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Graph Information Vanishing Phenomenon inImplicit Graph Neural Networks


Mar 02, 2021
Haifeng Li, Jun Cao, Jiawei Zhu, Qing Zhu, Guohua Wu


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KST-GCN: A Knowledge-Driven Spatial-Temporal Graph Convolutional Network for Traffic Forecasting


Nov 26, 2020
Jiawei Zhu, Xin Han, Hanhan Deng, Chao Tao, Ling Zhao, Lin Tao, Haifeng Li

* 11 pages, 17 figures, 3 tables 

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Depth-Enhanced Feature Pyramid Network for Occlusion-Aware Verification of Buildings from Oblique Images


Nov 26, 2020
Qing Zhu, Shengzhi Huang, Han Hu, Haifeng Li, Min Chen, Ruofei Zhong


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AST-GCN: Attribute-Augmented Spatiotemporal Graph Convolutional Network for Traffic Forecasting


Nov 22, 2020
Jiawei Zhu, Chao Tao, Hanhan Deng, Ling Zhao, Pu Wang, Tao Lin, Haifeng Li

* 11 pages, 17 figures, 3 tables 

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Hierarchical Paired Channel Fusion Network for Street Scene Change Detection


Oct 19, 2020
Yinjie Lei, Duo Peng, Pingping Zhang, Qiuhong Ke, Haifeng Li

* To appear in Transactions on Image Processing, including 13 pages, 13 figures, 9 tables 

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Remote Sensing Image Scene Classification with Self-Supervised Paradigm under Limited Labeled Samples


Oct 02, 2020
Chao Tao, Ji Qi, Weipeng Lu, Hao Wang, Haifeng Li

* 6 pages, 4 figures 

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RS-MetaNet: Deep meta metric learning for few-shot remote sensing scene classification


Sep 28, 2020
Haifeng Li, Zhenqi Cui, Zhiqing Zhu, Li Chen, Jiawei Zhu, Haozhe Huang, Chao Tao

* IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2020 
* 13 pages, 11 figures 

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Urban Traffic Flow Forecast Based on FastGCRNN


Sep 17, 2020
Ya Zhang, Mingming Lu, Haifeng Li


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Bottom-up mechanism and improved contract net protocol for the dynamic task planning of heterogeneous Earth observation resources


Jul 13, 2020
Baoju Liu, Min Deng, Guohua Wu, Xinyu Pei, Haifeng Li, Witold Pedrycz

* 14 pages, 11 figures 

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A3T-GCN: Attention Temporal Graph Convolutional Network for Traffic Forecasting


Jun 20, 2020
Jiawei Zhu, Yujiao Song, Ling Zhao, Haifeng Li


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DAPnet: A double self-attention convolutional network for segmentation of point clouds


Apr 18, 2020
Li Chen, Zewei Xu, Yongjian Fu, Haozhe Huang, Shaowen Wang, Haifeng Li

* 13 pages, 9 figures 

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DASNet: Dual attentive fully convolutional siamese networks for change detection of high resolution satellite images


Mar 07, 2020
Jie Chen, Ziyang Yuan, Jian Peng, Li Chen, Haozhe Huang, Jiawei Zhu, Tao Lin, Haifeng Li

* 11 pages, 9 figures, 4 tables 

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Deep Fusion of Local and Non-Local Features for Precision Landslide Recognition


Feb 20, 2020
Qing Zhu, Lin Chen, Han Hu, Binzhi Xu, Yeting Zhang, Haifeng Li


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Convolution Neural Network Architecture Learning for Remote Sensing Scene Classification


Jan 27, 2020
Jie Chen, Haozhe Huang, Jian Peng, Jiawei Zhu, Li Chen, Wenbo Li, Binyu Sun, Haifeng Li

* 10 pages, 12 figures, 3 tables 

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SCAttNet: Semantic Segmentation Network with Spatial and Channel Attention Mechanism for High-Resolution Remote Sensing Images


Dec 19, 2019
Haifeng Li, Kaijian Qiu, Li Chen, Xiaoming Mei, Liang Hong, Chao Tao


