Prof. Hau San WONG, 黃厚生

Research output

Research output per year 1996 2006 2007 2008 2012 2018 2019 2020 2021 2022 2024 2025

• 148 RGC 21 - Publication in refereed journal
• 115 RGC 32 - Refereed conference paper (with host publication)
• 5 RGC 22 - Publication in policy or professional journal
• 1 RGC 11 - Research book or monograph (Author)
• 4 More
  • 1 RGC 12 - Chapter in an edited book (Author)
  • 1 Foreword/preface/postscript
  • 1 Poster
  • 1 Editorial Preface

Research output per year

Research output per year

Search results

• 2025

  COME: contrastive mapping learning for spatial reconstruction of single-cell RNA sequencing data

  Wei, X., Chen, T., Wang, X., Shen, W., Liu, C., Wu, S. & Wong, H.-S., Mar 2025, In: Bioinformatics. 41, 3, btaf083.

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

  Open Access

  File

  • Spatial Information 100%
  • Spatial Location 100%
  • RNA Sequence 100%
  • Ribonucleic Acid 100%
  • Transcriptomics 57%
  4 Downloads (CityUHK Scholars)

• DA-GAN: Dual-attention generative adversarial networks for real-world exquisite makeup transfer

  Jiao, Q., Xu, Z., Wu, S. & Wong, H.-S., Feb 2025, In: Pattern Recognition. 158, 111049.

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

  • Generative Adversarial Networks 100%
  • State of the Art 100%
  • Discriminator 100%
  • Color Distribution 50%
  1 Citation (Scopus)

• Diverse Semantic Image Synthesis with various conditioning modalities

  Wu, C., Li, R., Liu, C., Wu, S. & Wong, H.-S., 30 Jan 2025, In: Knowledge-Based Systems. 309, 112727.

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

  • Semantic Image 100%
  • Image Synthesis 100%
  • State of the Art 100%
  • Effective Approach 25%
  • Superior Performance 25%

• Image Quality Assessment: Exploring Joint Degradation Effect of Deep Network Features Via Kernel Representation Similarity Analysis

  Liao, X., Wei, X., Zhou, M., Wong, H.-S. & Kwong, S., 8 Jan 2025, (Online published) In: IEEE Transactions on Pattern Analysis and Machine Intelligence.

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

  • Pairwise Comparison 100%
  • Reference Image 100%
  • Image Quality Assessment 100%
  • Mean Absolute Error 100%
  • Joints (Structural Components) 100%

• Provable In-Context Vector Arithmetic via Retrieving Task Concepts

  Bu, D., Huang, W., Han, A., Nitanda, A., Suzuki, T., Zhang, Q. & Wong, H.-S., 1 May 2025, (Accepted/In press/Filed).

  Research output: Conference Papers › Poster › peer-review

  • Large Language Model 100%
  • Function Task 100%
  • Gradient Descent 50%
  • Theoretical Framework 50%
  • Answer Question 50%

• RetouchGPT: LLM-based Interactive High-Fidelity Face Retouching via Imperfection Prompting

  Xue, W. (Co-first Author), Ding, C. (Co-first Author), Xu, R., Wu, S., Xu, Y. & Wong, H.-S., 2025, Proceedings of the 39th Annual AAAI Conference on Artificial Intelligence. Walsh, T., Shah, J. & Kolter, Z. (eds.). Washington, DC: AAAI Press, p. 9059-9067 (Proceedings of the AAAI Conference on Artificial Intelligence; vol. 39, no. 9).

  Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

  • Large Language Model 100%
  • Visual Feature 33%
  • Superior Performance 33%
  • Textual Feature 33%

• SpotDiff: Spatial Gene Expression Imputation Diffusion with Single-Cell RNA Sequencing Data Integration

  Chen, T., Zhang, Y., Xie, L., Shen, W., Wu, S. & Wong, H.-S., 2025, Proceedings of the 39th Annual AAAI Conference on Artificial Intelligence. Walsh, T., Shah, J. & Kolter, Z. (eds.). Washington, DC: AAAI Press, p. 15848-15856 (Proceedings of the AAAI Conference on Artificial Intelligence; vol. 39, no. 15).

  Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

  • Sparsity 100%
  • Diffusion Model 100%
  • Data Integration 100%
  • Pattern Expression 100%
  • Prompt Learning 100%
• 2024

  A Graph-based Discriminator Architecture for Multi-Attribute Facial Image Editing

  Song, Q., Li, J., Wu, S. & Wong, H.-S., 2024, In: IEEE Transactions on Multimedia. 26, p. 436-446

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

  • facial image 100%
  • Discriminator 100%
  • Generative Adversarial Networks 100%
  • Image Editing 100%
  • Training Process 25%
  2 Citations (Scopus)

• Beyond Euclidean Structures: Collaborative Topological Graph Learning for Multiview Clustering

  Liu, C., Li, R., Che, H., Leung, M.-F., Wu, S., Yu, Z. & Wong, H.-S., 19 Nov 2024, (Online published) In: IEEE Transactions on Neural Networks and Learning Systems.

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

  • Topological Structure 100%
  • Learning Process 20%
  • Learning Technique 20%
  • clustering approach 20%
  • Unsupervised Manner 20%
  2 Citations (Scopus)

• Cluster-based Adversarial Decision Boundary for domain-adaptive open set recognition

  Zhong, J., Jiao, Q., Wu, S., Liu, C. & Wong, H.-S., 8 Apr 2024, In: Knowledge-Based Systems. 289, 9 p., 111478.

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

  • Decision Boundary 100%
  • Domain Adaptation 100%
  • Open Set Recognition 100%
  • Similarity Score 66%
  • Training Process 33%

• Contrastive Graph Distribution Alignment for Partially View-Aligned Clustering

  Wang, X., Gao, H., Wei, X., Peng, L., Li, R., Liu, C., Wu, S. & Wong, H.-S., Oct 2024, MM '24 - Proceedings of the 32nd ACM International Conference on Multimedia. Association for Computing Machinery, p. 5240-5249 (MM - Proceedings of the ACM International Conference on Multimedia).

  Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

  • Semantic Feature 100%
  • Similarity Graph 66%
  • Clustering Method 33%
  • Feature Dimension 33%
  • Representation Learning 33%

• EviD-GAN: Improving GAN With an Infinite Set of Discriminators at Negligible Cost

  Gnanha, A. T., Cao, W., Mao, X., Wu, S., Wong, H.-S. & Li, Q., 19 Aug 2024, (Online published) In: IEEE Transactions on Neural Networks and Learning Systems. 15 p.

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

  • Regularization 100%
  • Asymmetric 100%
  • Infinite Set 100%
  • Discriminator 100%
  • Generative Adversarial Networks 100%
  1 Citation (Scopus)

• Hunting Blemishes: Language-guided High-fidelity Face Retouching Transformer with Limited Paired Data

  Jiang, L., Huang, Y., Xie, L., Xue, W., Liu, C., Wu, S. & Wong, H.-S., 2024, MM ’24: Proceedings of the 32nd ACM International Conference on Multimedia. Association for Computing Machinery, p. 5102-5111 (MM - Proceedings of the ACM International Conference on Multimedia).

  Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

  • Training Data 100%
  • Regularization 33%
  • Multimedia Application 33%
  • Training Sample 33%
  • Superior Performance 33%

• Latent Structure-Aware View Recovery for Incomplete Multi-View Clustering

  Liu, C., Li, R., Che, H., Leung, M.-F., Wu, S., Yu, Z. & Wong, H.-S., Dec 2024, In: IEEE Transactions on Knowledge and Data Engineering. 36, 12, p. 8655-8669

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

  • Multi View Clustering 100%
  • Latent Structure 100%
  • Representation Learning 66%
  • Process Optimization 33%
  • Discriminative Feature 33%
  6 Citations (Scopus)

• Learning Degradation-unaware Representation with Prior-based Latent Transformations for Blind Face Restoration

  Xie, L., Zheng, C., Xue, W., Jiang, L., Liu, C., Wu, S. & Wong, H. S., 2024, Proceedings - 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2024. IEEE, p. 9120-9129 (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition).

  Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

  • Regularization 100%
  • Generalization Ability 100%
  • Degraded Image 100%
  • Identity Information 100%
  1 Citation (Scopus)

• Ocular Disease Recognition via Differential Privacy and Unsupervised Domain Regularizer

  Tang, Z., Wong, H.-S. & Yu, Z., 2024, In: IEEE Signal Processing Letters. 31, p. 136-140

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

  • Differential Privacy 100%
  • Deep Learning Method 100%
  • Eye Disease 100%
  • Annotation 50%
  • Learning Performance 50%
  2 Citations (Scopus)

• Privacy-Preserving Federated Learning with Domain Adaptation for Multi-Disease Ocular Disease Recognition

  Tang, Z., Wong, H.-S. & Yu, Z., Jun 2024, In: IEEE Journal of Biomedical and Health Informatics. 28, 6, p. 3219-3227

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

  • Privacy Preserving 100%
  • Domain Adaptation 100%
  • Federated Learning 100%
  • Data Privacy 66%
  • Annotation 33%
  8 Citations (Scopus)

• Provably Neural Active Learning Succeeds via Prioritizing Perplexing Samples

  Bu, D., Huang, W., Suzuki, T., Cheng, J., Zhang, Q., Xu, Z. & Wong, H.-S., Jul 2024, Proceedings of 41^st International Conference on Machine Learning. Salakhutdinov, R., Kolter, Z., Heller, K., Weller, A., Oliver, N., Scarlett, J. & Berkenkamp, F. (eds.). p. 4642--4695 54 p. (Proceedings of Machine Learning Research; vol. 235).

  Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

  Open Access

  • Active Learning 100%
  • Based Active Learning 100%
  • Neural Network 40%
  • Learned Feature 40%
  • Data Model 20%
  1 Citation (Scopus)

• Provably Transformers Harness Multi-Concept Word Semantics for Efficient In-Context Learning

  Bu, D., Huang, W., Han, A., Nitanda, A., Suzuki, T., Zhang, Q. & Wong, H.-S., Dec 2024, 38th Conference on Neural Information Processing Systems (NeurIPS 2024). Globerson, A., Mackey, L., Belgrave, D., Fan, A., Paquet, U., Tomczak, J. & Zhang, C. (eds.). Neural Information Processing Systems (NeurIPS), p. 63342-63405 (Advances in Neural Information Processing Systems; vol. 37).

  Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

  Open Access

  • Large Language Model 100%
  • Semantic Concept 50%
  • Convergence Rate 25%
  • Learning Ability 25%
  • Theoretical Study 25%

• Pseudo-Siamese Teacher for Semi-Supervised Oriented Object Detection

  Wu, W., Wong, H.-S. & Wu, S., 2024, In: IEEE Transactions on Geoscience and Remote Sensing. 62, p. 1-14 1000914.

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

  • Annotation 100%
  • Object Detection 100%
  • Supervised Learning 100%
  • Feature Map 50%
  • Semisupervised Learning 33%
  11 Citations (Scopus)

• Relational Matching for Weakly Semi-Supervised Oriented Object Detection

  Wu, W., Wong, H.-S., Wu, S. & Zhang, T., 11 Jun 2024, (Online published) Proceedings - 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition CVPR 2024. IEEE, p. 27800-27810 (Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition).

  Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

  Open Access

  • Annotation 100%
  • Object Detection 100%
  • Supervised Learning 33%
  • Supervised Method 33%
  • Performance Improvement 16%
  2 Citations (Scopus)

• RetouchFormer: Semi-supervised High-Quality Face Retouching Transformer with Prior-Based Selective Self-Attention

  Xue, W., Xie, L., Jiang, L., Chen, T., Wu, S., Liu, C. & Wong, H.-S., 25 Mar 2024, In: Proceedings of the AAAI Conference on Artificial Intelligence. 38, 6, p. 5903-5911

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

  Open Access

  • Face Image 100%
  • retouching 100%
  • Image Content 100%
  • Image Enhancement 100%
  • Multiscale 50%
  1 Citation (Scopus)

• SCTrans: Multi-scale scRNA-seq Sub-vector Completion Transformer for Gene-selective Cell Type Annotation

  Lin, L., Xue, W., Wei, X., Shen, W., Liu, C., Wu, S. & Wong, H. S., Aug 2024, Proceedings of the Thirty-Third International Joint Conference on Artificial Intelligence (IJCAI-24). Larson, K. (ed.). International Joint Conferences on Artificial Intelligence, p. 5954-5962 (IJCAI International Joint Conference on Artificial Intelligence).

  Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

  Open Access

  • RNA Sequence 100%
  • Annotation 100%
  • Gene Expression 33%
  • Expression Vector 33%
  • Gene Vector 33%
  1 Citation (Scopus)

• SELF-Former: multi-scale gene filtration transformer for single-cell spatial reconstruction

  Chen, T., Wei, X., Xie, L., Zhang, Y., Liu, C., Shen, W., Wu, S. & Wong, H.-S., Nov 2024, In: Briefings in Bioinformatics. 25, 6, 13 p., bbae523.

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

  Open Access

  File

  • Spatial Information 100%
  • Transcriptomics 100%
  • Gene Expression 60%
  • RNA Sequence 60%
  • Effective Method 50%
  12 Downloads (CityUHK Scholars)

• Self-Guided Partial Graph Propagation for Incomplete Multiview Clustering

  Liu, C., Li, R., Wu, S., Che, H., Jiang, D., Yu, Z. & Wong, H.-S., Aug 2024, In: IEEE Transactions on Neural Networks and Learning Systems. 35, 8, p. 10803-10816

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

  • Regularization Term 100%
  • Instance Level 100%
  • Challenging Scenario 100%
  • Data Recovery 100%
  24 Citations (Scopus)

• Text-conditional Attribute Alignment across Latent Spaces for 3D Controllable Face Image Synthesis

  Xu, F., LI, R., Wu, S., Xu, Y. & Wong, H. S., Jun 2024, Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024. IEEE, p. 9172-9181

  Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

  Open Access

  • Image Synthesis 100%
  • Conditional Text 100%
  • Face Representation 66%
  • Generative Model 33%
  • Embedding Space 33%

• VRetouchEr: Learning Cross-frame Feature Interdependence with Imperfection Flow for Face Retouching in Videos

  Xue, W., Jiang, L., Xie, L., Wu, S., Xu, Y. & Wong, H. S., 2024, Proceedings - 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2024. IEEE Computer Society, p. 9141-9150 (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition).

  Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

  Open Access

  • Current Frame 100%
  • Interdependence 100%
  • retouching 100%
  • Method Performs 100%
  • Superiority 100%
  1 Citation (Scopus)
• 2023

  Blemish-Aware and Progressive Face Retouching With Limited Paired Data

  Xie, L., Xue, W., Xu, Z., Wu, S., Yu, Z. & Wong, H. S., 2023, Proceedings - 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition. IEEE, p. 5599-5608 (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition).

  Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

  • Regularization 100%
  • Training Sample 100%
  • Training Data 100%
  • Performance Gain 100%
  • Facial Characteristic 100%
  6 Citations (Scopus)

• Collaborative learning-based unknown-class instance identification for open-set domain adaptation

  Li, J., Zhou, H., Wu, S., Liu, C. & Wong, H.-S., Dec 2023, In: Information Sciences. 651, 119704.

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

  • Domain Adaptation 100%
  • Class Instance 100%
  • Collaborative Learning 100%
  • Regularization 66%
  • Network Domain 66%
  2 Citations (Scopus)

• Collaborative Learning with Unreliability Adaptation for Semi-Supervised Image Classification

  Huo, X., Zeng, X., Wu, S., Shen, W. & Wong, H.-S., Jan 2023, In: Pattern Recognition. 133, 109032.

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

  • Image Classification 100%
  • Collaborative Learning 100%
  • Regularization 25%
  • Learning Mechanism 25%
  • Unlabeled Data 25%
  7 Citations (Scopus)

• Discriminator feature-based progressive GAN inversion

  Song, Q., Li, G., Wu, S., Shen, W. & Wong, H.-S., 15 Feb 2023, In: Knowledge-Based Systems. 261, 110186.

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

  • Discriminator 100%
  • Generative Adversarial Networks 100%
  • Image Enhancement 33%
  • Input Image 33%
  • Image Reconstruction 16%
  7 Citations (Scopus)

• Exploring Intra-class Variation Factors with Learnable Cluster Prompts for Semi-supervised Image Synthesis

  Zhang, Y., Huo, X., Chen, T., Wu, S. & Wong, H. S., 2023, Proceedings - 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2023. IEEE, p. 7392-7401 (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition; vol. 2023-June).

  Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

  • Image Synthesis 100%
  • Visual Appearance 33%
  • Feature Space 33%
  • Language Semantics 33%
  • Generative Adversarial Networks 33%
  2 Citations (Scopus)

• Self-Supervised Graph Completion for Incomplete Multi-View Clustering

  Liu, C., Wu, S., Li, R., Jiang, D. & Wong, H.-S., 1 Sept 2023, In: IEEE Transactions on Knowledge and Data Engineering. 35, 9

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

  • Representation Learning 100%
  • Multi View Clustering 100%
  • Similarity Graph 66%
  • Learning Process 33%
  • Filter Function 33%
  60 Citations (Scopus)

• Semi-Supervised Stereo-Based 3D Object Detection via Cross-View Consensus

  Wu, W., Wong, H.-S. & Wu, S., 2023, Proceedings - 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2023. IEEE, p. 17471-17481 (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition; vol. 2023-June).

  Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

  Open Access

  • Annotation 100%
  • 3D Object Detection 100%
  • Semisupervised Learning 50%
  • Depth Estimation 50%
  • stereo-image 25%
  6 Citations (Scopus)

• Text-Guided Unsupervised Latent Transformation for Multi-attribute Image Manipulation

  Wei, X., Xu, Z., Liu, C., Wu, S., Yu, Z. & Wong, H. S., 2023, Proceedings - 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition. IEEE, p. 19285-19294 (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition).

  Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

  • Supervised Learning 100%
  • Annotation 100%
  • Transformation Process 100%
  • Residual Vector 100%
  • Target Attribute 100%
  2 Citations (Scopus)

• Unknown Class Feature Transformation for Open Set Domain Adaptation Without Source Data

  Zhong, J., Wu, S. & Wong, H.-S., 2023, 2023 IEEE International Conference on Image Processing - Proceedings. IEEE, p. 405-409 (Proceedings - International Conference on Image Processing, ICIP).

  Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

  • Domain Adaptation 100%
  • Training Process 25%
  • Process Data 25%
  • World Application 25%
  • Deep Neural Network 25%
  1 Citation (Scopus)

• View-Aware Collaborative Learning for Survival Prediction and Subgroup Identification

  Liu, C., Wu, S., Jiang, D., Yu, Z. & Wong, H.-S., Jan 2023, In: IEEE Transactions on Biomedical Engineering. 70, 1, p. 307-317

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

  • Collaborative Learning 100%
  • Learning Approach 25%
  • High Throughput 25%
  • Research Problem 25%
  • Optimization Framework 25%
  8 Citations (Scopus)
• 2022

  Adversarial Adaptive Interpolation in Autoencoders for Dually Regularizing Representation Learning

  Li, G., Wei, X., Wu, S., Yu, Z., Qian, S. & Wong, H.-S., Jul 2022, In: IEEE Multimedia. 29, 3, p. 57-68

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

  • Representation Learning 100%
  • Autoencoder 100%
  • Data Point 50%
  • Constrains 50%
  • Manifold 50%
  1 Citation (Scopus)

• Asymmetric Graph-Guided Multitask Survival Analysis With Self-Paced Learning

  Liu, C., Cao, W., Wu, S., Shen, W., Jiang, D., Yu, Z. & Wong, H.-S., Feb 2022, In: IEEE Transactions on Neural Networks and Learning Systems. 33, 2, p. 654-666 13 p.

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

  • Regularization 100%
  • Training Model 100%
  • Multitask Learning 100%
  • Experimental Result 50%
  • Related Knowledge 50%
  8 Citations (Scopus)

• Attention regularized semi-supervised learning with class-ambiguous data for image classification

  Huo, X., Zeng, X., Wu, S. & Wong, H.-S., Sept 2022, In: Pattern Recognition. 129, 108727.

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

  • Regularization 100%
  • Image Classification 100%
  • Semisupervised Learning 100%
  • Supervised Learning 100%
  • Discriminative Feature 50%
  3 Citations (Scopus)

• GAN-based clustering solution generation and fusion of diffusion

  Cao, W., Yu, Z. & Wong, H.-S., 2022, In: Systems Science and Control Engineering. 10, 1, p. 24-42

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

  Open Access

  File

  • Experimental Result 100%
  • Clustering Algorithm 100%
  • Linear Combination 100%
  • Unlabeled Data 100%
  • Projection Matrix 100%
  2 Citations (Scopus)

  53 Downloads (CityUHK Scholars)

• GAN-Based Enhanced Deep Subspace Clustering Networks

  Yu, Z., Zhang, Z., Cao, W., Liu, C., Chen, C. L. P. & Wong, H.-S., Jul 2022, In: IEEE Transactions on Knowledge and Data Engineering. 34, 7, p. 3267-3281

