冯国瑞 教授

Address：#811 Xiangying Building, School of Communication and Information Engineering, East Campus, Shanghai University, #99 Shangda Road, Baoshan district, Shanghai, China, 200444

Tel：086-021-66137260

Email: grfeng@shu.edu.cn

[Research Field]

AI Security, Multimedia Security, Multimedia Analysis

[Google Scholar]

https://scholar.google.com/citations?user=Yv7m1zAAAAAJ

[Recently Selected Papers]

  1. Yue Wang, Minjie Liu, Yanli Ren, Xinpeng Zhang and Guorui Feng*, “Traffic sign attack via pinpoint region probability estimation network,” Pattern Recognition, 2023.
  2. Yalan Qin, Zhenjun Tang, Hanzhou Wu and Guorui Feng*, “Flexible tensor learning for multi-view clustering with Markov chain,” IEEE Transactions on Knowledge and Data Engineering, 2023.
  3. Chongye Guo, Hongbo Wang, Yingjie Xia and Guorui Feng*, “Learning appearance-motion synergy via memory-guided event prediction for video anomaly detection,” IEEE Transactions on Circuits and Systems for Video Technology, 2023.
  4. Chuan Qin, Xiaomeng Li, Zhenyi Zhang, Fengyong Li, Xinpeng Zhang and Guorui Feng*, “Print-camera resistant image watermarking with deep noise simulation and constrained learning,” IEEE Transactions on Multimedia, 2023.
  5. Quan Wang, Sheng Li, Zichi Wang, Xinpeng Zhang and Guorui Feng*, “Multi-source style transfer via style disentanglement network,” IEEE Transactions on Multimedia, 2023.
  6. Junhao Tang and Guorui Feng*, “Background-detail restoration image deraining network based on convolutional dictionary network,” Signal Processing: Image Communication, vol. 119, pp. 117057, 2023.
  7. Xuanbo Zhang, Xinpeng Zhang and Guorui Feng*, “Image steganalysis network based on dual-attention mechanism,” IEEE Signal Processing Letters, vol. 30, pp. 1287-1291, 2023. 
  8. Jiayi Wu, Chuan Qin, Yanli Ren and Guorui Feng*, “EPFNet: Edge-prototype fusion network towards few-shot semantic segmentation for aerial remote sensing images,” IEEE Geoscience and Remote Sensing Letters, vol. 20, pp. 8001105, 2023.
  9.  Yalan Qin, Chuan Qin, Xinpeng Zhang, Donglian Qi* and Guorui Feng*, “NIM-nets: noise-aware incomplete multi-view learning networks,” IEEE Transactions on Image Processing, vol. 32, pp. 175-189, 2023. 
  10. Yu Zhou, Yanli Ren, Mengtian Xu and Guorui Feng*, “An improved NSGA-III algorithm based on deep Q-networks for cloud storage optimization of blockchain,” IEEE Transactions on Parallel and Distributed Systems, vol. 34, no. 5, pp. 1406-1419, 2023.
  11. Chuan Qin, Shengyan Gao, Xinpeng Zhang and Guorui Feng*, “CADW: CGAN-based attack on deep robust image watermarking,” IEEE Multimedia, vol. 30, no. 1, pp. 28-35, 2023.
  12. Zichi Wang, Guorui Feng*, Zhenxing Qian and Xinpeng Zhang, “JPEG steganography with content similarity evaluation,” IEEE Transactions on Cybernetics, vol. 53, no. 8, pp. 5082-5093, 2023.
  13. Zichi Wang, Guorui Feng*, Liquan Shen and Xinpeng Zhang, “Cover selection for steganography using image similarity,” IEEE Transactions on Dependable and Secure Computing, vol. 20, no. 3, pp. 2328-2340, 2023.
  14. Zichi Wang, Sheng Li, Xinpeng Zhang and Guorui Feng*, “Exploring abnormal behavior in swarm: identify user using adversarial examples,” IEEE Transactions on Emerging Topics in Computational Intelligence, vol. 7, no. 1, pp. 250-260, 2023.
