Lei Zhang

Orcid: 0000-0002-7528-420X

Affiliations:
  • Inception Institute of Artificial Intelligence, United Arab Emirates
  • Northwestern Polytechnical University, Shaanxi Key Lab of Speech & Image Information Processing (SAIIP), Xi'an, China (PhD 2018)


According to our database1, Lei Zhang authored at least 110 papers between 2012 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

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Bibliography

2024
Dual ODE: Spatial-Spectral Neural Ordinary Differential Equations for Hyperspectral Image Super-Resolution.
IEEE Trans. Geosci. Remote. Sens., 2024

Integrating Prototype Learning With Graph Convolution Network for Effective Active Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2024

2023
Learning to Class-Adaptively Manipulate Embeddings for Few-Shot Learning.
IEEE Trans. Circuits Syst. Video Technol., September, 2023

Meta-hallucinating prototype for few-shot learning promotion.
Pattern Recognit., April, 2023

Hyperparameter-Optimization-Inspired Long Short-Term Memory Network for Air Quality Grade Prediction.
Inf., April, 2023

Saliency Guided Inter- and Intra-Class Relation Constraints for Weakly Supervised Semantic Segmentation.
IEEE Trans. Multim., 2023

E2FIF: Push the Limit of Binarized Deep Imagery Super-Resolution Using End-to-End Full-Precision Information Flow.
IEEE Trans. Image Process., 2023

Lightweighted Hyperspectral Image Classification Network by Progressive Bi-Quantization.
IEEE Trans. Geosci. Remote. Sens., 2023

Dynamic Super-Pixel Normalization for Robust Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2023

Semi-Supervised Neural Architecture Search for Hyperspectral Imagery Classification Method With Dynamic Feature Clustering.
IEEE Trans. Geosci. Remote. Sens., 2023

IVJDN: An End-to-End Network for Joint Infrared and Visible Image Fusion and Detection.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

Wavelet Transform Based Network for Spectral Super-Resolution.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

Correlated NMS: Establishing Correlations Between Dense Predictions of Remote Sensing Images.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

Semi-Supervised Classification of Hyperspectral Images based on Contrastive Learning Constraint.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

U-Shape Spectral-Transformer for Robust Fusion Based Hyperspectral Super-Resolution.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

Glocal Energy-based Learning for Few-Shot Open-Set Recognition.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

2022
Boosting Hyperspectral Image Classification With Unsupervised Feature Learning.
IEEE Trans. Geosci. Remote. Sens., 2022

Unsupervised Recurrent Hyperspectral Imagery Super-Resolution Using Pixel-Aware Refinement.
IEEE Trans. Geosci. Remote. Sens., 2022

Toward Effective Hyperspectral Image Classification Using Dual-Level Deep Spatial Manifold Representation.
IEEE Trans. Geosci. Remote. Sens., 2022

Contrastive Haze-Aware Learning for Dynamic Remote Sensing Image Dehazing.
IEEE Trans. Geosci. Remote. Sens., 2022

Meta-Generating Deep Attentive Metric for Few-Shot Classification.
IEEE Trans. Circuits Syst. Video Technol., 2022

Hyperspectral Image Classification Promotion Using Clustering Inspired Active Learning.
Remote. Sens., 2022

Integrating Hybrid Pyramid Feature Fusion and Coordinate Attention for Effective Small Sample Hyperspectral Image Classification.
Remote. Sens., 2022

Novel hyperbolic clustering-based band hierarchy (HCBH) for effective unsupervised band selection of hyperspectral images.
Pattern Recognit., 2022

Accurate Air-Quality Prediction Using Genetic-Optimized Gated-Recurrent-Unit Architecture.
Inf., 2022

Mind the Gap: Polishing Pseudo labels for Accurate Semi-supervised Object Detection.
CoRR, 2022

Pluggable Weakly-Supervised Cross-View Learning for Accurate Vehicle Re-Identification.
Proceedings of the ICMR '22: International Conference on Multimedia Retrieval, Newark, NJ, USA, June 27, 2022

Dynamic Long-Short Range Structure Learning for Low-Illumination Remote Sensing Imagery HDR Reconstruction.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Non-Local Proposal Dynamic Enhancement Learning for Few-Shot Object Detection in Remote Sensing Images.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

2021
Deep Blind Hyperspectral Image Super-Resolution.
IEEE Trans. Neural Networks Learn. Syst., 2021

Embarrassingly Simple Binarization for Deep Single Imagery Super-Resolution Networks.
IEEE Trans. Image Process., 2021

GSDet: Object Detection in Aerial Images Based on Scale Reasoning.
IEEE Trans. Image Process., 2021

Boosting Few-Shot Hyperspectral Image Classification Using Pseudo-Label Learning.
Remote. Sens., 2021

