伍家松

伍家松，男，博士，東南大學計算機科學與工程學院副教授。

基本介紹

• 中文名：伍家松
• 學位/學歷：博士
• 職業：教師
• 專業方向：深度學習，信號與圖像處理
• 任職院校：東南大學計算機科學與工程學院

個人經歷

學習及工作經歷

2020/04-至今，東南大學，計算機科學與工程學院影像科去套學與技術系，副教授

2012/03-2020/04，東南大學，計算機科學與工程學院影像科學與技術系，講師

2009/07–2012/03， 雷恩第一大學， 信號處理與驗拜婚通信， 博士(中汗趨定寒法聯合培背厚束養)，導師：Lotfi Senhadji教授

2007/03–2012/11， 東南大學， 生物醫學工程， 博士， 導師：舒華忠教授

2005/09–2007/03， 東南大學， 生物醫學工程， 碩士研究生(提前攻博)，導師：於文雪副教授

2001/09–2005/06， 南華大學， 生物醫學工程， 學士， 導師：趙修驗才應良教授

主講課程

計算機學院大二本科生課程《信號與系統》

軟體學院大三本科生課程《運籌學》、《深度學習導論》

東南大學蘇州軟體學院研究生課程《機器學習》

學術成果

承煉墓婚刪擔項目

國家自然科學基金面上項目1項《複數及四元數域卷積神經網路的構造方法及其套用研究》(2019-2022)

國家自然科學基金青年項目1項《基於壓縮感知,矩陣填充和魯棒的主成分分析的四元數信號處理方法研究》(2013-2015)

論文發表和專利申請

研究方向：深度學習，卷積網路，圖像和視頻描述，自監督學習，離散正交變換等。自2008年以來，發表學術論文65篇，其中SCI論文33篇，包懂民辨括8篇IEEE Transactions 系列論文。申請專利18項，目前已經授權13項。

Arxiv：

[1]Jiasong Wu*,Ling Xu,Youyong Kong,Lotfi Senhadji,Huazhong Shu.Deep Octonion Networks. 2019, arXiv:1903.08478

[2]Jiasong Wu*, Fuzhi Wu, Qihan Yang, Youyong Kong, Xilin Liu, Yan Zhang, Lotfi Senhadji, Huazhong Shu.Fractional spectral graph wavelets and their applications.2019, arXiv:1902.10471.

[3]Jiasong Wu*, Fuzhi Wu, Jieyuan Liu, Youyong Kong, Xu Han, Lotfi Senhadji, Huazhong Shu.Phase-only signal reconstruction by MagnitudeCut.arxiv: 1603.00210.

已發表：

[1]R.J. Ge, G.Y. Yang, J.S. Wu, Y. Chen*, G. Coatrieux, L.M. Luo.A novel chaos-based symmetric image encryption using bit-pair level process. IEEE Access, vol. 7, no. 1, pp. 99470-99480, 2019.

[2]X.L. Liu*, Y.F. Wu, Z.H. Shao, J.S. Wu.The modified generic polar harmonic transforms for image representation. Pattern Analysis and Applications.

[3]L. Liu, J. S. Wu, D. W. Li, L. Senhadji, H. Z. Shu*.Fractional wavelet scattering network and applications. IEEE Transactions on Biomedical Engineering, vol. 66, no. 2, pp. 553-563, 2019.

[4]J.S. Wu*, F.Z. Wu, Z.F. Dong, K.W. Song, Y.Y. Kong, L. Senhadji, H.Z. Shu.Fast gray code kernel algorithm for the sliding conjugate symmetric sequency-ordered complex Hadamard transform. IEEE Access, vol. 6, no. 1, 2018: 56029-56045.

[5]J. S. Wu*, S. J. Qiu, Y. Y. Kong, L. Y. Jiang, Y. Chen, W. K. Yang, L. Senhadji, H. Z. Shu.PCANet: An energy perspective. Neurocomputing, vol. 313, pp. 271-287, 2018.

[6]Xilin Liu, Yongfei Wu, Zhuhong Shao, Jiasong Wu, Huazhong Shu.Color image watermarking using a discrete trinion Fourier transform. Journal of Electronic Imaging, 2018, 27 (4):043046-1-14.

