📝 Publications
NOTE: Corresponding Authors *, Equal Contribution #
🧙♂️ Deepfake Detection
WaveGuard: Robust Deepfake Detection and Source Tracing via Dual-Tree Complex Wavelet and Graph Neural Networks
Z. He, Z. Guo*, L. Wang, G. Yang, Y. Diao, and D. Ma*.
IEEE Transactions on Circuits and Systems for Video Technology, 2025. (CCF-B, Top Journal)
[Code]
- This work proposes a proactive watermarking framework, which explores frequency domain embedding and graph-based structural consistency optimization.
Constructing New Backbone Networks via Space-Frequency Interactive Convolution for Deepfake Detection
Z. Guo, Z. Jia*, L. Wang, D. Wang, G. Yang*, and N. Kasabov.
IEEE Transactions on Information Forensics and Security, vol. 19, pp. 401-413, 2024, doi: 10.1109/TIFS.2023.3324739. (CCF-A, Top Journal)
[Code]
- This work proposes a new detection paradigm for deepfake detection.
LDFnet: Lightweight Dynamic Fusion Network for Face Forgery Detection by Integrating Local Artifacts and Global Texture Information
Z. Guo, L. Wang*, W. Yang, G. Yang*, and K. Li.
IEEE Transactions on Circuits and Systems for Video Technology, vol. 34, no. 2, pp. 1255-1265, 2024, doi: 10.1109/TCSVT.2023.3289147.（CCF-B, Top Journal）
- This work proposes an unified end-to-end framework, which can realize efficient deepfake detection.
Exposing Deepfake Face Forgeries with Guided Residuals
Z. Guo, G. Yang*, J. Chen, and X. Sun.
IEEE Transactions on Multimedia, vol. 25, pp. 8458-8470, 2023, doi: 10.1109/TMM.2023.3237169.（CCF-B, Top Journal）
- This work expands the applications of the guided filter, and overcomes the potential bias in the prediction-based residuals.
KBS 2025KAD-Net: Kolmogorov-Arnold and Differential-Aware Networks for Robust and Sensitive Proactive Deepfake ForensicsS. He, Y. Diao, Y. Li, C. Sun, L. Wang*, and Z. Guo*. Knowledge-Based Systems, 2025. （Top Journal）[Code]
INFFUS 2025DiffMark: Diffusion-based Robust Watermark Against DeepfakesC. Sun, H. Sun, Z. Guo*, Y. Diao, L. Wang, D. Ma*, and G. Yang. Information Fusion, 2025. （Top Journal）[Code]
ESWA 2023Rethinking Gradient Operator for Exposing AI-enabled Face ForgeriesZ. Guo, G. Yang*, D. Zhang, and M. Xia. Expert Systems with Applications, 2023. (Top Journal) [Code]
CVIU 2023A Data Augmentation Framework by Mining Structured Features for Fake Face Image DetectionZ. Guo, G. Yang*, D. Wang, and D. Zhang. Computer Vision and Image Understanding, 2023. (CCF-B) [Code]
CVIU 2021Fake Face Detection via Adaptive Manipulation Traces Extraction NetworkZ. Guo, G. Yang*, J. Chen, and X. Sun. Computer Vision and Image Understanding, 2021. (CCF-B) [Code] [Dataset]
MTA 2021Blind Detection of Glow-based Facial ForgeryZ. Guo, L. Hu, M. Xia, and G. Yang*. Multimedia Tools and Applications, 2021. (CCF-C) [Dataset]
🏥 Medical Image Processing
Similarity Memory Prior is All You Need for Medical Image Segmentation
H. Tang, Z. Guo*, L. Wang*, and C. Liu.
IEEE/CVF International Conference on Computer Vision (ICCV), 2025. (CCF-A, Highlight Paper)
[Code]
- This paper breaks through the limitations of traditional methods and constructs a category modeling based medical image segmentation network.
INFFUS 2025Conv-SdMLPMixer: A Hybrid Medical Image Classification Network Based on Multi-branch CNN and Multi-scale multi-dimensional MLPZ. Ren#, S Liu#, L. Wang*, and Z. Guo*. Information Fusion, 2025. （Top Journal） [Code]
ASC 2024Medical Image Segmentation Network Based on Feature Filtering with Low Number of ParametersZ. Ren#, Z. Guo#, L. Wang*, L. Xu, and C. Liu. Applied Soft Computing, 2024. （Top Journal）
📽️ Other Vision Tasks
PR 2025CLTR: Continual Learning Time-varying Regularization for Robust Classification of Noisy Label ImagesY. Li#, Z. Guo#, and L. Wang*. Pattern Recognition, 2025. (CCF-B, Top Journal) [Code]
ESWA 2025CTIFTrack: Continuous Temporal Information Fusion for Object TrackZ. Zhang#, Z. Guo#, L. Wang*, and Y. Li. Expert Systems with Applications, 2025. （Top Journal） [Code]
IPM 2024TBC-MI : Suppressing noise labels by maximizing cleaning samples for robust image classificationY. Li, Z. Guo, L. Wang*, and L. Xu. Information Processing & Management, 2024. (CCF-B, Top Journal)
ACM-TOMM 2023Enhancing Adversarial Embedding based Image Steganography via Clustering Modification DirectionsD. Wang, G. Yang*, Z. Guo, and J. Chen. ACM Transactions on Multimedia Computing Communications and Applications, 2023. (CCF-B)
CVIU 2022Robust Detection of Dehazed Images via Dual-stream CNNs with Adaptive Feature FusionJ. Chen, G. Yang*, X. Ding, Z. Guo, and S. Wang. Computer Vision and Image Understanding, 2022. (CCF-B)