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

  • Generative Adversarial Networks 100%
  • Clustering 100%
  • Experimental Result 33%
  • Clustering Method 33%
  • Mutual Information 33%
  28 Citations (Scopus)

• Incremental Weighted Ensemble Broad Learning System For Imbalanced Data

  Yang, K., Yu, Z., Chen, C. L. P., Cao, W., You, J. & Wong, H.-S., Dec 2022, In: IEEE Transactions on Knowledge and Data Engineering. 34, 12, p. 5809-5824

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

  • Imbalanced Data 100%
  • Broad Learning System 100%
  • Learning System 100%
  • Training Sample 11%
  • Classification Method 11%
  84 Citations (Scopus)

• Learning scene-adaptive pseudo annotations for pedestrian detection in semi-supervised scenarios

  Wu, W., Jiao, Q., Wong, H.-S., Li, G. & Wu, S., 11 May 2022, In: Knowledge-Based Systems. 243, 108439.

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

  • Annotation 100%
  • Training Data 20%
  • Data Source 10%
  • Generalization Performance 10%
  • Small Proportion 10%
  3 Citations (Scopus)

• Perturbation-insensitive cross-domain image enhancement for low-quality face verification

  Jiao, Q., Zhong, J., Liu, C., Wu, S. & Wong, H.-S., Aug 2022, In: Information Sciences. 608, p. 1183-1201

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

  • Image Enhancement 100%
  • Face Verification 100%
  • Image Quality 71%
  • Enhancement Module 57%
  • Perceptual Distortion 28%
  8 Citations (Scopus)

• Progressive Hybrid Classifier Ensemble for Imbalanced Data

  Yang, K., Yu, Z., Chen, C. L. P., Cao, W., Wong, H.-S., You, J. & Han, G., Apr 2022, In: IEEE Transactions on Systems, Man, and Cybernetics: Systems. 52, 4, p. 2464-2478

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

  • Imbalanced Data 100%
  • classifier ensemble 100%
  • classification approach 25%
  • Classification Problem 25%
  • Traditional Method 25%
  36 Citations (Scopus)

• Semantic Regularized Class-Conditional GANs for Semi-Supervised Fine-Grained Image Synthesis

  Chen, T., Wu, S., Yang, X., Xu, Y. & Wong, H.-S., 2022, In: IEEE Transactions on Multimedia. 24, p. 2975-2985 11 p.

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

  • Image Synthesis 100%
  • Discriminator 80%
  • Training Data 40%
  • Data Distribution 20%
  • Feature Space 20%
  10 Citations (Scopus)

• Semisupervised Classification With Novel Graph Construction for High-Dimensional Data

  Yu, Z., Ye, F., Yang, K., Cao, W., Chen, C. L. P., Cheng, L., You, J. & Wong, H.-S., Jan 2022, In: IEEE Transactions on Neural Networks and Learning Systems. 33, 1, p. 75-88

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

  • Similarity Matrix 100%
  • High Dimensional Data 100%
  • Graph Construction 100%
  • Projection Matrix 66%
  • Experimental Result 33%
  17 Citations (Scopus)

• Semisupervised Multiple Choice Learning for Ensemble Classification

  Zhong, J., Zeng, X., Cao, W., Wu, S., Liu, C., Yu, Z. & Wong, H.-S., 1 May 2022, In: IEEE Transactions on Cybernetics. 52, 5, p. 3658-3668 11 p.

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

  • Regularization 100%
  • Learning Approach 100%
  • Training Process 100%
  • Classification Models 100%
  • Conditional Entropy 100%
  10 Citations (Scopus)

• Source-Free Unsupervised Cross-Domain Pedestrian Detection via Pseudo Label Mining and Screening

  Tang, Z., Jiao, Q., Zhong, J., Wu, S. & Wong, H.-S., 2022, IEEE ICME IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO 2022: ICME 2022 - CONFERENCE PROCEEDINGS. IEEE Computer Society, 6 p. (Proceedings - IEEE International Conference on Multimedia and Expo; vol. 2022-July).

  Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

  • classification result 100%
  • Art Performance 100%
  • Self-Supervised Learning 100%
  • Confidence Score 100%
  • Source Data 100%
  2 Citations (Scopus)