Learning Based Hyperspectral Image Reconstruction and Discriminative Representation

Search results

• 2024

  Deep Diversity-Enhanced Feature Representation of Hyperspectral Images

  Hou, J., Zhu, Z., Hou, J., Liu, H., Zeng, H. & Meng, D., Dec 2024, In: IEEE Transactions on Pattern Analysis and Machine Intelligence. 46, 12, p. 8123-8138

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • Hyperspectral Image 100%
  • Convolution 100%
  • Regularization 50%
  • Topology 50%
  • Network Parameter 50%

  13   Link opens in a new tab Citations (Scopus)

• 2023

  Deep Attention-guided Graph Clustering with Dual Self-supervision

  Peng, Z., Liu, H., Jia, Y. & Hou, J., Jul 2023, In: IEEE Transactions on Circuits and Systems for Video Technology. 33, 7, p. 3296-3307 13 p.

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • Clustering Graph 100%
  • Clustering Method 50%
  • Clustering Result 50%
  • Leibler Divergence 50%
  • Graph Convolutional Network 50%

  43   Link opens in a new tab Citations (Scopus)

• 2022

  Adaptive Attribute and Structure Subspace Clustering Network

  Peng, Z., Liu, H., Jia, Y. & Hou, J., 2022, In: IEEE Transactions on Image Processing. 31, p. 3430-3439 10 p.

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • Structure Matrix 100%
  • Experimental Result 50%
  • Clustering Method 50%
  • Underlying Data 50%
  • Attribute Information 50%

  49   Link opens in a new tab Citations (Scopus)

• Deep Coarse-to-fine Dense Light Field Reconstruction with Flexible Sampling and Geometry-aware Fusion

  Jin, J., Hou, J., Chen, J., Zeng, H., Kwong, S. & Yu, J., Apr 2022, In: IEEE Transactions on Pattern Analysis and Machine Intelligence. 44, 4, p. 1819-1836

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • 3d Reconstruction 100%
  • Effective Method 100%
  • Computational Method 100%
  • Image Synthesis 100%
  • Depth Estimation 100%

  100   Link opens in a new tab Citations (Scopus)

• Deep Posterior Distribution-based Embedding for Hyperspectral Image Super-resolution

  Hou, J., Zhu, Z., Hou, J., Zeng, H., Wu, J. & Zhou, J., 2022, In: IEEE Transactions on Image Processing. 31, p. 5720-5732

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • Posterior Distribution 100%
  • super resolution 100%
  • Hyperspectral Image 100%
  • Partial Differential Equation 25%
  • Approximation (Algorithm) 12%

  27   Link opens in a new tab Citations (Scopus)

• Deep Spatial-angular Regularization for Light Field Imaging, Denoising, and Super-resolution

  Guo, M., Hou, J., Jin, J., Chen, J. & Chau, L.-P., Oct 2022, In: IEEE Transactions on Pattern Analysis and Machine Intelligence. 44, 10, p. 6094-6110 18 p.

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • Regularization 100%
  • de-noising 100%
  • super resolution 100%
  • reconstruction algorithm 50%
  • Subnetwork 50%

  55   Link opens in a new tab Citations (Scopus)

• Global-Local Balanced Low-Rank Approximation of Hyperspectral Images for Classification

  Liu, H., Jia, Y., Hou, J. & Zhang, Q., Apr 2022, In: IEEE Transactions on Circuits and Systems for Video Technology. 32, 4, p. 2013-2024 12 p.

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • Rank Approximation 100%
  • Hyperspectral Image 100%
  • Experimental Result 33%
  • Optimization Problem 33%
  • Iterative Algorithm 33%

  37   Link opens in a new tab Citations (Scopus)

• Learning hyperspectral images from RGB images via a coarse-to-fine CNN

  MEI, S., GENG, Y., HOU, J. & DU, Q., May 2022, In: Science China Information Sciences. 65, 5, 152102.

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • RGB Image 100%
  • Hyperspectral Image 100%
  • Convolutional Neural Network 100%
  • super resolution 42%
  • Spatial Resolution 28%

  106   Link opens in a new tab Citations (Scopus)

• Learning Low-rank Graph with Enhanced Supervision

  Liu, H., Jia, Y., Hou, J. & Zhang, Q., Apr 2022, In: IEEE Transactions on Circuits and Systems for Video Technology. 32, 4, p. 2501-2506 7 p.

