邱國平，深圳大學電子與信息工程學院特聘教授、博士生導師、深圳大學智能機器人研究中心主任、珠江領軍人才、浙江省和四川省特聘專家。入選美國斯坦福大學全球前2%頂尖科學家榜單，人工智能和圖像處理領域全球排名1691位 (前0.8%)。曾在英國多所研究型大學任教二十多年，英國諾丁漢大學計算機科學學院視覺信息處理終身講座教授。研究興趣包括計算機視覺、人工智能、機器學習和多媒體信號處理等相關學科領域。在相關國際核心學術期刊和國際學術會議發(fā)表論文二百五十多篇、獲多項美國和歐洲專利、在國際知名模式識別和圖像處理學術大會上獲最佳論文獎。基于邱教授團隊研究成果創(chuàng)立的高科技公司已成為國際高動態(tài)圖像及相關攝影技術產(chǎn)品的領導者，在全球二百多個國家擁有上億用戶。主持和參與政府和商業(yè)科研項目經(jīng)費折合超過二千萬人民幣。擔任國際圖像處理和模式識別領域重要國際學術期刊副編輯，國際視覺信息處理和多媒體學術會議主席及技術委員會主席。擔任歐盟、英國、荷蘭、以色列、新加坡和香港特區(qū)政府科研基金評委，以及多家跨國公司的技術顧問，曾任英國諾丁漢大學國際博士創(chuàng)新研究中心主任、中國校區(qū)計算機科學學院院長、理工學院院長等行政職務。
研究方向：計算機視覺、人工智能、機器學習和多媒體信號處理
辦公室：深圳大學滄海校區(qū)致信樓N901 電子郵箱：qiu@szu.edu.cn
代表性論文及專利
1. Z. Chen, J. Duan, L. Kang and G. Qiu, “Class-Imbalanced Deep Learning via a Class-Balanced Ensemble”, IEEE Transactions on Neural Networks and Learning Systems (IF 8.79), Accepted for publication, April 2021
2. Liu, F. Zhou, T. Lu, J. Duan and G. Qiu, "Image Defogging Quality Assessment: Real-world Database and Method," in IEEE Transactions on Image Processing, vol. 30, pp. 176-190, 2021 (IF 9.34)
3. T. Liu, K. -M. Lam, R. Zhao and G. Qiu, "Deep Cross-modal Representation Learning and Distillation for Illumination-invariant Pedestrian Detection," in IEEE Transactions on Circuits and Systems for Video Technology, doi: 10.1109/TCSVT.2021.3060162, February 2021 (IF 4.13)
4. Zhi Chen, Jiang Duan, Li Kang, Guoping Qiu, A hybrid data-level ensemble to enable learning from highly imbalanced dataset, Information Sciences, Volume 554, 2021, Pages 157-176 (IF 5.91)
5. Qing Li, Jiasong Zhu, Rui Cao, Ke Sun, Jonathan M. Garibaldi, Qingquan Li, Bozhi Liu, Guoping Qiu, “Relative Geometry-Aware Siamese Neural Network for 6DOF Camera Relocalization”, Neurocomputing, Volume 426, 2021, Pages 134-146 (IF 4.44)
6. Ruitao Xie, Jingxin Liu, Rui Cao, Connor S Qiu, Jiang Duan, Jon Garibaldi, Guoping Qiu, "End-to-End Fovea Localisation in Colour Fundus Images with a Hierarchical Deep Regression Network," in IEEE Transactions on Medical Imaging, doi: 10.1109/TMI.2020.3023254. (IF 6.68)
7. F. Zhou, R. Yao, G. Liao, B. Liu and G. Qiu, "Visual Saliency via Embedding Hierarchical Knowledge in a Deep Neural Network," in IEEE Transactions on Image Processing, vol. 29, pp. 8490-8505, 2020. (IF 9.34)
8. W. Liu, X. Hou, J. Duan and G. Qiu, "End-to-End Single Image Fog Removal Using Enhanced Cycle Consistent Adversarial Networks," in IEEE Transactions on Image Processing, vol. 29, pp. 7819-7833, 2020. (IF 9.34)
9. Hui Yin, Yuanhao Gong, Guoping Qiu, “Fast and efficient implementation of image filtering using a side window convolutional neural network”, Signal Processing, Volume 176, 2020, 107-717 (IF 4.38)
