Wenhan Luo - List of Publications

(* indicates equal contribution, + indicates intern/student working with me)

  1. Benchmarking Ultra-High-Definition Low-Light Image Enhancement and A Transformer Method,
    T. Wang, K. Zhang, T. Shen, W. Luo, B. Stenger, T. Lu,
    Proc. of the Association for the Advancement of Artificial Intelligence (AAAI), USA, 2023.
    [PDF] [Code]

  2. Transferring Image-CLIP to Video-Text Retrieval via Temporal Relations,
    H. Fang, P. Xiong, L. Xu, W. Luo,
    IEEE Transactions on Multimedia (TMM), to appear.
    [PDF] [Code]

  3. T-Net: Deep Stacked Scale-iteration Network for Image Dehazing,
    L. Zheng, Y. Li, K. Zhang, W. Luo,
    IEEE Transactions on Multimedia (TMM), to appear.
    [PDF]

  4. Few-shot Object Counting with Similarity-Aware Feature Enhancement,
    Z. You, K. Yang, W. Luo, X. Lu, L. Cui, X. Le,
    IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2023.
    [PDF] [Code]

  5. APPTracker: Improving Tracking Multiple Objects in Low-Frame-Rate Videos,
    T. Zhou, W. Luo, Z. Shi, J. Chen, Q. Ye,
    The 30th ACM International Conference on Multimedia (ACM MM), 2022.
    [PDF] [Project Page]

  6. Four-player GroupGAN for Weak Expression Recognition via Latent Expression Magnification,
    W. Niu, K. Zhang, D. Li, W. Luo,
    Knowledge-Based Systems, 2022.
    [PDF]

  7. EDFace-Celeb-1M: Benchmarking Face Hallucination with a Million-scale Dataset,
    K. Zhang, D. Li, W. Luo, J. Liu, J. Deng, W. Liu, S. Zafeiriou,
    IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), 2022.
    [PDF] [Github] [Dataset]

  8. Deep Image Deblurring: A Survey,
    K. Zhang, W. Ren, W. Luo, W. Lai, B. Stenger, M. Yang, H. Li,
    International Journal of Computer Vision (IJCV), 2022.
    [PDF]

  9. Beyond Monocular Deraining: Parallel Stereo Deraining Network Via Semantic Prior,
    K. Zhang+, W. Luo, Y. Yu, W. Ren, F. Zhao, C. Li, L. Ma, W. Liu, H. Li,
    International Journal of Computer Vision (IJCV), 2022.
    [PDF] [Github]

  10. Aesthetic Text Logo Synthesis via Content-aware Layout Inferring,
    Y. Wang+, Guo Pu, W. Luo, Y. Wang, P. Xiong, H. Kang, Z. Lian,
    Proc. of IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), USA, 2022.
    [PDF] [Dataset/Code]

  11. Enhanced Spatio-Temporal Interaction Learning for Video Deraining: A Faster and Better Framework,
    K. Zhang+, D. Li, W. Luo, W. Ren, W. Liu,
    IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), 2022.
    [arXiv] [Dataset/Code]

  12. Deep Robust Image Deblurring via Blur Distilling and Information Comparison in Latent Space,
    W. Niu, K. Zhang, W. Luo, Y. Zhong, H. Li,
    Neurocomputing, vol. 466, pp. 69-79, 2021.
    [PDF]

  13. Dual Attention-in-Attention Model for Joint Rain Streak and Raindrop Removal,
    K. Zhang+, D. Li, W. Luo, W. Ren,
    IEEE Trans. on Image Processing (TIP), 2021.
    [PDF]

  14. Deep Dense Multi-scale Network for Snow Removal Using Semantic and Geometric Priors,
    K. Zhang+, R. Li, Y. Yu, W. Luo, C. Li,
    IEEE Trans. on Image Processing (TIP), 2021.
    [PDF] [Dataset/Code]

  15. Benchmarking Ultra-High-Definition Image Super-resolution,
    K. Zhang+, D. Li, W. Luo, W. Ren, B. Stenger, W. Liu, H. Li, M. Yang,
    Proc. of International Conference on Computer Vision (ICCV), 2021.
    [PDF] [Dataset]

  16. Blind Motion Deblurring Super-Resolution: When Dynamic Spatio-Temporal Learning Meets Static Image Understanding,
    W. Niu, K. Zhang, W. Luo, Y. Zhong,
    IEEE Trans. on Image Processing (TIP), 2021.
    [PDF]

  17. LAGA-Net: Local-And-Global Attention Network for Skeleton Based Action Recognition,
    R. Xia, Y. Li, W. Luo,
    IEEE Transactions on Multimedia (TMM), 2021.
    [PDF]

  18. Towards Distraction-Robust Active Visual Tracking,
    F. Zhong+, P. Sun, W. Luo, T. Yan, Y. Wang,
    International Conference on Machine Learning (ICML), 2021.
    [PDF] [Code]

