Towards Immersive 3-D Telepresence: Compact Light-field Representation and Beyond

Research output

Research output per year 2020 2021 2022 2024

• 24 RGC 21 - Publication in refereed journal

Research output per year

Research output per year

Search results

• 2024

  Probabilistic-Based Feature Embedding of 4-D Light Fields for Compressive Imaging and Denoising

  Lyu, X. & Hou, J., Jun 2024, In: International Journal of Computer Vision. 132, 6, p. 2255–2275 21 p.

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

  • de-noising 100%
  • Optimization Framework 50%
  • Probability Space 50%
  • Dimensional Convolution 50%
  2 Citations (Scopus)
• 2023

  Content-aware Warping for View Synthesis

  Guo, M., Hou, J., Jin, J., Liu, H., Zeng, H. & Lu, J., Aug 2023, In: IEEE Transactions on Pattern Analysis and Machine Intelligence. 45, 8, p. 9486-9503

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

  • Neural Network 100%
  • Experimental Result 100%
  • Contextual Information 100%
  • Image-Based Rendering 100%
  • Spatial Correlation 100%
  9 Citations (Scopus)

• Learning A Locally Unified 3D Point Cloud for View Synthesis

  You, M., Guo, M., Lyu, X., Liu, H. & Hou, J., 2023, In: IEEE Transactions on Image Processing. 32, p. 5610-5622

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

  • Point Cloud 100%
  • Image Restoration 16%
  • Experimental Result 16%
  • Local Neighborhood 16%
  • Deep Learning Method 16%
  2 Citations (Scopus)

• Light Field Reconstruction Via Deep Adaptive Fusion of Hybrid Lenses

  Jin, J., Guo, M., Hou, J., Liu, H. & Xiong, H., Oct 2023, In: IEEE Transactions on Pattern Analysis and Machine Intelligence. 45, 10, p. 12050-12067 18 p.

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

  • Imaging Systems 100%
  • Information Storage 100%
  • Network Architecture 100%
  • Domain Feature 100%
  • Deep Learning Method 100%
  9 Citations (Scopus)
• 2022

  A Spatial and Geometry Feature-Based Quality Assessment Model for the Light Field Images

  Huang, H., Zeng, H., Hou, J., Chen, J., Zhu, J. & Ma, K.-K., 2022, In: IEEE Transactions on Image Processing. 31, p. 3765-3779

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

  • Quality Assessment 100%
  • Assessment Model 100%
  • Image Quality Assessment 100%
  • Feature Geometry 100%
  • Field Image 100%
  26 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%
  • Virtual Reality 100%
  • Computational Method 100%
  • Image Synthesis 100%
  79 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%
  • Light Field 100%
  • Inverse Problem 100%
  44 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%
  26 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%
  42 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%
  17 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

  • Active Contour 100%
  • Pressure Force 100%
  • Legendre Polynomial 100%
  6 Citations (Scopus)

• A Light Field Image Quality Assessment Model Based on Symmetry and Depth Features

  Tian, Y., Zeng, H., Hou, J., Chen, J., Zhu, J. & Ma, K.-K., May 2021, In: IEEE Transactions on Circuits and Systems for Video Technology. 31, 5, p. 2046-2050 8979387.

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

  • Field Image 100%
  • Light Field 100%
  • Image Quality Assessment 100%
  • Simulation Result 11%
  • Similarities 11%
  50 Citations (Scopus)

• ASIF-Net: Attention Steered Interweave Fusion Network for RGB-D Salient Object Detection

  Li, C., Cong, R., Kwong, S., Hou, J., Fu, H., Zhu, G., Zhang, D. & Huang, Q., Jan 2021, In: IEEE Transactions on Cybernetics. 51, 1, p. 88-100

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

  • Attention (Machine Learning) 100%
  • RGB-D Salient Object Detection 100%
  • RGB-D Image 100%
  • Background Region 50%
  • RGB Image 50%
  227 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%
  20 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%
  29 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

  • Residual Image 100%
  • Hyperspectral Image 100%
  • super resolution 100%
  • Residual Neural Network 100%
  • High Resolution 50%
  78 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%
  23 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%
  • Rate Control 100%
  • Reinforcement Learning 100%
  46 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%
  70 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%
  • Color Space 100%
  • Image Enhancement 100%
  670 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%
  18 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%
  47 Citations (Scopus)

• Light Field Image Quality Assessment via the Light Field Coherence

  Tian, Y., Zeng, H., Hou, J., Chen, J. & Ma, K.-K., 2020, In: IEEE Transactions on Image Processing. 29, p. 7945-7956 9143505.

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

  • Field Image 100%
  • Light Field 100%
  • Image Quality Assessment 100%
  • Evaluation Method 100%
  • State of the Art 100%
  50 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%
  25 Citations (Scopus)