[7]L. Y. Jiang, R.G. He, J. Liu, Y. Chen, J.S. Wu, H.Z. Shu.Phase-constrained parallel magnetic resonance imaging reconstruction based on low-rank matrix completion. IEEE Access, vol. 6, pp. 4941-4954, 2018.

[8]L.Y. Jiang, R.G. He, Y.P. Hong, J.S. Wu, H.Z. Shu.Two-dimensional active raypath separation using examination of the roots of the spectrum polynomial. The Journal of the Acoustical Society of America, vol. 142, no. 4, pp. EL408-EL414, 2017.

[9]W. Yang, H. Zhang, J. Yang, J. Wu, X. Yin, Y. Chen, H. Shu, L. Luo, G. Coatrieux, Z. Gui, Q. Feng. “Improving low-dose CT image using residual convolutional network,” IEEE Access, vol. 5, pp. 24698-24705, 2017.

[10]Jiasong Wu*, Shijie Qiu, Rui Zeng, Youyong Kong, Lotfi Senhadji, Huazhong Shu.Multilinear principal component analysis network for tensor object classification. IEEE Access, vol. 5, pp. 3322-3331, 2017.

[11]Xilin Liu, Guoniu Han, Jiasong Wu, Zhuhong Shao, Gouenou Coatrieux, and Huazhong Shu*.Fractional Krawtchouk transform with an application to image watermarking. IEEE Transactions on Signal Processing, vol. 65, no. 7, pp. 1894-1908, 2017.

[12]Zhang J, Wu J, Coatrieux J L, et al.A Correlation Based Strategy for the Acceleration of Nonlocal Means Filtering Algorithm. Mathematical Problems in Engineering, pp. 1-7, 2016.

[13]Zhuhong Shao, Yuanyuan Shang, Rui Zeng, Huazhong Shu, Gouenou Coatrieux, Jiasong Wu. Robust watermarking scheme for color image based on quaternion-type moment invariants and visual cryptography. Signal Processing: Image Communication. Volume 48, October 2016, Pages 12–21.

[14]Zeng R, Wu J S*, Shao Z H, Chen Y, Senhadji L, Shu H Z.Color image classification via quaternion principal component analysis network. Neurocomputing, vol. 216, pp. 416-428, 2016.

[15] B.J. Chen, G. Coatrieux, J.S. Wu, Z.F. Dong, J.L. Coatrieux, H.Z. Shu.Fast computation of sliding discrete Tchebichef moments and its application in duplicated regions detection. IEEE Trans. Signal Processing, vol. 63, no. 20, pp. 5424-5436, 2015.

[16] Z. H. Shao, Y. P. Duan, G. Coatrieux, J. S. Wu, J. Y. Meng, H. Z. Shu.Combining double random phase encoding for color image watermarking in quaternion gyrator domain. Optics Communications, vol. 343, pp. 56-65, 2015.

[17] R. Zeng, J.S. Wu*, Z.H. Shao, L. Senhadji, H.Z. Shu.Quaternion softmax classifier. IET Electronics Letters, vol. 50, no. 25, pp. 1929-1930, 2014.

[18] F. Liao, J. L. Coatrieux, J.S. Wu, Huazhong Shu.A new fast algorithm for constrained four-directioal total variation image denoising problem. Mathematical Problems in Engineering, 2014, Article ID 815132, pp. 1-11.

[19] X. Han, J.S. Wu, L. Wang, Y. Chen, L. Senhadji, H.Z. Shu.Linear Total Variation Approximate Regularized Nuclear Norm Optimization for Matrix Completion, Abstract and Applied Analysis, 2014, Article ID 765782, pp. 1-8.

[20] Y. Chen, H.Z. Shu, J. Yang, J.S. Wu, L.M. Luo, J. L. Coatrieux.2-D Impulse noise suppression by recursive Gaussian maximum likelihood estimation. PLoS ONE, e96386, vol. 9, no. 5, pp. 1-14, 2014.

[21] Z.H. Shao, H.Z. Shu, J.S. Wu, Z.F. Dong, G. Coatrieux, J. L. Coatrieux.Double color image encryption using iterative phase retrieval algorithm in quaternion gyrator domain. Optics Expresses, vol. 22, no. 5, pp. 4932-4942, 2014.

