Hujun Yin, Turing Fellow 2018-23

Search results

• 2025

  A Survey of Methods for Addressing Imbalance Data Problems in Agriculture Applications

  Miftahushudur, T., Sahin, H. M., Grieve, B. & Yin, H., 29 Jan 2025, In: Remote Sensing. 17, 3, 454.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Machine Learning 100%
  • Precision Agriculture 100%
  • Agricultural Application 50%
  111 Downloads (Pure)

• Surrogate model development for digital experiments in welding

  Miao, Z., Vasileiou, A., Yin, H. & Margetts, L., 12 Jan 2025, (Accepted/In press) In: Journal of Visualized Experiments.

  Research output: Contribution to journal › Article › peer-review

  • Finite Element Simulation 100%
  • Surrogate Model 100%
  • Residual Stress 100%
  • Welds 40%
  • Induced Residual Stress 40%
• 2024

  Feature-Enhanced Representation with Transformers for Multi-View Stereo

  Xiang, L. & Yin, H., 3 Mar 2024, (E-pub ahead of print) In: IET Image Processing.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Contextual Information 100%
  • Global Context 50%
  • Representation Learning 50%
  • Memory Consumption 50%
  • Attention (Machine Learning) 50%

• High-Frequency Channel Attention and Contrastive Learning for Image Super-Resolution

  Yan, T. & Yin, H., 29 Feb 2024, (E-pub ahead of print) In: Visual Computer.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Contrastive Learning 100%
  • super resolution 100%
  • Frequency Channel 100%
  • State of the Art 100%
  • Downscaling 100%

• Model-based Deep Reinforcement Learning for Active Control of Flow around a Circular Cylinder Using Action-informed Episode-based Neural Ordinary Differential Equations

  Mao, Y., Zhong, S. & Yin, H., 21 Aug 2024, In: Physics of Fluids. 36, 8, 083619.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Circular Cylinder 100%
  • Reinforcement Learning 100%
  • Active Control 100%
  • Control Flow 25%
  • Computational Fluid Dynamics 8%
  41 Downloads (Pure)

• Non-Unique Machine Learning Mapping in Data-Driven Reynolds Averaged Turbulence Models

  Man, A., Jadidi, M., Keshmiri, A., Yin, H. & Mahmoudi Larimi, Y., 9 Sept 2024, In: Physics of Fluids. 36, 9, 095119.

  Research output: Contribution to journal › Article › peer-review

  • Two Dimensional 100%
  • Dimensional Flow 100%
  • Learning System 100%
  • Shear Flow 100%
  • Flow Physic 25%
  5 Downloads (Pure)
• 2023

  A Divide-and-Conquer Machine Learning Approach for Modelling Turbulent Flows

  Man, A., Jadidi, M., Keshmiri, A., Yin, H. & Mahmoudi Larimi, Y., 2 May 2023, (E-pub ahead of print) In: Physics of Fluids.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Turbulent Flow 100%
  • Reynolds Stress 100%
  • Reynolds-Averaged Navier-Stokes 100%
  • Learning Approach 100%
  • Flow Physic 66%
  179 Downloads (Pure)

• DRLFluent: A distributed co-simulation framework coupling deep reinforcement learning with Ansys-Fluent on high-performance computing systems

  Mao, Y., Zhong, S. & Yin, H., 1 Dec 2023, In: Journal of Computational Science. 74, 15 p., 102171.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • High-Performance Computing 100%
  • Deep Reinforcement Learning 100%
  • Flow Control 33%
  • Open Source 16%
  • Support Application 16%

• Manifold-enhanced CycleGAN for facial expression synthesis

  Huang, Y. & Yin, H., 20 Feb 2023, In: Imaging Science Journal.

