Ser Cymru: Reconstruction of Missing Information in Optical Remote Sensing Images Based on Deep Learning and Knowledge Interpolation

Research output

Research output per year 2021 2022 2023 2024

• 16 Article
• 2 Conference Proceeding (Non-Journal item)

Research output per year

Research output per year

Search results

• 2023

  Bus bridging for rail disruptions: A distributionally robust fuzzy optimization approach

  Yang, M., Ma, H., Li, X., Shang, C. & Shen, Q., 01 Feb 2023, In: IEEE Transactions on Fuzzy Systems. 31, 2, p. 500-510 11 p.

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

  Open Access

  File

  • Simulation Mode 100%
  • Models 60%
  • Bridging 40%
  • Disruptions 40%
  • Optimization Approach 40%
  4 Citations (Scopus)

  136 Downloads (Pure)

• Decoder Choice Network for Metalearning

  Liu, J., Chao, F., Yang, L., Lin, C. M., Shang, C. & Shen, Q., 01 Jun 2023, In: IEEE Transactions on Cybernetics. 53, 6, p. 3440-3453 14 p.

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

  Open Access

  File

  • Parameter Model 100%
  • Gradient Descent 100%
  • Networks 50%
  • Generalization Ability 50%
  • Ensemble Learning 50%
  3 Citations (Scopus)

  48 Downloads (Pure)

• Deep collaborative learning with class-rebalancing for semi-supervised change detection in SAR images

  Hou, X., Bai, Y., Xie, Y., Ge, H., Li, Y. (Corresponding Author), Shang, C. (Corresponding Author) & Shen, Q., 15 Mar 2023, In: Knowledge-Based Systems. 264, 11 p., 110281.

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

  Open Access

  File

  • Detection 100%
  • Networks 50%
  • Classes 33%
  • Deep Feature 33%
  • Collaborative Learning 16%
  3 Citations (Scopus)

  30 Downloads (Pure)

• Hierarchical spatio-spectral fusion for hyperspectral image super resolution via sparse representation and pre-trained deep model

  Yang, J., Wu, C., You, T., Wang, D., Li, Y., Shang, C. & Shen, Q., 25 Jan 2023, In: Knowledge-Based Systems. 260, 110170.

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

  Open Access

  File

  • Hyperspectral Image 100%
  • Simulation Mode 80%
  • Pyramid 80%
  • Model 80%
  • Multispectral Image 60%
  5 Citations (Scopus)

  56 Downloads (Pure)

• Multiobjective Evolutionary Optimization for Prototype-Based Fuzzy Classifiers

  Gu, X., Li, M., Shen, L., Tang, G., Ni, Q., Peng, T. & Shen, Q., 01 May 2023, In: IEEE Transactions on Fuzzy Systems. 31, 5, p. 1703-1715 13 p.

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

  Open Access

  File

  • Nondominated Set 100%
  3 Citations (Scopus)

  69 Downloads (Pure)

• Sparse data-based image super-resolution with ANFIS interpolation

  Ismail, M., Shang, C., Yang, J. & Shen, Q., 01 Apr 2023, In: Neural Computing and Applications. 35, 10, p. 7221-7233 13 p.

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

  Open Access

  File

  • Networks 100%
  • Inference System 100%
  • Training Data 100%
  • Interpolation 75%
  • Training Process 50%
  1 Citation (Scopus)

  97 Downloads (Pure)

• Towards utilization of rule base structure to support fuzzy rule interpolation

  Jiang, C., Jin, S., Shang, C. & Shen, Q., 10 May 2023, In: Expert Systems . 13 p., e13097.

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

  Open Access

  File

  • Interpolation 100%
  • Rule Base 62%
  • Approximate Information 12%
  • Embedded Information 12%
  • Accuracy 12%
  1 Citation (Scopus)

  61 Downloads (Pure)

• Transformation-Based Fuzzy Rule Interpolation With Mahalanobis Distance Measures Supported by Choquet Integral

  Zhou, M., Shang, C., Li, G., Shen, L., Naik, N., Jin, S., Peng, J. & Shen, Q., 01 Apr 2023, In: IEEE Transactions on Fuzzy Systems. 31, 4, p. 1083-1097 15 p.