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Overcoming Long-term Catastrophic Forgetting through Adversarial Neural Pruning and Synaptic Consolidation


Dec 19, 2019
Jian Peng Bo Tang, Hao Jiang, Zhuo Li, Yinjie Lei, Tao Lin, Haifeng Li

* 12 pages, 12 figures 

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Adversarial Example in Remote Sensing Image Recognition


Oct 29, 2019
Li Chen, Guowei Zhu, Qi Li, Haifeng Li

* 12 pages 

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MAP-Net: Multi Attending Path Neural Network for Building Footprint Extraction from Remote Sensed Imagery


Oct 26, 2019
Qing Zhu, Cheng Liao, Han Hu, Xiaoming Mei, Haifeng Li

* 11 pages, 10 figures, 4 tables 

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Volume Preserving Image Segmentation with Entropic Regularization Optimal Transport and Its Applications in Deep Learning


Sep 22, 2019
Haifeng Li, Jun Liu, Li Cui, Haiyang Huang, Xue-cheng Tai


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Probabilistic Load Forecasting via Point Forecast Feature Integration


Mar 26, 2019
Qicheng Chang, Yishen Wang, Xiao Lu, Di Shi, Haifeng Li, Jiajun Duan, Zhiwei Wang

* To appear in ISGT ASIA 2019 

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Short-term Load Forecasting at Different Aggregation Levels with Predictability Analysis


Mar 26, 2019
Yayu Peng, Yishen Wang, Xiao Lu, Haifeng Li, Di Shi, Zhiwei Wang, Jie Li

* To appear in ISGT ASIA 2019 

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Program Classification Using Gated Graph Attention Neural Network for Online Programming Service


Mar 09, 2019
Mingming Lu, Dingwu Tan, Naixue Xiong, Zailiang Chen, Haifeng Li

* 12 pages, 27 figures 

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Adversarial Feature Genome: a Data Driven Adversarial Examples Recognition Method


Dec 25, 2018
Li Chen, Hailun Ding, Qi Li, Jiawei Zhu, Haozhe Huang, Yifan Chang, Haifeng Li

* 12 pages, 13 figures 

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Understanding the Importance of Single Directions via Representative Substitution


Dec 06, 2018
Li Chen, Hailun Ding, Qi Li, Zhuo Li, Jian Peng, Haifeng Li

* AAAI-19 Workshop on Network Interpretability for Deep Learning, 2019 
* 4 pages, 6 figures 

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Temporal Graph Convolutional Network for Urban Traffic Flow Prediction Method


Dec 05, 2018
Ling Zhao, Yujiao Song, Chao Zhang, Yu Liu, Pu Wang, Tao Lin, Min Deng, Haifeng Li

* 10 pages, 14 pages 

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Overcoming Catastrophic Forgetting by Soft Parameter Pruning


Dec 04, 2018
Jian Peng, Jiang Hao, Zhuo Li, Enqiang Guo, Xiaohong Wan, Deng Min, Qing Zhu, Haifeng Li

* 10 pages, 12 figures 

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Learning to Measure Change: Fully Convolutional Siamese Metric Networks for Scene Change Detection


Nov 02, 2018
Enqiang Guo, Xinsha Fu, Jiawei Zhu, Min Deng, Yu Liu, Qing Zhu, Haifeng Li

* 21 pages, 12 figures 

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On the Selective and Invariant Representation of DCNN for High-Resolution Remote Sensing Image Recognition


Aug 04, 2017
Jie Chen, Chao Yuan, Min Deng, Chao Tao, Jian Peng, Haifeng Li

* 68 pages, 13 pages 

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RSI-CB: A Large Scale Remote Sensing Image Classification Benchmark via Crowdsource Data


Jun 11, 2017
Haifeng Li, Chao Tao, Zhixiang Wu, Jie Chen, Jianya Gong, Min Deng

* 39 pages, 21 figures, 7 tables 

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What do We Learn by Semantic Scene Understanding for Remote Sensing imagery in CNN framework?


May 19, 2017
Haifeng Li, Jian Peng, Chao Tao, Jie Chen, Min Deng


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