  Research output: Contribution to journal › Article › peer-review

  • Personal Communication 100%
  • Identity Information 100%

• Permuted KPCA and SMOTE to Guide GAN-Based Oversampling for Imbalanced HSI Classification

  Miftahushudur, T., Grieve, B. & Yin, H., 8 Nov 2023, (E-pub ahead of print) In: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Generative Adversarial Networks 100%
  • Minority Class 50%
  • Synthetic Data 50%
  • Pattern Vector 33%
  • Classification Performance 33%

• Segmentation of Weeds and Crops Using Multispectral Imaging and CRF-enhanced U-Net

  Sahin, H. M., Miftahushudur, T., Grieve, B. & Yin, H., 1 Aug 2023, In: Computers and Electronics in Agriculture.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Normalized Difference Vegetation Index 100%
  • Chemical Treatment 100%
  • Multispectral Image 100%
  • Crop Growth 100%
  • Herbicide 100%

• Surrogate model development using simulation data to predict weld residual stress: A case study based on the NeT-TG1 benchmark

  Miao, Z., Margetts, L., Vasileiou, A. N. & Yin, H., 1 Dec 2023, In: International Journal of Pressure Vessels and Piping. 206, 105014.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Residual Stress 100%
  • Welds 100%
  • Surrogate Model 100%
  • Learning System 100%
  • Neural Network 100%
• 2022

  Active Flow Control Using Deep Reinforcement Learning with Time-Delays in Markov Decision Process and Autoregressive Policy

  Mao, Y., Zhong, S. & Yin, H., 3 May 2022, In: Physics of Fluids.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Delay Time 100%
  • Control Flow 100%
  • Markov Decision Process 100%
  • Reinforcement Learning 100%
  • Two Dimensional 33%
  529 Downloads (Pure)

• A Slimmer and Deeper Approach to Deep Network Structures for Low-Level Vision Tasks

  Xu, B. & Yin, H., 1 Jul 2022, In: Expert Systems.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Image Restoration 100%
  • Network Structures 100%
  • Tasks 100%
  • Network Design 50%
  • Computational Complexity 50%

• A Survey of Deep Learning Approaches to Image Restoration

  Su, J., Xu, B. & Yin, H., 28 May 2022, In: Neurocomputing. 487, p. 46-65 20 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Image Restoration 100%
  • Deep Learning 100%
  • Learning Approach 100%
  • Qualitative Method 100%
  • Neural Network 100%
  680 Downloads (Pure)

• Automatic SAR Change Detection Based on Visual Saliency and Multi-Hierarchical Fuzzy Clustering

  Peng, Y., Cui, B., Yin, H., Zhang, Y. & Du, P., 16 Aug 2022, In: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. 15, p. 7755 - 7769

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Changed Region 100%

• CAST: Learning both Geometric and Texture Style Transfers for Effective Caricature Generation

  Huo, J., Liu, X., Li, W., Gao, Y., Yin, H. & Luo, J., 2 Feb 2022, (Accepted/In press) In: IEEE Transactions on Image Processing.

  Research output: Contribution to journal › Article › peer-review

  • Face Recognition 100%
  • Image Processing 100%
  • Facial Feature 100%
  • Fundamental Importance 100%
  • Transfer Learning 100%

• Design and Experimental Validation of Deep Reinforcement Learning-Based Fast Trajectory Planning and Control for Mobile Robot in Unknown Environment

  Chai, R., Niu, H., Carrasco, J., Arvin, F., Yin, H. & Lennox, B., 10 Oct 2022, (E-pub ahead of print) In: IEEE Transactions on NEural Networks and Learning Systems. p. 1-15 16 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Mobile Robot 100%
  • Trajectory Planning 100%
  • Reinforcement Learning 100%
  • Deep Reinforcement Learning 100%
  • Motion Planning 100%
  827 Downloads (Pure)

• Early detection of plant virus infection using multispectral imaging and spatial-spectral machine learning

  Peng, Y., Dallas, M., Ascencio-Ibanez, J., Hoyer, S., Legg, J., Hanley-Bowdoin, L., Grieve, B. & Yin, H., 24 Feb 2022, In: Scientific Reports.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Plant Virus 100%
  • Manihot Esculenta 100%
  • Crop Management 14%
  • Cultivar 14%
  • Repeatability 14%

• Unsupervised Domain Adaptation Through Dynamically Aligning Both the Feature and Label Spaces

  Tian, Q., Zhu, Y., Sun, H., Chen, S. & Yin, H., Dec 2022, In: IEEE Transactions on Circuits and Systems for Video Technology.