Exploiting textual queries for dynamically visual disambiguation.
Pattern Recognit., 2021

Towards accurate HDR imaging with learning generator constraints.
Neurocomputing, 2021

CAT: Cross-Attention Transformer for One-Shot Object Detection.
CoRR, 2021

Pluggable Weakly-Supervised Cross-View Learning for Accurate Vehicle Re-Identification.
CoRR, 2021

Meta Transfer Learning for Few-Shot Hyperspectral Image Classification.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Neural Stochastic Differential Equation for Hyperspectral Image Classification.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Contrastive Learning Based Hybrid Networks for Long-Tailed Image Classification.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2021

2020
Accurate Tensor Completion via Adaptive Low-Rank Representation.
IEEE Trans. Neural Networks Learn. Syst., 2020

Deep HDR Imaging via A Non-Local Network.
IEEE Trans. Image Process., 2020

Towards Effective Deep Embedding for Zero-Shot Learning.
IEEE Trans. Circuits Syst. Video Technol., 2020

Boosting One-Shot Spectral Super-Resolution Using Transfer Learning.
IEEE Trans. Computational Imaging, 2020

Deep Recursive Network for Hyperspectral Image Super-Resolution.
IEEE Trans. Computational Imaging, 2020

Intraclass Similarity Structure Representation-Based Hyperspectral Imagery Classification With Few Samples.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020

Hyperspectral Image Classification With Data Augmentation and Classifier Fusion.
IEEE Geosci. Remote. Sens. Lett., 2020

Adaptive Importance Learning for Improving Lightweight Image Super-Resolution Network.
Int. J. Comput. Vis., 2020

Unsupervised Alternating Optimization for Blind Hyperspectral Imagery Super-resolution.
CoRR, 2020

Meta-Generating Deep Attentive Metric for Few-shot Classification.
CoRR, 2020

Deep Self-Supervised Learning for Few-Shot Hyperspectral Image Classification.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

Unsupervised Deep Hyperspectral Super-Resolution With Unregistered Images.
Proceedings of the IEEE International Conference on Multimedia and Expo, 2020


Unsupervised Adaptation Learning for Hyperspectral Imagery Super-Resolution.
Proceedings of the 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2020

Pixel-Aware Deep Function-Mixture Network for Spectral Super-Resolution.
Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence, 2020

2019
An Adaptive Markov Random Field for Structured Compressive Sensing.
IEEE Trans. Image Process., 2019

Learning Discriminative Compact Representation for Hyperspectral Imagery Classification.
IEEE Trans. Geosci. Remote. Sens., 2019

Intracluster Structured Low-Rank Matrix Analysis Method for Hyperspectral Denoising.
IEEE Trans. Geosci. Remote. Sens., 2019

Unsupervised Domain Adaptation Using Robust Class-Wise Matching.
IEEE Trans. Circuits Syst. Video Technol., 2019

One-step adaptive markov random field for structured compressive sensing.
Signal Process., 2019

A Novel Analysis Dictionary Learning Model Based Hyperspectral Image Classification Method.
Remote. Sens., 2019

Enhancing image visuality by multi-exposure fusion.
Pattern Recognit. Lett., 2019

Fast-Convergent Fully Connected Deep Learning Model Using Constrained Nodes Input.
Neural Process. Lett., 2019

Robust Hyperspectral Image Domain Adaptation With Noisy Labels.
IEEE Geosci. Remote. Sens. Lett., 2019

Accurate imagery recovery using a multi-observation patch model.
Inf. Sci., 2019

A separation-aggregation network for image denoising.
Appl. Soft Comput., 2019

Improving Hyperspectral Image Classification with Unsupervised Knowledge Learning.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Robust Deep Hyperspectral Imagery Super-Resolution.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Unsupervised deep domain adaptation for hyperspectral image classification.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Deep Spectral Super-Resolution with Noisy Input.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

AIM 2019 Challenge on Constrained Super-Resolution: Methods and Results.
Proceedings of the 2019 IEEE/CVF International Conference on Computer Vision Workshops, 2019

Variational Bayesian Dropout With a Hierarchical Prior.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2019

2018
Exploiting Clustering Manifold Structure for Hyperspectral Imagery Super-Resolution.
IEEE Trans. Image Process., 2018

Exploiting Structured Sparsity for Hyperspectral Anomaly Detection.
IEEE Trans. Geosci. Remote. Sens., 2018

Structured Background Modeling for Hyperspectral Anomaly Detection.
Sensors, 2018

Deep Cube-Pair Network for Hyperspectral Imagery Classification.
Remote. Sens., 2018