[22] Z.H. Shao, H.Z. Shu, J.S. Wu, B.J. Chen, J. L. Coatrieux.Quaternion Bessel-Fourier moments and their invariant descriptors for object reconstruction and recognition. Pattern Recognition, vol. 47,no. 2, pp. 603-611, Feb. 2014.

[23] J. Wang, S. J. Wang, Y. Chen, J.S. Wu, J. L. Coatrieux, and L. M. Luo.Metal artifact reduction in CT using fusion based prior image. Med. Phys. 2013, 40 (8), 081903-1-8.[

24] J.S. Wu, L. Wang, G. Y. Yang, L. Senhadji, L. M. Luo, H. Z. Shu.Sliding conjugate symmetric sequency-ordered complex Hadamard transform: fast algorithm and applications. IEEE Trans Circuits Syst-I: Regular Papers, 2012, 59 (6): 1321-1334.

[25] H. Z. Shu, J.S. Wu, C. F. Yang, L. Senhadji.Fast radix-3 algorithm for the generalized discrete Hartley transform of type II. IEEE Signal Process Lett, 2012, 19(6): 348-351.

[26] B. Wang, J. S. Wu, H. Z. Shu, L. M. Luo,Shape description using sequency-ordered complex Hadamard transform. Optics Commun., 2011, 284(12): 2726-2729.

[27] J.S. Wu, H.Z. Shu, L. Wang, L. Senhadji.Fast algorithms for the computation of sliding sequency-ordered complex Hadamard transform. IEEE Trans. Signal Process., 2010, 58(11): 5901-5909.

[28] L.Y. Jiang, H.Z. Shu, J.S. Wu, L. Wang, L. Senhadji.A novel split-radix fast algorithm for 2-D discrete Hartley transform. IEEE Trans. Circuits Syst.-I, 2010, 57(4): 911-924.

[29] J.S. Wu, H.Z. Shu, L. Senhadji, L.M. Luo.Mixed-radix algorithm for the computation of forward and inverse MDCTs. IEEE Trans. Circuits Syst.-I, 2009, 56(4): 784-794.

[30] H.Z. Shu, J.S. Wu, L. Senhadji, L.M. Luo.New fast algorithm for modulated complex lapped transform with sine windowing function.IEEE Signal Process. Lett., 2009, 16(2): 93-96.

[31] J.S Wu, H.Z. Shu, L. Senhadji, L.M. Luo.Radix-3×3 algorithm for the 2-D discrete Hartley transform. IEEE Trans. Circuits Syst. -II, 2008, 55(6): 566-570.

[32] J.S. Wu, H.Z. Shu, L. Senhadji, L.M. Luo.A fast algorithm for the computation of 2-D forward and inverse MDCT. Signal Process., 2008, 88(6): 1436-1446.

[33] H.Z. Shu, J.S. Wu, L. Senhadji, L.M. Luo.Radix-2 algorithm for the fast computation of type-III 3-D discrete W transform. Signal Process., 2008, 88(1): 210-215.

榮譽獎項

2018年江蘇省教育科學研究成果獎三等獎1項(排名第2)。

2017年國家科技進步二等獎1項(排名第13)。

2012年獲教育部自然科學二等獎1項(排名第3)。

2010年中國國家留學基金委“國家優秀自費留學生獎學金”。

2009年法國外交部“艾菲爾(Eiffel)博士獎學金”。

[2]X.L. Liu*, Y.F. Wu, Z.H. Shao, J.S. Wu.The modified generic polar harmonic transforms for image representation. Pattern Analysis and Applications.

[3]L. Liu, J. S. Wu, D. W. Li, L. Senhadji, H. Z. Shu*.Fractional wavelet scattering network and applications. IEEE Transactions on Biomedical Engineering, vol. 66, no. 2, pp. 553-563, 2019.

[4]J.S. Wu*, F.Z. Wu, Z.F. Dong, K.W. Song, Y.Y. Kong, L. Senhadji, H.Z. Shu.Fast gray code kernel algorithm for the sliding conjugate symmetric sequency-ordered complex Hadamard transform. IEEE Access, vol. 6, no. 1, 2018: 56029-56045.