10. Kanglin Liu, Qing Li, Guoping Qiu, “PoseGAN: A pose-to-image translation framework for camera localization”, ISPRS Journal of Photogrammetry and Remote Sensing, Volume 166, August 2020, Pages 308-315 (IF 7.32)
11. Jun Liu, Qing Li, Rui Cao, Wenming Tang, Guoping Qiu, “MiniNet: An extremely lightweight convolutional neural network for real-time unsupervised monocular depth estimation”, ISPRS Journal of Photogrammetry and Remote Sensing, Volume 166, August 2020, Pages 255-267, ISSN 0924-2716 (IF 7.32)
12. Xianxu Hou, Jingxin Liu, Bolei Xu, Xiaolong Wang, Bozhi Liu, Guoping Qiu, “Class-aware domain adaptation for improving adversarial robustness”, Image and Vision Computing, Volume 99, July 2020, 103926 (IF 3.1)
13. Bolei Xu, Jingxin Liu, Xianxu Hou, Bozhi Liu, Jon Garibaldi, Ian O Ellis, Andy Green, Linlin Shen, Guoping Qiu, "Attention by Selection: A Deep Selective Attention Approach to Breast Cancer Classification," in IEEE Transactions on Medical Imaging, vol. 39, no. 6, pp. 1930-1941, June 2020 (IF 6.68)
14. Shuhui Gong, John Cartlidge, Ruibin Bai, Yang Yue, Qingquan Li & Guoping Qiu (2020) Extracting activity patterns from taxi trajectory data: a two-layer framework using spatio-temporal clustering, Bayesian probability and Monte Carlo simulation, International Journal of Geographical Information Science, 34:6, 1210-1234 (IF 3.73)
15. Kanglin Liu and Guoping Qiu, “Lipschitz constrained GANs via boundedness and continuity”, Neural Computing and Applications, 32:18271–18283 May 2020 (IF 4.77)
16. Rui Cao, Wei Tu, Cuixin Yang, Qing Li, Jun Liu, Jiasong Zhu, Qian Zhang, Qingquan Li, Guoping Qiu, “Deep learning-based remote and social sensing data fusion for urban region function recognition”, ISPRS Journal of Photogrammetry and Remote Sensing, Volume 163, May 2020, Pages 82-97, ISSN 0924-2716 (IF 7.32)
17. Jun Liu, Qing Li, Rui Cao, Wenming Tang, Guoping Qiu, “A contextual conditional random field network for monocular depth estimation”, Image and Vision Computing, Volume 98, June 2020, 103922, ISSN 0262-8856 (IF 3.1)
18. Jie Shu, Jingxin Liu, Yongmei Zhang, Hao Fu, Mohammad Ilyas, Giuseppe Faraci, Vincenzo Della Mea, Bozhi Liu, Guoping Qiu, “Marker controlled superpixel nuclei segmentation and automatic counting on immunohistochemistry staining images”, Bioinformatics, Volume 36, Issue 10, 15 May 2020, Pages 3225–3233 (IF 5.61)
19. Zhi Chen, Jiang Duan, Cheng Yang, Li Kang, Guoping Qiu, “SMLBoost-adopting a soft-margin like strategy in boosting”, Knowledge-Based Systems, Volume 195, May 2020, 105705, ISSN 0950-7051 (IF 5.1)
20. Wei Pan, Xuequan Lu, Yuanhao Gong, Wenming Tang, Jun Liu, Ying He, Guoping Qiu, “HLO: Half-kernel Laplacian operator for surface smoothing”, Computer-Aided Design, Volume 121, April 2020, 102807 (IF 3.15)