When Low Rank Representation Based Hyperspectral Imagery Classification Meets Segmented Stacked Denoising Auto-Encoder Based Spatial-Spectral Feature.
Remote. Sens., 2018

Automatic Kernel Size Determination for Deep Neural Networks Based Hyperspectral Image Classification.
Remote. Sens., 2018

Salient object detection in hyperspectral imagery using multi-scale spectral-spatial gradient.
Neurocomputing, 2018

Cluster Sparsity Field: An Internal Hyperspectral Imagery Prior for Reconstruction.
Int. J. Comput. Vis., 2018

Accurate Spectral Super-resolution from Single RGB Image Using Multi-scale CNN.
CoRR, 2018

Accurate Spectral Super-Resolution from Single RGB Image Using Multi-scale CNN.
Proceedings of the Pattern Recognition and Computer Vision - First Chinese Conference, 2018

An Improved Camouflage Target Detection Using Hyperspectral Image Based on Block-Diagonal and Low-Rank Representation.
Proceedings of the Pattern Recognition and Computer Vision - First Chinese Conference, 2018

A Band Grouping Based Hyperspectral Imagery Classification Method with Analysis Dictionary Learning.
Proceedings of the Fourth IEEE International Conference on Multimedia Big Data, 2018

Single Hyperspectral Image Super-Resolution with Grouped Deep Recursive Residual Network.
Proceedings of the Fourth IEEE International Conference on Multimedia Big Data, 2018

Automated Analysis of Chest Radiographs for Cystic Fibrosis Scoring.
Proceedings of the Advances in Brain Inspired Cognitive Systems, 2018

2017
Structured Sparse Coding-Based Hyperspectral Imagery Denoising With Intracluster Filtering.
IEEE Trans. Geosci. Remote. Sens., 2017

Convolutional Neural Networks Based Hyperspectral Image Classification Method with Adaptive Kernels.
Remote. Sens., 2017

Beyond Low Rank: A Data-Adaptive Tensor Completion Method.
CoRR, 2017

Matrix decomposition based salient object detection in hyperspectral imagery.
Proceedings of the 13th International Conference on Natural Computation, 2017

Hyperspectral image super-resolution extending: An effective fusion based method without knowing the spatial transformation matrix.
Proceedings of the 2017 IEEE International Conference on Multimedia and Expo, 2017

When Unsupervised Domain Adaptation Meets Tensor Representations.
Proceedings of the IEEE International Conference on Computer Vision, 2017

2016
Exploring Structured Sparsity by a Reweighted Laplace Prior for Hyperspectral Compressive Sensing.
IEEE Trans. Image Process., 2016

Dictionary Learning for Promoting Structured Sparsity in Hyperspectral Compressive Sensing.
IEEE Trans. Geosci. Remote. Sens., 2016

Locally Similar Sparsity-Based Hyperspectral Compressive Sensing Using Unmixing.
IEEE Trans. Computational Imaging, 2016

Clustering Detection Algorithm of Plant Leaf Relative Lesion Area Based on Improved GA.
Intell. Autom. Soft Comput., 2016

Hyperspectral imagery denoising using covariance matrix estimation based structured sparse coding and intra-cluster filtering.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

Salient object detection in hyperspectral imagery using spectral gradient contrast.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

Hyperspectral anomaly detection using background learning and structured sparse representation.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

A multi-label Hyperspectral image classification method with deep learning features.
Proceedings of the International Conference on Internet Multimedia Computing and Service, 2016

Cluster Sparsity Field for Hyperspectral Imagery Denoising.
Proceedings of the Computer Vision - ECCV 2016, 2016

2015
Nonseparable sparsity based hyperspectral compressive sensing.
Proceedings of the 7th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2015

Research and Application on Protected Vegetables Early Warning and Control of Mobile Client System.
Proceedings of the Computer and Computing Technologies in Agriculture IX, 2015

Hyperspectral Compressive Sensing Using Manifold-Structured Sparsity Prior.
Proceedings of the 2015 IEEE International Conference on Computer Vision, 2015

Reweighted laplace prior based hyperspectral compressive sensing for unknown sparsity.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2015

2014
Structured sparse BAYESIAN hyperspectral compressive sensing using spectral unmixing.
Proceedings of the 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2014

3D total variation hyperspectral compressive sensing using unmixing.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

2013
Spectral Unmixing for Hyperspectral Image Classification with an Adaptive Endmember Selection.
Proceedings of the Intelligence Science and Big Data Engineering, 2013

An associative saliency segmentation method for infrared targets.
Proceedings of the IEEE International Conference on Image Processing, 2013

2012
Hyperspectral image classification based on Multiple Improved particle swarm cooperative optimization and SVM.
Proceedings of the 21st International Conference on Pattern Recognition, 2012


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