, 2020
Hao Li, Xiaopeng Zhang, Hongkai Xiong, Qi Tian


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Latency-Aware Differentiable Neural Architecture Search


Jan 17, 2020
Yuhui Xu, Lingxi Xie, Xiaopeng Zhang, Xin Chen, Bowen Shi, Qi Tian, Hongkai Xiong

* 11 pages, 7 figures 

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Spatial-Temporal Transformer Networks for Traffic Flow Forecasting


Jan 09, 2020
Mingxing Xu, Wenrui Dai, Chunmiao Liu, Xing Gao, Weiyao Lin, Guo-Jun Qi, Hongkai Xiong


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FLAT: Few-Shot Learning via Autoencoding Transformation Regularizers


Dec 29, 2019
Haohang Xu, Hongkai Xiong, Guojun Qi


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AETv2: AutoEncoding Transformations for Self-Supervised Representation Learning by Minimizing Geodesic Distances in Lie Groups


Nov 16, 2019
Feng Lin, Haohang Xu, Houqiang Li, Hongkai Xiong, Guo-Jun Qi


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Trained Rank Pruning for Efficient Deep Neural Networks


Oct 11, 2019
Yuhui Xu, Yuxi Li, Shuai Zhang, Wei Wen, Botao Wang, Wenrui Dai, Yingyong Qi, Yiran Chen, Weiyao Lin, Hongkai Xiong

* NeurIPS-EMC2 2019 Workshop on Energy Efficient Machine Learning and Cognitive Computing. arXiv admin note: substantial text overlap with arXiv:1812.02402 

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Traned Rank Pruning for Efficient Deep Neural Networks


Oct 09, 2019
Yuhui Xu, Yuxi Li, Shuai Zhang, Wei Wen, Botao Wang, Wenrui Dai, Yingyong Qi, Yiran Chen, Weiyao Lin, Hongkai Xiong

* NeurIPS-EMC2 2019 Workshop on Energy Efficient Machine Learning and Cognitive Computing. arXiv admin note: substantial text overlap with arXiv:1812.02402 

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PC-DARTS: Partial Channel Connections for Memory-Efficient Differentiable Architecture Search


Jul 12, 2019
Yuhui Xu, Lingxi Xie, Xiaopeng Zhang, Xin Chen, Guo-Jun Qi, Qi Tian, Hongkai Xiong

* 10 pages,Code is available: https://github.com/yuhuixu1993/PC-DARTS 

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iPool -- Information-based Pooling in Hierarchical Graph Neural Networks


Jul 01, 2019
Xing Gao, Hongkai Xiong, Pascal Frossard


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Group Re-Identification with Multi-grained Matching and Integration


May 26, 2019
Weiyao Lin, Yuxi Li, Hao Xiao, John See, Junni Zou, Hongkai Xiong, Jingdong Wang, Tao Mei

* 14 pages, 10 figures, to appear in IEEE transaction on Cybernetics 

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DNQ: Dynamic Network Quantization


Dec 06, 2018
Yuhui Xu, Shuai Zhang, Yingyong Qi, Jiaxian Guo, Weiyao Lin, Hongkai Xiong


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Zigzag Learning for Weakly Supervised Object Detection


Apr 25, 2018
Xiaopeng Zhang, Jiashi Feng, Hongkai Xiong, Qi Tian

* accepted by CVPR 2018 

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Deep Neural Network Compression with Single and Multiple Level Quantization


Mar 06, 2018
Yuhui Xu, Yongzhuang Wang, Aojun Zhou, Weiyao Lin, Hongkai Xiong

* 8 pages,6 figures. AAAI18 

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Action Recognition with Coarse-to-Fine Deep Feature Integration and Asynchronous Fusion


Nov 20, 2017
Weiyao Lin, Yang Mi, Jianxin Wu, Ke Lu, Hongkai Xiong

* accepted by AAAI 2018 

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Ensemble of Part Detectors for Simultaneous Classification and Localization


May 29, 2017
Xiaopeng Zhang, Hongkai Xiong, Weiyao Lin, Qi Tian


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