  19. Single Image Dehazing via Dual-Path Recurrent Network,
    X. Zhang, R. Jiang, T. Wang and W. Luo,
    IEEE Trans. on Image Processing (TIP), 2021.
    [PDF]

  20. Liquid Warping GAN with Attention: A Unified Framework for Human Image Synthesis,
    W. Liu+, Z. Piao, Z. Tu, W. Luo, L. Ma, and S. Gao,
    IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), 2021.
    [PDF] [Code]

  21. Multidimensional Local Binary Pattern for Hyperspectral Image Classification,
    Y. Li, H. Tang, W. Xie, and W. Luo,
    IEEE Trans. on Geoscience and Remote Sensing, 2021.
    [PDF]

  22. Disentangled Feature Networks for Facial Portraits Generation,
    K. Zhang+, W. Luo, L. Ma, W. Ren, and H. Li,
    IEEE Transactions on Multimedia (TMM), 2021.
    [PDF]

  23. Multiple Object Tracking: A Literature Review,
    W. Luo, J. Xing, A. Milan, X. Zhang, W. Liu, and T-K. Kim,
    Artificial Intelligence, 2021. (ESI Highly Cited Paper)
    [PDF]

  24. Multi-level Fusion and Attention-guided CNN for Image Dehazing,
    X. Zhang, T. Wang, W. Luo, P. Huang,
    IEEE Trans. on Circuits and Systems for Video Technology (TCSVT), 2021. (ESI Highly Cited Paper)
    [PDF]

  25. Coupled Network for Robust Pedestrian Detection with Gated Multi-Layer Feature Extraction and Deformable Occlusion Handling,
    T. Liu+, W. Luo, L. Ma, J. Huang, T. Stathaki and T. Dai,
    IEEE Trans. on Image Processing (TIP), 2021.
    [PDF]

  26. STFlow: Self-Taught Optical Flow Estimation Using Pseudo Labels,
    Z. Ren+, W. Luo, J. Yan, X. Yang, A. Yuille, H. Zha,
    IEEE Trans. on Image Processing (TIP), 2020.
    [PDF]

  27. Every Moment Matters: Detail-Aware Networks to Bring a Blurry Image Alive,
    K. Zhang+, W. Luo, B. Stenger, W. Ren, L. Ma, H. Li
    The 28th ACM International Conference on Multimedia (ACM MM), 2020. (Oral)
    [PDF]

  28. Distractor-Aware Discrimination Learning for Online Multiple Object Tracking,
    Z. Zhou, W. Luo, Q. Wang, J. Xing, W. Hu,
    Pattern Recognition, 2020.
    [PDF] [Code]

  29. TSSLBP: Tensor-based Spatial–Spectral Local Binary Pattern,
    Y. Li, H. Tang, L. Fan, W. Luo,
    Journal of Applied Remote Sensing, 2020.

  30. Beyond Monocular Deraining: Stereo Image Deraining via Semantic Understanding,
    K. Zhang+, W. Luo, W. Ren, J. Wang, F. Zhao, L. Ma, H. Li,
    European Conference on Computer Vision (ECCV), UK, 2020.
    [PDF] [Dataset (zzkd)] [Code (ehl2)] [Results (yb4y)] [Github]

  31. Deblurring by Realistic Blurring,
    K. Zhang+, W. Luo, Y. Zhong, L. Ma, B. Stenger, W. Liu, H. Li,
    Proc. of IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), USA, 2020. (Oral)
    [PDF] [Dataset/Code]

  32. Fine-grained Image-to-Image Transformation towards Visual Recognition,
    W. Xiong, Y. He, Y. Zhang, W. Luo, L. Ma, J. Luo,
    Proc. of IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), USA, 2020.
    [PDF] [Project Page]

  33. Video Deblurring via Spatiotemporal Pyramid Network and Adversarial Gradient Prior,
    T. Wang, X. Zhang, R. Jiang, L. Zhao, H. Chen, W. Luo,
    Computer Vision and Image Understanding (CVIU), 2021.
    [PDF]

  34. AD-VAT+: An Asymmetric Dueling Mechanism for Learning and Understanding Visual Active Tracking,
    F. Zhong+, P. Sun, W. Luo, T. Yan, Y. Wang,
    IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), 2019.
    [PDF] [Code] [Demo] [Dataset]

  35. Liquid Warping GAN: A Unified Framework for Human Motion Imitation, Appearance Transfer and Novel View Synthesis,
    W. Liu+, Z. Piao, J. Min, W. Luo, L. Ma, S. Gao,
    Proc. of International Conference on Computer Vision (ICCV), Korea, 2019.
    [PDF] [Project Page] [Code] [Dataset]