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • Similarity Relationship 100%
  • Regularization 50%
  • Experimental Result 50%
  • Approximation (Algorithm) 50%
  • Optimization Problem 50%

  6   Link opens in a new tab Citations (Scopus)

• Maximum Entropy Subspace Clustering Network

  Peng, Z., Jia, Y., Liu, H., Hou, J. & Zhang, Q., Apr 2022, In: IEEE Transactions on Circuits and Systems for Video Technology. 32, 4, p. 2199-2210

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • Maximum Entropy 100%
  • Affinity Matrix 75%
  • Regularization Term 50%
  • Clustering Method 25%
  • Block Diagonal 25%

  39   Link opens in a new tab Citations (Scopus)

• Occlusion-aware Unsupervised Learning of Depth from 4-D Light Fields

  Jin, J. & Hou, J., 2022, In: IEEE Transactions on Image Processing. 31, p. 2216-2228

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • Synthetic Data 100%
  • Unsupervised Learning 100%
  • Depth Estimation 66%
  • Experimental Result 33%
  • Supervised Learning 33%

  52   Link opens in a new tab Citations (Scopus)

• Self-supervised Symmetric Nonnegative Matrix Factorization

  Jia, Y., Liu, H., Hou, J., Kwong, S. & Zhang, Q., Jul 2022, In: IEEE Transactions on Circuits and Systems for Video Technology. 32, 7, p. 4526-4537 12 p.

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • nonnegative matrix factorization 100%
  • Optimization Problem 33%
  • Clustering Result 33%
  • Experimental Result 16%
  • Optimization Algorithm 16%

  19   Link opens in a new tab Citations (Scopus)

• Semisupervised Affinity Matrix Learning via Dual-Channel Information Recovery

  Jia, Y., Liu, H., Hou, J., Kwong, S. & Zhang, Q., Aug 2022, In: IEEE Transactions on Cybernetics. 52, 8, p. 7919-7930

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • Information Channel 100%
  • Affinity Matrix 100%
  • Efficient Algorithm 11%
  • Optimization Problem 11%
  • Dimensionality Reduction 11%

  18   Link opens in a new tab Citations (Scopus)

• 2021

  Active contour driven by adaptively weighted signed pressure force combined with Legendre polynomial for image segmentation

  Fu, X., Fang, B., Zhou, M. & Kwong, S., Jul 2021, In: Information Sciences. 564, p. 327-342

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • Legendre Polynomial 100%
  • Image Segmentation 100%
  • Edge 40%
  • Exterior Region 40%
  • Interior Region 40%

  6   Link opens in a new tab Citations (Scopus)

• A Self-Training Approach for Point-Supervised Object Detection and Counting in Crowds

  Wang, Y., Hou, J., Hou, X. & Chau, L.-P., 2021, In: IEEE Transactions on Image Processing. 30, p. 2876-2887 9347744.

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • Annotation 100%
  • Object Detection 100%
  • Self-Training 100%
  • Experimental Result 50%
  • Uniform Distribution 50%

  121   Link opens in a new tab Citations (Scopus)

• Constrained Clustering With Dissimilarity Propagation-Guided Graph-Laplacian PCA

  Jia, Y., Hou, J. & Kwong, S., Sept 2021, In: IEEE Transactions on Neural Networks and Learning Systems. 32, 9, p. 3985-3997 13 p., 9178787.

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • Laplace Operator 100%
  • Component Analysis 75%
  • Principal Components 75%
  • Experimental Result 25%
  • Iterative Algorithm 25%

  26   Link opens in a new tab Citations (Scopus)

• Convolutional Neural Networks With Dynamic Regularization

  Wang, Y., Bian, Z.-P., Hou, J. & Chau, L.-P., May 2021, In: IEEE Transactions on Neural Networks and Learning Systems. 32, 5, p. 2299-2304 9110754.

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • Regularization 100%
  • Convolutional Neural Network 100%
  • Regularization Method 60%
  • Experimental Result 20%
  • Network Architecture 20%

  35   Link opens in a new tab Citations (Scopus)

• Deep Amended Gradient Descent for Efficient Spectral Reconstruction from Single RGB Images

  Zhu, Z., Liu, H., Hou, J., Jia, S. & Zhang, Q., 2021, In: IEEE Transactions on Computational Imaging. 7, p. 1176-1188

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • Gradient Descent 100%
  • RGB Image 100%
  • Hyperspectral Image 100%
  • Neural Network 33%
  • Singular Value 33%

  36   Link opens in a new tab Citations (Scopus)

• Hyperspectral Image Super-Resolution via Deep Progressive Zero-Centric Residual Learning

  Zhu, Z., Hou, J., Chen, J., Zeng, H. & Zhou, J., 2021, In: IEEE Transactions on Image Processing. 30, p. 1423-1438 16 p., 9298460.

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • super resolution 100%
  • Hyperspectral Image 100%
  • Residual Neural Network 100%
  • Multispectral Image 25%
  • Visual Quality 25%

  85   Link opens in a new tab Citations (Scopus)

• Joint Optimization for Pairwise Constraint Propagation

  Jia, Y., Wu, W., Wang, R., Hou, J. & Kwong, S., Jul 2021, In: IEEE Transactions on Neural Networks and Learning Systems. 32, 7, p. 3168-3180 13 p.