21. Qing Li, Jiasong Zhu, Jun Liu, Rui Cao, Hao Fu, Jonathan M. Garibaldi, Qingquan Li, Bozhi Liu, Guoping Qiu, ”3D map-guided single indoor image localization refinement”, ISPRS Journal of Photogrammetry and Remote Sensing, Volume 161, March 2020, Pages 13-26, ISSN 0924-2716 (IF 7.32)
22. Rui Cao, Qian Zhang, Jiasong Zhu, Qing Li, Qingquan Li, Bozhi Liu & Guoping Qiu, “Enhancing remote sensing image retrieval using a triplet deep metric learning network”, International Journal of Remote Sensing, February 2020, 41:2, 740-751 (IF 2.97)
23. F. Zhou, Q. Chen, B. Liu and G. Qiu, "Structure and Texture-Aware Image Decomposition via Training a Neural Network", IEEE Transactions on Image Processing, vol. 29, pp. 3458-3473, 2020. (IF 9.34)
24. Wei Liu, Rongguo Yao, Guoping Qiu, “A physics based generative adversarial network for single image defogging”, Image and Vision Computing, Volume 92, December 2019, 103815 (IF 3.1)
25. Bolei Xu, Jingxin Liu, Xianxu Hou, Bozhi Liu, Guoping Qiu, “End-to-End Illuminant Estimation Based on Deep Metric Learning”, The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), June 2020, pp. 3616-3625
26. Luo H., Liao G., Hou X., Liu B., Zhou F., Qiu G. (2020) VHS to HDTV Video Translation Using Multi-task Adversarial Learning. In: Ro Y. et al. (eds) MultiMedia Modeling. MMM 2020. Lecture Notes in Computer Science, vol 11961. Springer, Cham
27. Xianxu Hou, Jingxin Liu, Bolei Xu, Bozhi Liu, Xin Chen, Mohammad Ilyas, Ian Ellis, Jon Garibaldi, Guoping Qiu, “Dual Adaptive Pyramid Network for Cross-Stain Histopathology Image Segmentation. In: Shen D. et al. (eds) Medical Image Computing and Computer Assisted Intervention”, MICCAI, October 2019, in Lecture Notes in Computer Science, vol 11765. Springer, Cham
28. Kanglin Liu, Wenming Tang, Fei Zhou, Guoping Qiu; “Spectral Regularization for Combating Mode Collapse in GANs”, The IEEE International Conference on Computer Vision (ICCV), October 2019, pp. 6382-6390
29. Hui Yin, Yuanhao Gong, Guoping Qiu, “Side window guided filtering”, Signal Processing, Volume 165, December 2019, Pages 315-330 (IF 4.38)
30. Bolei Xu, Jingxin Liu, Xianxu Hou, Bozhi Liu, Guoping Qiu, “Deep reinforcement learning-based patch selection for illuminant estimation”, Image and Vision Computing, Volume 91, November 2019, 103798, ISSN 0262-8856 (IF 3.1)
31. X. Hou, K. Sun, L. Shen, G. Qiu “Improving Variational Autoencoder with Deep Feature Consistent and Generative Adversarial Training.” Neurocomputing 341 (2019): 183-194. (IF 4.44)
32. H. Yin, Y. Gong, G. Qiu, “Side Window Filtering.” Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 2019: 8758-8766.
