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馮國(guó)瑞 博士，教授 |
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辦公室： |
上海大學(xué)寶山校區(qū)東區(qū)14號(hào)樓（翔英樓）811室 |
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通信地址(郵政編碼): |
上海市上大路99號(hào)83信箱（200444） |
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電話/傳真： |
021-66137260 |
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電子郵件： |
grfeng@shu.edu.cn |
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個(gè)人主頁(yè)： |
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馮國(guó)瑞，IEEE會(huì)員，中國(guó)計(jì)算機(jī)學(xué)會(huì)高級(jí)會(huì)員，中國(guó)圖象圖形學(xué)會(huì)數(shù)字媒體取證與安全專業(yè)委員會(huì)委員，上海大學(xué)電子信息系主任，在圖像處理、信息安全、機(jī)器學(xué)習(xí)等相關(guān)領(lǐng)域取得一系列成果，以第一作者或通訊作者在IEEE T-PAMI、T-IP、T-KDE、T-DSC、T-PDS、中國(guó)科學(xué)英文版、ACM MM等國(guó)內(nèi)外重要期刊和會(huì)議上發(fā)表錄用論文80余篇，其中IEEE/ACM期刊論文30余篇，谷歌學(xué)術(shù)引用4000多次，主持和參與國(guó)家自然基金重點(diǎn)、面上、科技部重點(diǎn)研發(fā)計(jì)劃等國(guó)家級(jí)省部級(jí)項(xiàng)目二十余項(xiàng)，當(dāng)前擔(dān)任Elsevier期刊《Neural Networks》（中科院一區(qū)），《Signal Processing》（中科院二區(qū)）和Nature集團(tuán)期刊《Scientific Reports》（中科院二區(qū)）編委，曾擔(dān)任過《Journal
of Real-Time Image Processing》、《Multimedia Systems》、《Pattern Recognition Letters》等SCI國(guó)際期刊的客座編輯，獲得過2008年上海市技術(shù)發(fā)明二等獎(jiǎng)、2018年中國(guó)電子學(xué)會(huì)自然科學(xué)二等獎(jiǎng)、2022年上海市自然科學(xué)一等獎(jiǎng)各一項(xiàng)。 【研究領(lǐng)域】 人工智能安全、多媒體安全、圖像處理、機(jī)器學(xué)習(xí) 【研究生培養(yǎng)】 研究生課程：科技創(chuàng)新與寫作 已指導(dǎo)博士研究生5人，學(xué)生獲得過國(guó)家獎(jiǎng)學(xué)金、優(yōu)秀畢業(yè)博士論文獎(jiǎng)、上海計(jì)算機(jī)學(xué)會(huì)優(yōu)秀博士論文提名獎(jiǎng) 已指導(dǎo)碩士研究生30多人，學(xué)生獲得多項(xiàng)國(guó)家獎(jiǎng)學(xué)金，就業(yè)去向包括阿里、字節(jié)、B站、華為、各大國(guó)有銀行等。 每年招收博士研究生1-2人、碩士研究生4-6人 【國(guó)家級(jí)科研項(xiàng)目】 2021～2024，基于深度對(duì)抗學(xué)習(xí)的圖像隱寫分析，國(guó)家自然科學(xué)基金面上項(xiàng)目，主持 2016～2018，面向不平衡數(shù)據(jù)和代價(jià)敏感學(xué)習(xí)的圖像隱寫分析，NSFC-通用技術(shù)基礎(chǔ)研究聯(lián)合基金，主持 2014～2017，基于深度信念網(wǎng)絡(luò)的圖像隱寫分析，國(guó)家自然科學(xué)基金面上項(xiàng)目，主持 2020～2021，××××××，國(guó)防科技創(chuàng)新特區(qū)項(xiàng)目，主持 2024～2026，××××××，科技部重點(diǎn)研發(fā)計(jì)劃子課題，主持 2019～2022，××××××，科技部重點(diǎn)研發(fā)計(jì)劃子課題，主持 【近期代表性論文】 1. Yue Wang, Minjie
Liu, Yanli Ren, Xinpeng
Zhang and Guorui Feng, “Traffic
sign attack via pinpoint region probability estimation network,” Pattern
Recognition, vol. 146, pp. 110035, 2024. 2. Quan Wang,
Sheng Li, Zichi Wang, Xinpeng Zhang and Guorui Feng, “Multi-source style transfer via
style disentanglement network,” IEEE Transactions on Multimedia, vol. 26,
pp. 1373-1383, 2024. 3. 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, vol. 36, no. 4, pp. 1552-1565,
2024. 4. Tianyu Yang, Hanzhou
Wu, Biao Yi, Guorui Feng and Xinpeng
Zhang, “Semantic-preserving linguistic steganography
by pivot translation and semantic-aware bins coding,” IEEE Transactions on
Dependable and Secure Computing, vol. 21, no. 1, pp.
139-152, 2024. 5. 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, vol. 26, pp. 2164-2177, 2024. 6. 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, vol. 34, no. 3, pp. 1519-1531, 2024. 7. 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. 8. 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. 9. Yanli Ren, Zhuhuan
Song, Shifeng Sun, Joseph Liu and Guorui Feng, “Outsourcing
LDA-based face recognition to an untrusted cloud,” IEEE Transactions on
Dependable and Secure Computing, vol. 30, no. 3, pp. 2058-2070, 2023. 10. 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. 11. 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. 12. 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. 13. 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. 14. 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. 15. 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. 16. Zichi Wang, Guorui Feng and Xinpeng Zhang, “Repeatable data hiding: towards the reusability of digital images,” IEEE
Transactions on Circuits and Systems for Video Technology, vol. 32, no. 1,
pp. 135-146, 2022. 17. 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. 18. 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. 19. 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. 20. 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. 【授權(quán)專利】 1.
馮國(guó)瑞，李雪梅，基于卷積神經(jīng)網(wǎng)絡(luò)的數(shù)字圖像局部濾波取證方法； 2.
馮國(guó)瑞，劉萬利，基于信用積分和節(jié)點(diǎn)聚類的區(qū)塊鏈DPOS共識(shí)機(jī)制改進(jìn)方法； 3.
馮國(guó)瑞, 孫物一, 鐘凱, 一種多嵌入率含密圖像的隱寫檢測(cè)方法； 4.
馮國(guó)瑞, 鐘凱, 胡丹丹, 一種利用卷積神經(jīng)網(wǎng)絡(luò)集成的信息隱藏檢測(cè)方法。 【獲獎(jiǎng)情況】 多媒體數(shù)據(jù)保護(hù)的理論與方法，2022年上海自然科學(xué)一等獎(jiǎng)。 新型視覺信號(hào)壓縮與保護(hù)，2018年中國(guó)電子學(xué)會(huì)自然科學(xué)二等獎(jiǎng)； 實(shí)現(xiàn)數(shù)字媒體版權(quán)保護(hù)與可靠性認(rèn)證的數(shù)字水印新技術(shù)，2008年上海技術(shù)發(fā)明二等獎(jiǎng)。 【學(xué)術(shù)兼職】 SCI期刊Neural Networks編委； SCI期刊Signal Processing編委； SCI期刊Scientific Reports編委； 中國(guó)圖象圖形學(xué)會(huì)數(shù)字媒體取證與安全專業(yè)委員會(huì)委員； 中國(guó)計(jì)算機(jī)學(xué)會(huì)高級(jí)會(huì)員。 |
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