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • Constraint Propagation 100%
  • Spectral Clustering 100%
  • Affinity Matrix 100%
  • Experimental Result 25%
  • Good Performance 25%

  25   Link opens in a new tab Citations (Scopus)

• Multi-View Spectral Clustering Tailored Tensor Low-Rank Representation

  Jia, Y., Liu, H., Hou, J., Kwong, S. & Zhang, Q., Dec 2021, In: IEEE Transactions on Circuits and Systems for Video Technology. 31, 12, p. 4784-4797 14 p.

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • Spectral Clustering 100%
  • Low-Rank Representation 100%
  • Experimental Result 20%
  • Recovery Problem 20%
  • Lagrange Multiplier Method 20%

  119   Link opens in a new tab Citations (Scopus)

• Patch Based Video Summarization With Block Sparse Representation

  Mei, S., Ma, M., Wan, S., Hou, J., Wang, Z. & Feng, D. D., 2021, In: IEEE Transactions on Multimedia. 23, p. 732-747 9069290.

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • Video Summarization 100%
  • Sparse Representation 100%
  • Global Feature 28%
  • Experimental Result 14%
  • Pursuit Algorithm 14%

  31   Link opens in a new tab Citations (Scopus)

• Rate Control Method Based on Deep Reinforcement Learning for Dynamic Video Sequences in HEVC

  Zhou, M., Wei, X., Kwong, S., Jia, W. & Fang, B., 2021, In: IEEE Transactions on Multimedia. 23, p. 1106-1121

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • Control Method 100%
  • Video Sequences 100%
  • Deep Reinforcement Learning 100%
  • Markov Decision Process 75%
  • Process Problem 50%

  53   Link opens in a new tab Citations (Scopus)

• Semisupervised Adaptive Symmetric Non-Negative Matrix Factorization

  Jia, Y., Liu, H., Hou, J. & Kwong, S., May 2021, In: IEEE Transactions on Cybernetics. 51, 5, p. 2550-2562 9013063.

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • Similarity Matrix 100%
  • nonnegative matrix factorization 100%
  • Clustering Result 50%
  • Postprocessing 25%
  • Optimization Problem 25%

  85   Link opens in a new tab Citations (Scopus)

• Superpixel-guided Discriminative Low-rank Representation of Hyperspectral Images for Classification

  Yang, S., Hou, J., Jia, Y., Mei, S. & Du, Q., 2021, In: IEEE Transactions on Image Processing. 30, p. 8823-8835

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • Superpixel 100%
  • Hyperspectral Image 100%
  • Low-Rank Representation 100%
  • Spatial Information 40%
  • Experimental Result 20%

  35   Link opens in a new tab Citations (Scopus)

• Underwater Image Enhancement via Medium Transmission-Guided Multi-Color Space Embedding

  Li, C., Anwar, S., Hou, J., Cong, R., Guo, C. & Ren, W., 2021, In: IEEE Transactions on Image Processing. 30, p. 4985-5000

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • Embedding Space 100%
  • Transmission Medium 100%
  • Underwater Image Enhancement 100%
  • Visual Quality 66%
  • Physical Model 66%

  914   Link opens in a new tab Citations (Scopus)

• 2020

  Clustering-aware Graph Construction: A Joint Learning Perspective

  Jia, Y., Liu, H., Hou, J. & Kwong, S., 2020, In: IEEE Transactions on Signal and Information Processing over Networks. 6, p. 357-370

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • Clustering Method 100%
  • Graph Construction 100%
  • Clustering Result 66%
  • Optimization Problem 33%
  • Constrained Optimization 33%

  21   Link opens in a new tab Citations (Scopus)

• Just Noticeable Distortion-Based Perceptual Rate Control in HEVC

  Zhou, M., Wei, X., Kwong, S., Jia, W. & Fang, B., 2020, In: IEEE Transactions on Image Processing. 29, p. 7603-7614 9130045.

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • rate distortion 100%
  • Experimental Result 50%
  • Approximation (Algorithm) 50%
  • Control Method 50%
  • Coding Efficiency 50%

  54   Link opens in a new tab Citations (Scopus)

• Non-Negative Transfer Learning with Consistent Inter-Domain Distribution

  Peng, Z., Jia, Y. & Hou, J., 2020, In: IEEE Signal Processing Letters. 27, p. 1720-1724 9210817.

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • Transfer Learning 100%
  • Iterative Algorithm 50%
  • Selection Strategy 50%

  8   Link opens in a new tab Citations (Scopus)

• Pairwise Constraint Propagation With Dual Adversarial Manifold Regularization

  Jia, Y., Liu, H., Hou, J. & Kwong, S., Dec 2020, In: IEEE Transactions on Neural Networks and Learning Systems. 31, 12, p. 5575-5587

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • Regularization 100%
  • Constraint Propagation 100%
  • Propagation Model 40%
  • Minimization Problem 20%
  • Similarity Matrix 20%

  29   Link opens in a new tab Citations (Scopus)