[5]J. S. Wu*, S. J. Qiu, Y. Y. Kong, L. Y. Jiang, Y. Chen, W. K. Yang, L. Senhadji, H. Z. Shu.PCANet: An energy perspective. Neurocomputing, vol. 313, pp. 271-287, 2018.

[6]Xilin Liu, Yongfei Wu, Zhuhong Shao, Jiasong Wu, Huazhong Shu.Color image watermarking using a discrete trinion Fourier transform. Journal of Electronic Imaging, 2018, 27 (4):043046-1-14.

[7]L. Y. Jiang, R.G. He, J. Liu, Y. Chen, J.S. Wu, H.Z. Shu.Phase-constrained parallel magnetic resonance imaging reconstruction based on low-rank matrix completion. IEEE Access, vol. 6, pp. 4941-4954, 2018.

[8]L.Y. Jiang, R.G. He, Y.P. Hong, J.S. Wu, H.Z. Shu.Two-dimensional active raypath separation using examination of the roots of the spectrum polynomial. The Journal of the Acoustical Society of America, vol. 142, no. 4, pp. EL408-EL414, 2017.

[9]W. Yang, H. Zhang, J. Yang, J. Wu, X. Yin, Y. Chen, H. Shu, L. Luo, G. Coatrieux, Z. Gui, Q. Feng. “Improving low-dose CT image using residual convolutional network,” IEEE Access, vol. 5, pp. 24698-24705, 2017.

[10]Jiasong Wu*, Shijie Qiu, Rui Zeng, Youyong Kong, Lotfi Senhadji, Huazhong Shu.Multilinear principal component analysis network for tensor object classification. IEEE Access, vol. 5, pp. 3322-3331, 2017.

[11]Xilin Liu, Guoniu Han, Jiasong Wu, Zhuhong Shao, Gouenou Coatrieux, and Huazhong Shu*.Fractional Krawtchouk transform with an application to image watermarking. IEEE Transactions on Signal Processing, vol. 65, no. 7, pp. 1894-1908, 2017.

[12]Zhang J, Wu J, Coatrieux J L, et al.A Correlation Based Strategy for the Acceleration of Nonlocal Means Filtering Algorithm. Mathematical Problems in Engineering, pp. 1-7, 2016.

[13]Zhuhong Shao, Yuanyuan Shang, Rui Zeng, Huazhong Shu, Gouenou Coatrieux, Jiasong Wu. Robust watermarking scheme for color image based on quaternion-type moment invariants and visual cryptography. Signal Processing: Image Communication. Volume 48, October 2016, Pages 12–21.

[14]Zeng R, Wu J S*, Shao Z H, Chen Y, Senhadji L, Shu H Z.Color image classification via quaternion principal component analysis network. Neurocomputing, vol. 216, pp. 416-428, 2016.

[15] B.J. Chen, G. Coatrieux, J.S. Wu, Z.F. Dong, J.L. Coatrieux, H.Z. Shu.Fast computation of sliding discrete Tchebichef moments and its application in duplicated regions detection. IEEE Trans. Signal Processing, vol. 63, no. 20, pp. 5424-5436, 2015.

[16] Z. H. Shao, Y. P. Duan, G. Coatrieux, J. S. Wu, J. Y. Meng, H. Z. Shu.Combining double random phase encoding for color image watermarking in quaternion gyrator domain. Optics Communications, vol. 343, pp. 56-65, 2015.

[17] R. Zeng, J.S. Wu*, Z.H. Shao, L. Senhadji, H.Z. Shu.Quaternion softmax classifier. IET Electronics Letters, vol. 50, no. 25, pp. 1929-1930, 2014.

[18] F. Liao, J. L. Coatrieux, J.S. Wu, Huazhong Shu.A new fast algorithm for constrained four-directioal total variation image denoising problem. Mathematical Problems in Engineering, 2014, Article ID 815132, pp. 1-11.

