Publications

  1. Towards Bitstream-corrupted Harsh Visual Understanding: Through Bitstream Language Modeling as Robust Semantic Priors

    Chaoran Huang, Fangcheng Li, Tianyi Liu,
    arXiv preprint arXiv:2608.21837, 2026
    arXiv
  2. Bitstream Action Recognition is Byte Modeling

    Fangcheng Li, Chaoran Huang, Tianyi Liu,
    arXiv preprint arXiv:2608.15695, 2026
    arXiv
  3. DriftAD: Visually-Guided Text Drift for Few-Shot Industrial Anomaly Detection

    Wenyang Liu, Tianyi Liu, Dongshuo Zhang,
    Proceedings of the ACM International Conference on Multimedia, 2026
    ACM MM
    CCF A
  4. PromptSR: Cascade Prompting for Lightweight Image Super-Resolution

    Wenyang Liu, Chen Cai, Jianjun Gao,
    IEEE Transactions on Multimedia, 2026
    IEEE TMM
    CCF A CAS Q1 Top JCR Q1
  5. LLMArk: Instance-Aware Foundation Model for Flood Risk Assessment

    Kejun Wu, Shen Wang, Jianjun Gao,
    Information Fusion, 2026
    Information Fusion
    CAS Q1 Top JCR Q1
  6. Corrupted Bitstream Semantic Understanding by Adaptive-Modal Large Language Models

    Kejun Wu, Fangcheng Li, Wenyang Liu,
    Pattern Recognition, 2026
    PR
    CCF B CAS Q1 Top JCR Q1
  7. SSH-Net: A Self-Supervised and Hybrid Network for Noisy Image Watermark Removal

    Wenyang Liu, Jianjun Gao and Kim-Hui Yap
    Journal of Visual Communication and Image Representation, 2025
    JVCIR
    CCF C CAS Q3 JCR Q2
  8. From Semantics, Scene to Instance-awareness: Distilling Foundation Model for Open-vocabulary Grounded Situation Recognition

    Chen Cai, Tianyi Liu, Jianjun Gao,
    Proceedings of the 33rd ACM International Conference on Multimedia, 2025
    ACM MM
    CCF A
  9. CL-HOI: Cross-Level Human-Object Interaction Distillation from Multimodal Large Language Models

    Jianjun Gao, Chen Cai, Ruoyu Wang,
    Knowledge-Based Systems, 2025
    KBS
    CCF C CAS Q1 Top JCR Q1
  10. MotionAnimate: Animate Human Images with Pose Motion for Vivid and Temporally Consistent Video Generation

    Ruoyu Wang, Shaowei Wang, Rui Gong,
    Information Fusion, 2025
    Information Fusion
    CAS Q1 Top JCR Q1
  11. HSNet: Heterogeneous Subgraph Network for Single Image Super-Resolution

    Qiongyang Hu, Wenyang Liu, Wenbin Zou,
    arXiv preprint arXiv:2510.06564, 2025
    arXiv
  12. ByteNet: Rethinking Multimedia File Fragment Classification through Visual Perspectives

    Wenyang Liu, Kejun Wu, Tianyi Liu,
    IEEE Transactions on Multimedia, 2024
    IEEE TMM
    CCF A CAS Q1 Top JCR Q1
  13. Intra-and Inter-Sector Contextual Information Fusion with Joint Self-Attention for File Fragment Classification

    Yi Wang, Wenyang Liu, Kejun Wu,
    Knowledge-Based Systems, 2024
    KBS
    CCF C CAS Q1 Top JCR Q1
  14. Empowering Large Language Model for Continual Video Question Answering with Collaborative Prompting

    Chen Cai*, Zheng Wang*, Jianjun Gao,
    * Co-first authors
    Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing, 2024
    EMNLP
    CCF B
  15. CM^2-Net: Continual Cross-Modal Mapping Network for Driver Action Recognition

    Ruoyu Wang, Chen Cai, Wenqian Wang,
    IEEE International Conference on Image Processing, 2024
    ICIP
    CCF C
  16. Bitstream-Corrupted JPEG Images Are Restorable: Two-Stage Compensation and Alignment Framework for Image Restoration

    Wenyang Liu, Yi Wang, Kim-Hui Yap,
    Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023
    CVPR
    CCF A
  17. Bitstream-Corrupted Video Recovery: A Novel Benchmark Dataset and Method

    Tianyi Liu*, Kejun Wu*, Yi Wang,
    * Co-first authors
    Advances in Neural Information Processing Systems, 2023
    NeurIPS
    CCF A
  18. A Byte Sequence Is Worth an Image: CNN for File Fragment Classification Using Bit Shift and n-Gram Embeddings

    Wenyang Liu, Yi Wang, Kejun Wu,
    IEEE International Conference on Artificial Intelligence Circuits and Systems, 2023
    AICAS Oral
  19. A Spatial-Focal Error Concealment Scheme for Corrupted Focal Stack Video

    Kejun Wu, Yi Wang, Wenyang Liu,
    Data Compression Conference, 2023
    DCC
    CCF B
  20. Image Representation and Deep Inception-Attention for File-Type and Malware Classification

    Yi Wang, Kejun Wu, Wenyang Liu,
    IEEE International Symposium on Circuits and Systems, 2023
    ISCAS
    CCF B
  21. MindReading: An Ultra-Low-Power Photonic Accelerator for EEG-Based Human Intention Recognition

    Qian Lou*, Wenyang Liu*, Weichen Liu,
    * Co-first authors
    Asia and South Pacific Design Automation Conference, 2020
    ASP-DAC
    CCF C
  22. HolyLight: A Nanophotonic Accelerator for Deep Learning in Data Centers

    Weichen Liu, Wenyang Liu, Yichen Ye,
    Second author; first author was my master’s advisor
    Design, Automation & Test in Europe Conference, 2019
    DATE
    CCF B 140+ citations
  23. Fine-Grained Task-Level Parallel and Low Power H.264 Decoding in Multi-Core Systems

    Wenyang Liu, Weichen Liu, Mengquan Li,
    IEEE 24th International Conference on Parallel and Distributed Systems, 2018
    ICPADS
    CCF C