  36. Weakly-Supervised Spatio-Temporally Grounding Natural Sentence in Video,
    Z. Chen+, L. Ma, W. Luo, K.-Y. K. Wong,
    The 57th Annual Meeting of the Association for Computational Linguistics (ACL), Italy, 2019. (Oral)
    [PDF] [Code]

  37. Face Anti-Spoofing: Model Matters, So Does Data,
    X. Yang*, W. Luo*, L. Bao, Y. Gao, D. Gong, S. Zheng, Z. Li, W. Liu,
    Proc. of IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), USA, 2019.
    [PDF]

  38. Learning Joint Gait Representation via Quintuplet Loss Minimization,
    K. Zhang+, W. Luo, L. Ma, W. Liu, H. Li,
    Proc. of IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), USA, 2019. (Oral)
    [PDF]

  39. Residual Regression with Semantic Prior for Crowd Counting,
    J. Wan+, W. Luo, B. Wu, A. Chan, W Liu,
    Proc. of IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), USA, 2019.
    [PDF] [Project Page] [Code]

  40. Learning to Compose Dynamic Tree Structures for Visual Contexts,
    K. Tang+, H. Zhang, B. Wu, W. Luo, W. Liu,
    Proc. of IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), USA, 2019. (Oral & Best Paper Finalist)
    [arXiv] [Code]

  41. Bi-Real Net: Binarizing Deep Network towards Real-Network Performance,
    Z. Liu+, W. Luo, B. Wu, X. Yang, W. Liu, K-T. Cheng,
    International Journal of Computer Vision (IJCV), 2020.
    [PDF] [arXiv] [Code]

  42. AD-VAT: An Asymmetric Dueling Mechanism for Learning Visual Active Tracking,
    F. Zhong+, P. Sun, W. Luo, T. Yan, Y. Wang,
    International Conference on Learning Representations (ICLR), New Orleans, USA, 2019.
    [OpenReview Link] [Code] [Dataset]

  43. End-to-end Active Object Tracking and Its Real-world Deployment via Reinforcement Learning,
    W. Luo*, P. Sun*, F. Zhong*, W. Liu, T. Zhang and Y. Wang,
    IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), vol. 42, pp. 1317-1332, 2019.
    [arXiv] [Project Page] [Code]

  44. Cousin Network Guided Sketch Recognition via Latent Attribute Warehouse,
    K. Zhang+, W. Luo, L. Ma, H. Li,
    Proc. of the Association for the Advancement of Artificial Intelligence (AAAI), Hawaii, USA, 2019. (Spotlight)
    [PDF]

  45. Reinforcement Learning Based Coding Unit Early Termination Algorithm for High Efficiency Video Coding,
    N. Li, Y. Zhang, L. Zhu, W. Luo, S. Kwong,
    Journal of Visual Communication and Image Representation, vol. 60, pp. 276-286, 2019
    [PDF]

  46. Adversarial Spatio-Temporal Learning for Video Deblurring,
    K. Zhang+, W. Luo, Y. Zhong, L. Ma, W. Liu and H. Li,
    IEEE Trans. on Image Processing (TIP), vol. 28, no. 1, pp. 291-301, 2019.
    [arXiv] [Code]

  47. Trajectories as Topics: Multi-Object Tracking by Topic Discovery,
    W. Luo, B. Stenger, X. Zhao, T-K. Kim,
    IEEE Trans. on Image Processing (TIP), vol. 28, no. 1, pp. 240-252, 2019.
    [PDF]

  48. AD-VAT: An Asymmetric Dueling Mechanism for Learning Visual Active Tracking,
    F. Zhong+, P. Sun, W. Luo, T. Yan, Y. Wang,
    Neural Information Processing Systems (NIPS), workshop on Deep Reinforcement Learning, 2018.
    [PDF]

  49. Bi-Real Net: Enhancing the Performance of 1-bit CNNs with Improved Representational Capability and Advanced Training Algorithm,
    Z. Liu+, B. Wu, W. Luo, X. Yang, W. Liu, K-T. Cheng,
    European Conference on Computer Vision (ECCV), Germany, 2018.
    [PDF] [Code]

  50. End-to-end Active Object Tracking via Reinforcement Learning,
    W. Luo*, P. Sun*, F. Zhong, W. Liu, T. Zhang and Y. Wang,
    International Conference on Machine Learning (ICML), Sweden, 2018.
    [PDF] [Project Page] [Code] [Demo]

  51. Learning to Generate Time-Lapse Videos Using Multi-Stage Dynamic Generative Adversarial Networks,
    W. Xiong+, W. Luo, L. Ma, W. Liu and J. Luo,
    Proc. of IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), USA, 2018.
    [arXiv] [Project Page] [Code] [Dataset]