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

  Open Access

  File

  • Interpolation 100%
  • Transformations 42%
  • Distance Metric 28%
  • Rule Base 28%
  • Mahalanobis Distance 28%
  4 Citations (Scopus)

  75 Downloads (Pure)
• 2022

  Constructing ANFIS with Sparse Data through Group-Based Rule Interpolation: An Evolutionary Approach

  Yang, J., Shang, C., Li, Y., Li, F., Shen, L. & Shen, Q., 01 Apr 2022, In: IEEE Transactions on Fuzzy Systems. 30, 4, p. 893-907 15 p.

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

  Open Access

  File

  • Networks 100%
  • Inference System 100%
  • Real World 22%
  • Interpolation 22%
  • Training Data 22%
  12 Citations (Scopus)

  196 Downloads (Pure)

• Decomposed Neural Architecture Search for image denoising

  Li, D., Bai, Y., Bai, Z., Li, Y., Shang, C. & Shen, Q., 01 Jul 2022, In: Applied Soft Computing. 124, 108914.

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

  Open Access

  File

  • Networks 100%
  • Simulation Mode 100%
  • Network Architecture 66%
  • Modeling 33%
  • Experimental Result 33%
  3 Citations (Scopus)

  67 Downloads (Pure)

• Progressively real-time video salient object detection via cascaded fully convolutional networks with motion attention

  Zheng, Q., Li, Y., Zheng, L. & Shen, Q., 07 Jan 2022, In: Neurocomputing. 467, p. 465-475 11 p.

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

  Open Access

  File

  • Convolutional Network 100%
  • Motion Pattern 33%
  • Object Detection 33%
  • Simulation Mode 33%
  • Networks 16%
  20 Citations (Scopus)

  132 Downloads (Pure)

• Semantic-Aware Real-Time Correlation Tracking Framework for UAV Videos

  Xue, X., Li, Y., Yin, X., Shang, C., Peng, T. & Shen, Q., 01 Apr 2022, In: IEEE Transactions on Cybernetics. 52, 4, p. 2418-2429 12 p.

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

  Open Access

  File

  • Correlation 100%
  • Semantics 88%
  • Unmanned Aerial Vehicle 33%
  • Image Segmentation 22%
  • Computational Efficiency 11%
  12 Citations (Scopus)

  283 Downloads (Pure)

• W-Infer-polation: Approximate reasoning via integrating weighted fuzzy rule inference and interpolation

  Lv, H., Li, F., Shang, C. & Shen, Q., 22 Dec 2022, In: Knowledge-Based Systems. 258, 109995.

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

  Open Access

  File

  • Reasoning 100%
  • Interpolation 100%
  • Rule Antecedent 50%
  • Rule Base 25%
  • Firing Rule 25%
  5 Citations (Scopus)

  25 Downloads (Pure)
• 2021

  Approximate reasoning with fuzzy rule interpolation: Background and recent advances

  Li, F., Shang, C., Li, Y., Yang, J. & Shen, Q., 01 Aug 2021, In: Artificial Intelligence Review. 54, 6, p. 4543-4590 48 p.

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

  Open Access

  File

  • Fuzzy Rule 100%
  • Interpolation 100%
  • Mechanisms 16%
  • Reasoning 16%
  • Algorithm 8%
  25 Citations (Scopus)

  135 Downloads (Pure)

• High-resolution triplet network with dynamic multiscale feature for change detection on satellite images

  Hou, X., Bai, Y., Li, Y., Shang, C. & Shen, Q., 01 Jul 2021, In: ISPRS Journal of Photogrammetry and Remote Sensing. 177, p. 103-115 13 p.

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

  Open Access

  File

  • Networks 100%
  • Detection 83%
  • Remote Sensing Image 50%
  • Deep Learning 33%
  • Temporal Information 33%
  77 Citations (Scopus)

  263 Downloads (Pure)

• Inconsistency guided robust attribute reduction

  Qu, Y., Xu, Z., Shang, C., Ge, X., Deng, A. & Shen, Q., 01 Nov 2021, In: Information Sciences. 580, p. 69-91 23 p.

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

  Open Access

  File

  • Class Distribution 100%
  • Experimental Result 50%
  • Reduction Algorithm 50%
  • Roles 50%
  • Domain Attribute 50%
  10 Citations (Scopus)

  86 Downloads (Pure)