  15. Yalan Qin, Guorui Feng*, Yanli Ren and Xinpeng Zhang, “Consistency-induced multiview subspace clustering,” IEEE Transactions on Cybernetics, vol. 53, no. 2, pp. 832-844, 2023.
  16. Yalan Qin, Xinpeng Zhang, Liquan Shen* and Guorui Feng*, “Maximum block energy guided robust subspace clustering,” IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 45, no. 2, pp. 2652-2659, 2023.
  17. Yalan Qin, Guorui Feng*, Yanli Ren and Xinpeng Zhang, “Block-diagonal guided symmetric nonnegative matrix factorization,” IEEE Transactions on Knowledge and Data Engineering, vol. 35, no. 3, pp. 2313-2325, 2023.
  18. Yu Zhou, Sheng Li, Witold Pedrycz and Guorui Feng*, “ACDB-EA: adaptive convergence-diversity balanced evolutionary algorithm for many-objective optimization,” Swarm and Evolutionary Computation, vol. 75, pp. 101145, 2022.
  19. Yuxue Zhang, Yunfeng Yan and Guorui Feng*, “Feature compensation network based on non-uniform quantization of channels for digital image global manipulation forensics,” Signal Processing: Image Communication, vol. 107, pp. 116795, 2022.
  20. Yalan Qin, Hanzhou Wu, Jian Zhao* and Guorui Feng*, “Enforced block diagonal subspace clustering with closed form solution,” Pattern Recognition, vol. 130, pp. 108791, 2022.
  21. Yalan Qin, Hanzhou Wu, Xinpeng Zhang and Guorui Feng*, “Semi-supervised structured subspace learning for multi-view clustering,” IEEE Transactions on Image Processing, vol. 31, pp. 1-14, 2022.
  22. Quan Wang, Sheng Li, Xinpeng Zhang and Guorui Feng*, “Multi-granularity brushstrokes network for universal style transfer,” ACM Transactions on Multimedia Computing, Communications, and Applications, vol. 18, no. 4, pp. 108, 2022.
  23. Chuan Qin, Enli Liu, Guorui Feng* and Xinpeng Zhang, “Perceptual image hashing for content authentication based on convolutional neural network with multiple constraints,” IEEE Transactions on Circuits and Systems for Video Technology, vol. 31, no. 11, pp. 4523-4537, 2021.
  24. Chuan Qin, Liang Wu, Xinpeng Zhang and Guorui Feng*, “Efficient non-targeted attack for deep hashing based image retrieval,” IEEE Signal Processing Letters, vol. 28, pp. 1893-1897, 2021.
  25. Yi Luo, Guorui Feng* and Xinpeng Zhang, “Hierarchical authorization of convolutional neural networks for multi-user,” IEEE Signal Processing Letters, vol. 28, pp. 1560-1564, 2021.
  26. Qiangjie Li, Guorui Feng*, Yanli Ren and Xinpeng Zhang, “Embedding probability guided network for image steganalysis,” IEEE Signal Processing Letters, vol. 28, pp. 1095-1099, 2021.
  27. Yalan Qin, Hanzhou Wu and Guorui Feng*, “Structured subspace learning-induced symmetric nonnegative matrix factorization,” Signal Processing, vol. 186, pp. 108115, 2021.
  28. Zichi Wang, Guorui Feng*, Yanli Ren and Xinpeng Zhang, “Multichannel steganography in digital images for multiple receivers,” IEEE Multimedia, vol. 28, no. 1, pp. 65-73, 2021.
  29. Yanli Ren, Xinpeng Zhang, Dawu Gu and Guorui Feng*, “Efficient outsourced extraction of histogram features over encrypted images in cloud,” Science China-Information Sciences, vol. 64, no. 3, pp. 139105, 2021.
