Publications

Towards Effective Hyperspectral Image Classification Using Dual-level Deep Spatial Manifold Representation

Cong Wang, Lei Zhang, Wei Wei and Yanning Zhang.

IEEE Transactions on Geoscience and Remote Sensing (TGRS), accepted, 2021.

GSDet: Object Detection in Aerial Images Based on Scale Reasoning

Wei Li, Wei Wei and Lei Zhang

IEEE Transactions on Image Processing (TIP), 2021.

Embarrassingly Simple Binarization for Deep Single Imagery Super-resolution Networks

Lei Zhang, Zhiqiang Lang, Wei Wei and Yannig Zhang

IEEE Transactions on Image Processing (TIP), 2021.

Exploiting textual queries for dynamically visual disambiguation

Zeren Sun, Yazhou Yao, Jimin Xiao, Lei Zhang, Jian Zhang and Zhenmin Tang

Pattern Recognition (PR), accepted, 2021.

Unsupervised Recurrent Hyperspectral Imagery Super-resolution Using Pixel-aware Refinement

Wei Wei, Jiangtao Nie, Lei Zhang* and Yanning Zhang

IEEE Transactions on Geoscience and Remote Sensing (TGRS), accepted, 2020.

Boosting One-Shot Spectral Super-Resolution Using Transfer Learning

Wei Wei, Yuxuan Sun, Lei Zhang* and Yanning Zhang

IEEE Transactions on Computational Imaging (TCI), 2020.

Deep Blind Hyperspectral Image Super-Resolution

Lei Zhang, Jiangtao Nie, Wei Wei, Yong Li and Yanning Zhang

IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2020.

Deep HDR Imaging via A Non-Local Network

Qingsen Yan, Lei Zhang, Yu Liu, Yu Zhu, Jinqiu Sun, Qinfeng Shi and Yanning Zhang

IEEE Transactions on Image Processing (TIP), 2020.

Adaptive Importance Learning for Improving Lightweight Image Super-resolution Network

Lei Zhang, Peng Wang, Chunhua Shen, Lingqiao Liu, Wei Wei, Yanning Zhang and Anton van den Hengel

International Journal of Computer Vision (IJCV), 2019, accepted.

[GitHub]

A Separation-Aggregation Network for Image Denoising

Lei Zhang, Yong Li, Peng Wang, Wei Wei, Songzheng Xu and Yanning Zhang

Applied Soft Computing (ASC), accepted, 2019.

Learning Discriminative Compact Representation for Hyperspectral Imagery Classification

Lei Zhang, Jinyang Zhang, Wei Wei and Yanning Zhang

IEEE Transactions on Geoscience and Remote Sensing (TGRS), accepted, 2019.

[Code]

Accurate Imagery Recovery Using a Multi-Observation Patch Model

Lei Zhang, Wei Wei, Qinfeng Shi, Chunhua Shen, Anton van den Hengel and Yanning Zhang

Information Science, accepted, 2019.

An Adaptive Markov Random Field for Structured Compressive Sensing

Suwichaya Suwanwimolkul*, Lei Zhang*, Dong Gong, Zhen Zhang, Chao Chen, Damith C. Ranasinghe, Qinfeng Shi

(* Indicates equal contribution)

IEEE Transactions on Image Processing (TIP), accepted, 2018.

Exploiting Clustering Manifold Structure for Hyperspectral Imagery Super-Resolution

Lei Zhang, Wei Wei, Chengcheng Bai, Yifan Gao and Yanning Zhang

IEEE Transactions on Image Processing (TIP), accepted, 2018.

[Code]

Intra-Cluster Structured Low-Rank Matrix Analysis Method for Hyperspectral Denoising

Wei Wei*, Lei Zhang*, Yining Jiao, Chunna Tian, Cong Wang and Yanning Zhang

(* Indicates equal contribution)

IEEE Transactions on Geoscience and Remote Sensing (TGRS), accepted, 2018.

Deep Cube-Pair Network for Hyperspectral Imagery Classification

Wei Wei, Jinyang Zhang, Lei Zhang, Chunna Tian and Yanning Zhang

Remote Sensing (RS), 2018.