  Research output: Contribution to journal › Article › peer-review
• 2021

  Depth Evaluation for Metal Surface Defects by Eddy Current Testing Using Deep Residual Convolutional Neural Networks

  Meng, T., Tao, Y., Chen, Z., Avila, J. R. S., Ran, Q., Shao, Y., Huang, R., Xie, Y., Zhao, Q., Zhang, Z., Yin, H., Peyton, A. J. & Yin, W., 4 Oct 2021, In: IEEE Transactions on Instrumentation and Measurement. 2515413.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Convolutional Neural Network 100%
  • Eddy Current Testing 100%
  • Surface Defect 100%
  • Metal Surface 100%
  • Eddy-Current Testing 100%
  10 Downloads (Pure)

• Efficient Pyramid Context Encoding and Feature Embedding for Semantic Segmentation

  Liu, M. & Yin, H., 1 Jul 2021, In: Image and Vision Computing. 111, 104195.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Neural Architecture Search 100%
  132 Downloads (Pure)
• 2020

  A Convex Discriminant Semantic Correlation Analysis for Cross-View Recognition

  Tian, Q., Ma, C., Cao, M., Chen, S. & Yin, H., 14 May 2020, (E-pub ahead of print) In: IEEE Transactions on Cybernetics.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Semantic View 100%
  • Correlation Information 19%
  222 Downloads (Pure)

• Arbitrarily shaped Point Spread Function (PSF) estimation for single image blind deblurring

  Khan, A. & Yin, H., 25 Jul 2020, (E-pub ahead of print) In: Visual Computer.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Point Spread Function 100%
  • Single Image 100%
  • Blurred Image 60%
  • Real Life 40%
  • Evaluator 40%
  311 Downloads (Pure)

• Data-Independent Feature Learning with Markov Random Fields in Convolutional Neural Networks

  Peng, Y., Hankins, R. & Yin, H., Feb 2020, In: Neurocomputing. p. 24-35

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Convolutional Filter 100%
  173 Downloads (Pure)

• Deep Learning-based Aerial Image Segmentation with Open Data for Disaster Impact Assessment

  Gupta, A., Watson, S. & Yin, H., 11 Feb 2020, (Accepted/In press) In: Neurocomputing.

  Research output: Contribution to journal › Article › peer-review

  • Open Data 100%
  • Image Segmentation 100%
  • Impact Assessment 100%
  • Deep Learning 100%
  • Aerial Image 100%

• Moment-Guided Discriminative Manifold Correlation Learning on Ordinal Data

  Tian, Q., Zhang, W., Cao, M., Wang, L., Chen, S. & Yin, H., 25 Jul 2020, In: ACM Transactions on Intelligent Systems and Technology . 11, 5, p. 1-18 18 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Manifold 100%
  • Canonical Correlation Analysis 100%
  • Ordinal Data 100%
  • Correlation Analysis 100%
  • Superiority 25%
  234 Downloads (Pure)

• Structure-Exploiting Discriminative Ordinal Multioutput Regression

  Tian, Q., Cao, M., Chen, S. & Yin, H., 2020, In: IEEE Transactions on NEural Networks and Learning Systems.