  52. Real-Time Neural Style Transfer for Videos,
    H. Huang+, H. Wang, W. Luo, L. Ma, W. Jiang, X. Zhu, Z. Li, W. Liu,
    Proc. of IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), USA, 2017.
    [PDF]

  53. Instant Coherent Group Motion Filtering by Group Motion Representations,
    N. Li, Y. Zhang, W. Luo, N. Guo,
    Neurocomputing, vol. 266, pp. 304-314, 2017.
    [PDF]

  54. Automatic Topic Discovery for Multi-object Tracking,
    W. Luo, B. Stenger, X. Zhao, T-K. Kim,
    Proc. of the Association for the Advancement of Artificial Intelligence (AAAI), Austin, Texas, USA, 2015. (Oral)
    [PDF]

  55. Bi-label Propagation for Generic Multiple Object Tracking,
    W. Luo, T-K. Kim, B. Stenger, X. Zhao, R. Cipolla,
    Proc. of IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), Columbus, Ohio, USA, 2014.
    [PDF]

  56. Unified Face Analysis by Iterative Multi-Output Random Forests,
    X. Zhao, T-K. Kim, W. Luo,
    Proc. of IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), Columbus, Ohio, USA, 2014.
    [PDF]

  57. Generic Object Crowd Tracking by Multi-Task Learning,
    W. Luo, T-K. Kim,
    Proc. of British Machine Vision Conference (BMVC), Bristol, UK, 2013.
    [PDF]

  58. Active Contour-Based Visual Tracking by Integrating Colors, Shapes and Motions,
    W. Hu, X. Zhou, W. Li, W. Luo, X. Zhang, S. Maybank,
    IEEE Trans. on Image Processing (TIP), vol. 22, no. 5, pp. 1778-1792, 2013.
    [PDF]

  59. Single and Multiple Object Tracking Using Log-Euclidean Riemannian Subspace and Block-Division Appearance Model,
    W. Hu, X. Li, W. Luo, X. Zhang, S. Maybank, Z. Zhang,
    IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), vol. 34, no. 12, pp. 2420-2440, 2012.
    [PDF]

  60. Semantic Shape Similarity Based Contour Tracking Evaluation,
    X. Zhang, W. Luo, L. Zhao, W. Li, W. Hu,
    Optical Engineering, 2011.

  61. Robust Visual Tracking via Transfer Learning,
    W. Luo, X. Li, W. Li, W. Hu,
    IEEE International Conference on Image Processing (ICIP), 2011.

  62. Efficient Block-division Model for Robust Multiple Object Tracking,
    W. Luo, X. Zhang, Y. Liu, X. Li, W. Hu, W. Li,
    IEEE International Conference on Acoustics,Speech, and Signal Processing (ICASSP), 2011.

  63. Robust Object Tracking with Boosted Discriminative Model via Graph Embedding,
    W. Li, X. Zhang, W. Luo, W. Hu, H. Ling, O. Wu,
    ICCV Workshops, 2011.

  64. Probabilistic Index Histogram for Robust Object Tracking,
    W. Li, X. Zhang, N. Xie, W. Hu, W. Luo, H. Ling,
    ACCV Workshops, 2010.


  65. Tech Report

    A Survey of Deep Face Restoration: Denoise, Super-Resolution, Deblur, Artifact Removal,
    T. Wang, K. Zhang, X. Chen, W. Luo, J. Deng, T. Lu, X. Cao, W. Liu, H. Li, S. Zafeiriou
    arXiv:2211.02831, 2022.
    [arXiv]

    Hierarchical Contrastive Learning for Single Image Dehazing,
    T. Wang, G. Tao, T. Shen, W. Lu, K. Zhang, W. Luo, T. Lu,
    2022.

    Multi-Prior Learning via Neural Architecture Search for Blind Face Restoration,
    Y. Yu, P. Zhang, K. Zhang, W. Luo, C. Li, Y. Yuan, G. Wang,
    arXiv:2206.13962, 2022.
    [arXiv]

    Blind Face Restoration: Benchmark Datasets and a Baseline Model,
    P. Zhang, K. Zhang, W. Luo, C. Li, G. Wang,
    arXiv:2206.03697, 2022.
    [arXiv]

    Benchmarking Deep Deblurring Algorithms: A Large-Scale Multi-Cause Dataset and A New Baseline Model,
    K. Zhang, W. Luo, W. Ren, B. Stenger, W. Liu, H. Li, M. Yang,
    arXiv:2112.00234, 2021.
    [arXiv]

    Look Closer to Ground Better: Weakly-Supervised Temporal Grounding of Sentence in Video,
    Z. Chen+, L. Ma, W. Luo, P. Tang, K.-Y. K. Wong,
    arXiv: 2001.09308, 2020.
    [arXiv]


    Thesis

    Generic Multiple Object Tracking, Dept. of Electrical and Electronic Engineering, Imperial College London, 2016. [PDF]