Unsupervised Domain Adaptation Using Robust Class-Wise Matching

Lei Zhang, Peng Wang, Wei Wei, Hao Lu, Chunhua Shen, Anton van den Hengel and Yanning Zhang

IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2018, accepted.

Exploiting Structured Sparsity for Hyperspectral Anomaly Detection

Fei Li, Xiuwei Zhang, Lei Zhang, Dongmei Jiang and Yanning Zhang

IEEE Transactions on Geoscience and Remote Sensing (TGRS), accepted, 2018.

Cluster Sparsity Field: An Internal Hyperspectral Imagery Prior for Reconstruction

Lei Zhang, Wei Wei, Yanning Zhang, Chunhua Shen, Anton van den Hengel and Qingfeng Shi

International Journal of Computer Vision (IJCV), 2018, accepted.

[Code both codes for deonising and compressive sensing are provided]

Salient object detection in hyperspectral imagery using multi-scale spectral-spatial gradient

Lei Zhang, Yanning Zhang, Hangqi Yan, Yifan Gao and Wei Wei

Neurocomputing, 2018.

Exploring Structured Sparsity by A Reweighted Laplace Prior for Hyperspectral Compressive Sensing

Lei Zhang, Wei Wei, Chunna Tian, Fei Li and Yanning Zhang

IEEE Transactions on Image Processing (TIP), 2016.

Meta Transfer Learning For Few-Shot Hyperspectral Image Classification

Fei Zhou, Lei Zhang, Wei Wei, Zongwen Bai, Yanning Zhang

IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2021.

Unsupervised Adaptation Learning for Hyperspectral Imagery Super-resolution

Lei Zhang, Jiangtao Nie, Wei Wei, Yanning Zhang, Shengcai Liao and Ling Shao

IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2020

[GitHub]

Data-specific Activation Function Learning for Hyperspectral Image Classification

Yu Li, Wei Wei, Jinyang Zhang, Lei Zhang and Yanning Zhang

International Conference on Orange Technology (ICOT), 2019 (Best paper)

Variational Bayesian Dropout with A Hierarchical Prior

Yuhang Liu, Wenyong Dong, Lei Zhang, Dong Gong and Qingfeng Shi

IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2019

Unsupervised Deep Domain Adaptation for Hyperspectral Image Classification

Wei Li, Wei Wei, Lei Zhang, Cong Wang and Yanning Zhang

IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2019, (oral)

Robust Deep Hyperspectral Imagery Super-resolution

Jiangtao Nie, Lei Zhang, Cong Wang, Wei Wei and Yanning Zhang

IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2019, (oral)

Deep Spectral Super-resolution with Noisy Input

Zhiqiang Lang, Lei Zhang, Wei Wei, Jiangtao Nie, Chunna Tian and Yanning Zhang

IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2019, (oral)

Single Hyperspectral Image Super-resolution with Grouped Deep Recursive Residual Network

Yong Li, Lei Zhang, Chen Ding, Wei Wei and Yanning Zhang

IEEE International Conference on Multimedia Big Data (BigMM), 2018, accepted.

A Band Grouping Based Hyperspectral Imagery Classification Method with Analysis Dictionary Learning

Mengting Ma, Cong Wang, Lei Zhang, Yanning Zhang and Wei Wei

IEEE International Conference on Multimedia Big Data (BigMM), 2018, accepted.

Accurate Spectral Super-resolution from Single RGB Image Using Multi-scale CNN

Yiqi Yan, Lei Zhang, Jun Li, Wei Wei, Yanning Zhang

Chinese Conference on Pattern Recognition and Computer Vision (PRCV), 2018, accepted.

Hyperspectral Imagery Denoising Using Covariance Matrix Estimation based Structured Sparse Coding and Intra-cluster Filtering

Lei Zhang, Wei Wei, Yanning Zhang, and Cong Wang

IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2016, (oral)

Hyperspectral Anomaly Detection Using Background Learning And Structured Sparse Representation

Fei Li, Yanning Zhang, Lei Zhang, Xiuwei Zhang and Dongmei Jiang

IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2016, (oral)

Hyperspectral Compressive Sensing Using Manifold-Structured Sparsity Prior

Lei Zhang, Wei Wei, Yanning Zhang, Fei Li, Chunhua Shen, and Qinfeng Shi

IEEE International Conference on Computer Vision (ICCV), 2015

[Poster]