  Research output: Contribution to journal › Article › peer-review

  • Least Squares Methods 100%
  • Least Square 100%
  • Square Regression 100%
  • Label 100%
  • Deep Architecture 50%
• 2019

  ApprGAN: Appearance-Based Generative Adversarial Network for Facial Expression Synthesis

  Peng, Y. & Yin, H., 2019, In: IET Image Processing.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Image Translation 100%
  335 Downloads (Pure)

• Multispectral imaging for presymptomatic analysis of light leaf spot in oilseed rape

  Veys, C., Chatziavgerinos, F., Bin Ghaith Alsuwaidi, A. R. S. A., Hibbert, J., Hansen, M., Bernotas, G., Smith, M., Yin, H., Rolfe, S. & Grieve, B., 2019, In: Plant Methods. 15, 40, p. 1-12 12 p., 4.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Leaf Angle 100%
  4 Downloads (Pure)

• Real-Time Human Cross-Race Aging-Related Face Appearance Detection with Deep Convolution Architecture

  Tian, Q., Zhang, W., Mao, J. & Yin, H., 2019, In: Journal of Real-Time Image Processing.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Facial Appearance 100%
  • Machine Learning 33%
  • Automated Learning 33%
  • Related Feature 33%
  • Time Efficiency 33%
  166 Downloads (Pure)

• Relationships Self-Learning Based Gender-Aware Age Estimation

  Tian, Q., Chen, S., Cao, M. & Yin, H., 2019, In: Pattern Recognition Letters.

  Research output: Contribution to journal › Article › peer-review

  • Potential Application 100%
  • Training Data 100%

• The challenges posed by global broadacre crops in delivering smart agri-robotic solutions: A fundamental rethink is required

  Grieve, B., Duckett, T., Collison, M., Boyd, L., West, J., Yin, H., Arvin, F. & Pearson, S., 1 Dec 2019, In: Global Food Security. 23, p. 116-124 9 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Biotic Stress 100%

• Tree Annotations in LiDAR Data Using Point Densities and Convolutional Neural Networks

  Gupta, A., Byrne, J., Moloney, D., Watson, S. & Yin, H., 11 Oct 2019, In: IEEE Transactions on Geoscience and Remote Sensing.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Annotation 100%
  • Point Cloud 100%
  • Convolutional Neural Network 100%
  • State of the Art 100%
  • Tree 100%
  756 Downloads (Pure)
• 2018

  Combining Spectral and Texture Features in Hyperspectral Image Analysis for Plant Monitoring

  AlSuwaidi, A., Grieve, B. & Yin, H., 23 Aug 2018, In: Measurement Science and Technology. 29, 10

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Image Analysis 100%
  • Spectral Feature 100%
  • Hyperspectral Image 100%
  • Texture Feature 100%
  • Classification Accuracy 66%
  308 Downloads (Pure)

• Cross-Modal Metric Learning for AUC Optimization

  Huo, J., Gao, Y., Shi, Y. & Yin, H., 1 Oct 2018, In: IEEE Transactions on NEural Networks and Learning Systems. 29, 10, p. 4844-4856 13 p., 8246530.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Performance Measure 100%
  • False Positive Rate 100%
  • False Positive 50%
  • Face Recognition 50%
  • Optimization Problem 50%
  607 Downloads (Pure)

• Facial expression analysis and expression-invariant face recognition by manifold-based synthesis

  Peng, Y. & Yin, H., Feb 2018, In: Machine Vision and Applications. 29, 2

  Research output: Contribution to journal › Article › peer-review

  • Computervision 100%
  • Experimental Result 100%
  • Conducted Experiment 100%
  • Pattern Recognition 100%
  • Facial Expression 100%

• Feature-Ensemble Based Novelty Detection for Analysing Plant Hyperspectral Datasets

  AlSuwaidi, A., Grieve, B. & Yin, H., 2018, In: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. 11, 4, p. 1 15 p., 99.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Hyperspectral Imaging 100%
  • Machine Learning 50%
  808 Downloads (Pure)

• Multi-view dimensionality reduction based on Universum learning

  Chen, X., Yin, H., Jiang, F. & Wang, L., 31 Jan 2018, In: Neurocomputing. 275, p. 2279-2286

  Research output: Contribution to journal › Article › peer-review

  • Dimensionality 100%
  • Target Data 100%
  • Dimensionality Reduction 100%
  • Correlation Analysis 100%
  • Experimental Result 33%

• Parametric Blind Image Deblurring with Gradient Descent Based Spectral Kurtosis Maximization

  Khan, A. & Yin, H., 17 Sept 2018, (Accepted/In press) In: Image Analysis & Stereology.