33. F. Zhou, R. Yao, B. Liu, G. Qiu, “Visual Quality Assessment for Super-resolved Images: Database and Method.” IEEE Transactions on Image Processing 28.7 (2019): 3528-3541. (IF 9.34)
34. J. Liu, B. Xu, C. Zheng, Y. Gong, J. Garibaldi, D. Soria, A. Green, IO. Ellis, W. Zou, G. Qiu, “An end-to-end deep learning histochemical scoring system for breast cancer TMA.” IEEE transactions on medical imaging 38.2 (2019): 617-628. (IF 6.68)
35. J. Zhu, Q. Li, R. Cao, K. Sun, T. Liu, J. Garibaldi, Q. Li, B. Liu, G. Qiu, “Indoor topological localization using a visual landmark sequence.” Remote Sensing 11.1 (2019): 73. (IF 4.51)
36. Yangming Zhou, Guoping Qiu, “Random forest for label ranking”, Expert Systems with Applications, Volume 112, December 2018, Pages 99-109, ISSN 0957-4174 (IF 5.45)
37. J. Zhu, K. Sun, S. Jia, Q. Li, X. Hou, W. Lin, B. Liu, G. Qiu, “Urban Traffic Density Estimation Based on Ultrahigh-Resolution UAV Video and Deep Neural Network.” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 11.12 (2018): 4968-4981. (IF 3.83)
38. R. Cao, J. Zhu, W. Tu, Q. Li, J. Cao, B. Liu, Q. Zhang, G. Qiu, “Integrating Aerial and Street View Images for Urban Land Use Classification.” Remote Sensing 10.10 (2018): 1553. (IF 4.51)
39. L. Zheng, J. Huang and G. Qiu, “Riemannian competitive learning for symmetric positive definite matrices clustering.” Neurocomputing 295 (2018): 153-164. (IF 4.44)
40. J. Zhu, K. Sun, S. Jia, W. Lin, X. Hou, B. Liu, G. Qiu, “Bidirectional Long Short-Term Memory Network for Vehicle Behavior Recognition.” Remote Sensing 10.6 (2018): 887. (IF 4.51)
41. X. Hou, J. Zhu, K. Sun, L. Shen, G. Qiu, “Object Specific Deep Feature for Face Detection.” IEICE TRANSACTIONS on Information and Systems 101.5 (2018): 1270-1277. (IF 0.45)
42. Qian Zhang and Guoping Qiu, “Bundling centre for landmark image discovery”, International Journal of Multimedia Information Retrieval, March 2016, Volume 5, Issue 1, pp. 35-50 (IF 1.24)
43. Mercedes Torres and Guoping Qiu, “Habitat Image Annotation with Low-Level Features, Medium-Level Knowledge and Location Information”, Multimedia Systems, pp. 1- 16, January 2015 (IF 1.56)
44. Y. Zhou, Y. Liu, X. Gao and G. Qiu: A label ranking method based on Gaussian mixture model, Knowledge-Based Systems, Volume 72, December 2014, Pages 108–113 (IF 5.1)
45. Yanqiang Lei, Guoping Qiu, Ligang Zheng, and Jiwu Huang. 2014. Fast Near-Duplicate Image Detection Using Uniform Randomized Trees. ACM Trans. Multimedia Comput. Commun. Appl. 10, 4, Article 35 (July 2014), 15 pages. (IF 3.27)
46. Yongchao Li, Cheng Cai, Guoping Qiu, Kin-Man Lam: Face hallucination based on sparse local-pixel structure. Pattern Recognition 47(3): 1261-1270 (2014) (IF 7.2)
47. Hao Fu, Guoping Qiu, Jie Shu, Mohammad Ilyas: A Novel Polar Space Random Field Model for the Detection of Glandular Structures. IEEE Trans. Med. Imaging 33(3): 764-776 (2014) (IF 6.68)
48. Mercedes Torres, Guoping Qiu, Automatic habitat classification using image analysis and random forest, Ecological Informatics, Volume 23, September 2014, Pages 126-136 (IF 2.51)