[19] X. Han, J.S. Wu, L. Wang, Y. Chen, L. Senhadji, H.Z. Shu.Linear Total Variation Approximate Regularized Nuclear Norm Optimization for Matrix Completion, Abstract and Applied Analysis, 2014, Article ID 765782, pp. 1-8.

[20] Y. Chen, H.Z. Shu, J. Yang, J.S. Wu, L.M. Luo, J. L. Coatrieux.2-D Impulse noise suppression by recursive Gaussian maximum likelihood estimation. PLoS ONE, e96386, vol. 9, no. 5, pp. 1-14, 2014.

[21] Z.H. Shao, H.Z. Shu, J.S. Wu, Z.F. Dong, G. Coatrieux, J. L. Coatrieux.Double color image encryption using iterative phase retrieval algorithm in quaternion gyrator domain. Optics Expresses, vol. 22, no. 5, pp. 4932-4942, 2014.

[22] Z.H. Shao, H.Z. Shu, J.S. Wu, B.J. Chen, J. L. Coatrieux.Quaternion Bessel-Fourier moments and their invariant descriptors for object reconstruction and recognition. Pattern Recognition, vol. 47,no. 2, pp. 603-611, Feb. 2014.

[23] J. Wang, S. J. Wang, Y. Chen, J.S. Wu, J. L. Coatrieux, and L. M. Luo.Metal artifact reduction in CT using fusion based prior image. Med. Phys. 2013, 40 (8), 081903-1-8.[

24] J.S. Wu, L. Wang, G. Y. Yang, L. Senhadji, L. M. Luo, H. Z. Shu.Sliding conjugate symmetric sequency-ordered complex Hadamard transform: fast algorithm and applications. IEEE Trans Circuits Syst-I: Regular Papers, 2012, 59 (6): 1321-1334.

[25] H. Z. Shu, J.S. Wu, C. F. Yang, L. Senhadji.Fast radix-3 algorithm for the generalized discrete Hartley transform of type II. IEEE Signal Process Lett, 2012, 19(6): 348-351.

[26] B. Wang, J. S. Wu, H. Z. Shu, L. M. Luo,Shape description using sequency-ordered complex Hadamard transform. Optics Commun., 2011, 284(12): 2726-2729.

[27] J.S. Wu, H.Z. Shu, L. Wang, L. Senhadji.Fast algorithms for the computation of sliding sequency-ordered complex Hadamard transform. IEEE Trans. Signal Process., 2010, 58(11): 5901-5909.

[28] L.Y. Jiang, H.Z. Shu, J.S. Wu, L. Wang, L. Senhadji.A novel split-radix fast algorithm for 2-D discrete Hartley transform. IEEE Trans. Circuits Syst.-I, 2010, 57(4): 911-924.

[29] J.S. Wu, H.Z. Shu, L. Senhadji, L.M. Luo.Mixed-radix algorithm for the computation of forward and inverse MDCTs. IEEE Trans. Circuits Syst.-I, 2009, 56(4): 784-794.

[30] H.Z. Shu, J.S. Wu, L. Senhadji, L.M. Luo.New fast algorithm for modulated complex lapped transform with sine windowing function.IEEE Signal Process. Lett., 2009, 16(2): 93-96.

[31] J.S Wu, H.Z. Shu, L. Senhadji, L.M. Luo.Radix-3×3 algorithm for the 2-D discrete Hartley transform. IEEE Trans. Circuits Syst. -II, 2008, 55(6): 566-570.

[32] J.S. Wu, H.Z. Shu, L. Senhadji, L.M. Luo.A fast algorithm for the computation of 2-D forward and inverse MDCT. Signal Process., 2008, 88(6): 1436-1446.

[33] H.Z. Shu, J.S. Wu, L. Senhadji, L.M. Luo.Radix-2 algorithm for the fast computation of type-III 3-D discrete W transform. Signal Process., 2008, 88(1): 210-215.

榮譽獎項

2018年江蘇省教育科學研究成果獎三等獎1項(排名第2)。

2017年國家科技進步二等獎1項(排名第13)。

2012年獲教育部自然科學二等獎1項(排名第3)。

2010年中國國家留學基金委“國家優秀自費留學生獎學金”。

2009年法國外交部“艾菲爾(Eiffel)博士獎學金”。