  Research output: Contribution to journal › Article › peer-review

  • Point Spread Function 100%
  • Parametric Form 100%
  • Maximization 100%
  • Gradient Descent 100%
  • Deconvolution 100%

• Robust ordinal regression induced by lp -centroid

  Tian, Q., Zhang, W., Wang, L., Chen, S. & Yin, H., 2018, In: Neurocomputing.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File
  187 Downloads (Pure)
• 2017

  Heterogeneous Face Recognition by Margin-Based Cross-Modality Metric Learning

  Huo, J., Gao, Y., Shi, Y., Yang, W. & Yin, H., 26 Jun 2017, In: IEEE Transactions on Cybernetics. 48, 6, p. 1814 - 1826 13 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Face Recognition 100%
  • Learned Feature 50%
  • Feature Extraction 50%
  595 Downloads (Pure)

• Multi-step Time Series Forecasting with an Ensemble of Varied Length Mixture Models

  Ouyang, Y. & Yin, H., 29 Dec 2017, In: International Journal of Neural Systems. 13 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Tasks 100%
  • One Step 100%
  • Mixture Model 100%
  • Time Series Forecasting 100%
  • Prediction Horizon 50%
  869 Downloads (Pure)

• Robust Face Recognition with Structural Binary Gradient Patterns

  Huang, W. & Yin, H., 1 Aug 2017, In: Pattern Recognition. 68, p. 126–140

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Binary String 100%
  • Local Correlation 33%
  226 Downloads (Pure)
• 2014

  A neural gas mixture autoregressive network for modelling and forecasting FX time series

  Ouyang, Y. & Yin, H., 5 Jul 2014, In: Neurocomputing. 135, p. 171-179 8 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Autoregressive Model 100%
  • Gas Mixture 100%
  • Statistical Method 50%
  • Similarity Measure 50%
  • Neural Network 50%
  184 Downloads (Pure)

• Multi-Instance dictionary learning for detecting abnormal events in surveillance videos

  Huo, J., Gao, Y., Yang, W. & Yin, H., May 2014, In: International Journal of Neural Systems. 24, 3, 1430010.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Predicted Value 100%
  180 Downloads (Pure)

• Probabilistic novelty detection with support vector machines

  Clifton, L., Clifton, D. A., Zhang, Y., Watkinson, P., Tarassenko, L. & Yin, H., 10 Apr 2014, In: IEEE Transactions on Reliability. 63, 2, p. 455-467 12 p., 6786486.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Support Vector Machine 100%
  • Physiological Condition 12%
  • Conventional Method 12%
  • Probabilistic Approach 12%
  • Multiclass Classification 12%
  231 Downloads (Pure)
• 2011

  Information quantification of empirical mode decomposition and applications to field potentials

  Mehboob, Z. & Yin, H., Feb 2011, In: International Journal of Neural Systems. 21, 1, p. 49-63 14 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • empirical mode decomposition 100%
  • Empirical-Mode Decomposition 100%
  • Decomposition Method 66%
  • Information Analysis 50%
  • Information Present 16%
  111 Downloads (Pure)

• The S2-ensemble fusion algorithm

  Baruque, B., Corchado, E. & Yin, H., Dec 2011, In: International Journal of Neural Systems. 21, 6, p. 505-525 20 p.

  Research output: Contribution to journal › Article › peer-review

  • Learning Process 100%
  • High Dimensional Data 100%
  • Supervised Learning 100%
  • Ensemble Learning 100%
  • Unsupervised Learning 100%
• 2010

  Adaptive nonlinear manifolds and their applications to pattern recognition

  Yin, H. & Huang, W., 15 Jul 2010, In: Information Sciences. 180, 14, p. 2649-2662 13 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Dimensionality 100%
  • Pattern Recognition 100%
  • Metrics 66%
  • Self-Organizing Map 66%
  • Image Recognition 33%
  414 Downloads (Pure)