  30. Kangli Hao, Guorui Feng*, Yanli Ren and Xinpeng Zhang, “Iris segmentation using feature channel optimization for noisy environments,” Cognitive Computation, vol. 12, no. 6, pp. 1205-1216, 2020.
  31. Kangli Hao, Guorui Feng* and Xinpeng Zhang, “Robust image watermark based on generative adversarial network,” China Communications, vol. 17, no. 11, pp. 131-140, 2020.
  32. Mengtian Xu, Guorui Feng*, Yanli Ren and Xinpeng Zhang, “On cloud storage optimization of blockchain with a clustering-based genetic algorithm,” IEEE Internet of Things Journal, vol. 7, no. 9, pp. 8547-8558, 2020.
  33. Guorui Feng, Xinpeng Zhang, Yanli Ren, Zhenxing Qian and Sheng Li*, “Diversity-based cascade filters for JPEG steganalysis,” IEEE Transactions on Circuits and Systems for Video Technology, vol. 30, no. 2, pp. 376-386, 2020.
  34. Lingchen Zhou, Guorui Feng*, Liquan Shen and Xinpeng Zhang, “On security enhancement of steganography via generative adversarial image,” IEEE Signal Processing Letters, vol. 27, no. 1, pp. 166-170, 2020.
  35. Zhiyang Jin, Guorui Feng*, Yanli Ren and Xinpeng Zhang, “Feature extraction optimization of JPEG steganalysis based on residual images,” Signal Processing, vol. 170, no. 5, pp. 107455, 2020.
  36. Quan Wang, Sheng Li*, Xinpeng Zhang and Guorui Feng*, “Rethinking neural style transfer: generating personalized and watermarked stylized images,” MM’23: Proceedings of the 31st ACM International Conference on Multimedia, pp. 6928-6937, 2023.
  37. Quan Wang, Yanli Ren, Xinpeng Zhang and Guorui Feng*, “Interactive image style transfer guided by graffiti,” MM’23: Proceedings of the 31st ACM International Conference on Multimedia, pp. 6685-6694, 2023.
  38. Cheng Xiong, Chuan Qin*, Guorui Feng and Xinpeng Zhang, “Flexible and Secure Watermarking for Latent Diffusion Model,” MM’23: Proceedings of the 31st ACM International Conference on Multimedia, pp. 1668-1676, 2023.
  39. Mengyao Li, Liquan Shen*, Peng Ye, Guorui Feng and Zheyin Wang, “RFD-ECNet: Extreme underwater image compression with reference to feature dictionary,” ICCV’23: Proceedings of the IEEE/CVF International Conference on Computer Vision, pp. 12980-12989, 2023.
  40. Cheng Xiong, Guorui Feng, Xinran Li, Xinpeng Zhang and Chuan Qin*, “Neural network model protection with piracy identification and tampering localization capability,” MM ’22: Proceedings of the 30th ACM International Conference on Multimedia, pp. 2881-2889, 2022.
  41. Baogen Zhang, Sheng Li*, Guorui Feng, Zhenxing Qian and Xinpeng Zhang, “Patch diffusion: a general module for face manipulation detection”, AAAI 2022, pp. 1636-1644, 2021.
  42. Sheng Li, Xinpeng Zhang, Zhenxing Qian*, Guorui Feng, “Diffusing the liveness cues for face anti-spoofing”, MM ’21: Proceedings of the 29th ACM International Conference on Multimedia, pp. 1636-1644, 2021.

[Editorship]

Neural Networks, Editor, (2024-)

Signal Proceesing, Editor, (2022-)

Scientific Reports, Editor, (2021-)

Pattern Recognition Letters, Manage Guest Editor

Multimedia Systems, Manage Guest Editor

Journal of Real-Time Image Processing, Guest Editor

[Reviewer]

ICML, CVPR, IEEE TPAMI, TNNLS, TGRS, TIFS, TKDE, TPDS, TCYB, TMM, etc