49. L. G. Zheng, G. Qiu, Y. Lei and J. Huang, “Near-duplicate Image Detection in a Visually Salient Riemannian Space”, IEEE Transactions on Information Forensics and Security, Volume: 7, Issue: 5, Page(s): 1578 – 1593, October 2012 (IF 6.21)
50. Hao Fu, Guoping Qiu: Integrating low-level and semantic features for object consistent segmentation. Neurocomputing 119: 74-81 (2013) (IF 4.44)
51. Xiaodong Gu, Guoping Qiu, Xu Feng, Liu Debing and Chen Zhibo, “Region of interest weighted pooling strategy for video quality metric”, Telecommunication Systems, Vol. 49, pp. 63 – 73, January 2012 (IF 1.73)
52. N. Zhou, K. Cheung, G. Qiu, X. Xue, “A Hybrid Probabilistic Model for Unified Collaborative and Content-based Image Tagging”, IEEE Transactions Pattern Analysis and Machine Intelligence, Vol. 33 pp.1281 – 1294, 2011 (IF 17.86)
53. Y. Hu, K-M Lam, G. Qiu, T. Shen, “From local pixel structure to global image super-resolution: a new face hallucination framework”, IEEE Transactions on Image Processing, 20(2):433-45, Feb. 2011 (IF 9.34)
54. W. Lou, J. Huang and Guoping Qiu, "JPEG error analysis and its applications to digital image forensics”, IEEE Trans. on Information Forensics and Security, Vol. 5, pp. 480 – 491, Sept. 2010 (IF 6.21)
55. Jiang Duan, Marco Bressan, Christopher R. Dance, Guoping Qiu: Tone-mapping high dynamic range images by novel histogram adjustment. Pattern Recognition 43(5): 1847-1862 (2010) (IF 7.2)
56. Michael K. Ng, Guoping Qiu, Andy M. Yip, “Numerical methods for interactive multiple-class image segmentation problems”, International Journal of Imaging Systems and Technology, 20(3): 191-201 (2010) (IF 1.92)
57. G. Qiu and P C Yuen, "Interactive imaging and vision — Ideas, algorithms and applications", Pattern Recognition, Volume 43, Issue 2, Pages 431-433, February 2010 (IF 7.2)
58. C. Liu, P. C. Yuen, and G. Qiu, “Object motion detection using information theoretic spatio-temporal saliency”, Pattern Recognition, 42, 11 (Nov. 2009), 2897-2906 (IF 7.2)
59. Xiaoguang Li, Kin-Man Lam, Guoping Qiu, Lansun Shen, Suyu Wang: Example-based image super-resolution with class-specific predictors. J. Visual Communication and Image Representation 20(5): 312-322 (2009) (IF 2.48)
60. G. Qiu and J. Fang, “Classification in an Informative Sample Subspace” Pattern Recognition, Volume 41, Issue 3 (March 2008), Pages: 949-960 (IF 7.2)
61. Guoping Qiu, Erik Reinhard and Graham Finlayson, “Guest Editorial, Special issue on high dynamic range imaging”, Journal of Visual Communication and Image Representation, Volume 18, Issue 5 (Oct 2007), 357-358 (IF 2.48)
62. G Qiu, J. Duan and G. D. Finlayson, "Learning to display high dynamic range images", Pattern Recognition, Volume 40, Issue 10 (October 2007), Pages: 2641-2655 (IF 7.2)
63. G. Qiu, J. Morris and X. Fan, “Visual Guided Navigation for Image Retrieval”, Pattern Recognition, Volume 40 , Issue 6 (June 2007) Pages: 1711-1721 (IF 7.2)
64. K-W Sze, K-M Lam, and G. Qiu, "A new key frame representation for video segment retrieval", IEEE Trans. on Circuits and Systems for Video Technology, Vol. 15, No.9, pp. 1148-1155, 2005 (IF 4.13)
65. G Qiu, X. Feng and J. Fang "Compressing histogram representations for automatic colour photo categorization", Pattern Recognition, vol. 37, 2177 – 2193, 2004 (IF 7.2)
66. G Qiu, "Embedded colour image coding for content-based retrieval", Journal of Visual Communication and Image Representation, Volume 15, Issue 4, December 2004, Pages 507-521 (IF 2.48)
67. G Qiu, "Colour image indexing using BTC", IEEE Transactions on Image Processing, vol. 12, no.1 pp. 93 -101, 2003 (IF 9.34)
68. G Qiu and K-M Lam, "Frequency layered color indexing for content-based image retrieval", IEEE Transactions on Image Processing, vol. 12, no.1 pp. 102 -113, 2003 (IF 9.34)
69. G Qiu, "Indexing chromatic and achromatic patterns for content-based colour image retrieval", Pattern Recognition, vol. 35, pp. 1675 – 1686, August, 2002 (IF 7.2)
70. G. Qiu, "MLP for adaptive postprocessing block coded images", IEEE Transactions on Circuits and Systems for Video Technology, vol. 10, pp. 1450 - 1454, December, 2000 (IF 4.13)
71. J. Berens, G. D. Finlayson and G. Qiu, "Image indexing using compressed colour histogram", IEE Proceedings, Vision, Image and Signal Processing, vol. 147, no. 4, pp. 349 - 355, 2000
72. G. Qiu, "Inter-resolution look-up table for improved spatial magnification of images", Journal of Visual Communications and Image Representation, vol. 11, pp. 360 - 373, Academic Press, November 2000 (IF 2.48)
73. G. Qiu, "A progressively predictive image pyramid for efficient lossless coding", IEEE Transactions on Image Processing, Vol. 8, No.1, pp. 109 – 115, 1999 (IF 9.34)
74. G. Qiu, "Non-linear adaptive processing of block coded images", IEE Electronics Letters, vol. 33, pp. 1040 - 1042, 1997 (IF 1.32)
75. G. Qiu, "An Improved Recursive Median Filtering Scheme for Image Processing", IEEE Transactions on Image Processing, Vol. 5, pp. 646-648, 1996 (IF 9.34)
76. G. Qiu, "Functional Optimisation Properties of Median Filtering", IEEE Signal Processing Letters, Vol. 1, No. 4, pp. 64-65, 1994 (IF 3.1)
77. G. Qiu, M. R. Varley and T. J. Terrell, "Improved Clustering using Deterministic Annealing with a Gradient Descent Technique", Pattern Recognition Letters, 15, pp. 607-610, 1994 (IF 3.25)
78. G. Qiu, M. R. Varley and T. J. Terrell, "Image Compression by Edge Pattern Learning using Multilayer Perceptrons", IEE Electronics Letters, Vol. 29, No. 7, pp. 601-603, 1993 (IF 1.32)
79. G. Qiu, M. R. Varley and T. J. Terrell, "Accelerated training of backpropagation networks using adaptive momentum step", IEE Electronics Letters, Vol. 28, No. 4, pp. 377-379, 1992 (IF 1.32)
80. G. Qiu, M. R. Varley and T. J. Terrell, "Improved block truncation coding using Hopfield neural network", IEE Electronics Letters, Vol. 27, No. 21, pp.1924-1926, 1991 (IF 1.32)
專利
1. M. Chen, H J Peng and G Qiu, C K Hung and W Zhang “LCD Backlight Dimming, LCD / Image Signal Compensation and method of controlling an LCD display”, United States Patent 8514166, Aug. 20,2013
2. M. Chen, H J Peng and G. Qiu, “Digital image enhancement”, United States Patent 8311361, Nov. 13, 2012
3. X. Gu, G. Qiu, Z. Chen, Q. Chen and C. Wang, “Devices and methods for generating a saliency map of a picture”, European Patent No EP 2074587, 23 February 2011
4. J. Duan, M. Bressan, C. Dance and G Qiu, "Histogram adjustment for high dynamic range image mapping", United States Patent 7639893, 29 December 2009
