【基本信息】
职称：教授
职务：博士生导师
主讲课程：人机交互技术（本科生课程）、数字视频处理（研究生课程）
研究方向：计算机视觉、图像和视频处理、人工智能等
电子邮箱：yuzhenfzu@163.com
办公室：计算机与大数据学院2号楼410
【个人简介】
牛玉贞，女，博士，闽江学者特聘教授，博士生导师，福建省青年拔尖创新人才，福建省新媒体行业技术开发基地主任。
在若干国际顶级期刊和会议上发表论文，包括ACM Transactions on Graphics、IEEE Transactions on Image Processing、IEEE Transactions on Multimedia、IEEE Transactions on Circuits and Systems for Video Technology、IEEE Transactions on Cybernetics、IEEE Transactions on Parallel and Distributed Systems、Neural Networks、SIGGRAPH ASIA、IEEE CVPR、IEEE ICCV、ACM CHI、IJCAI、VR等，共计发表和录用论文80余篇，授权国家发明专利50余项，授权美国专利1项。
主要从事2D&3D图像和视频处理、计算机图形学、计算机视觉、多媒体、智能信息处理、人机交互等领域的研究工作，从事的研究课题包括图像/视频适应、立体三维图像处理、多媒体质量评估、媒体显著度分析和视频交互、图像/视频增强与复原等。
2013年晋升教授职称并入选福建省“闽江学者”特聘教授，2015年获得福建省自然科学基金杰青项目，2016年入选福建省青年拔尖创新人才，2016年获得福州大学第五届“杰出青年教师励志奖”。2013年获得国际顶级会议ACM CHI最佳论文提名奖。主持主要项目8项，包括福建省闽江学者奖励计划项目、国家自然科学基金面上项目、福建省青年拔尖创新人才项目、福建省自然科学基金杰青项目、国家自然科学基金青年科学基金项目、福建省自然科学基金面上项目、福州大学科研启动项目等。
【招生信息】
培养的硕士研究生多人次获得国家奖学金、福州大学优秀毕业研究生及各种竞赛奖励。
招收硕士、博士和具有保研资格的本科生。我热切希望招收和指导具有强烈积极进取愿望、能够踏实勤奋努力学习、懂得团队合作共赢并乐于帮助他人、富有探索和创新精神的同学，并致力于通过细致有效的认真指导快速提升大家的科研能力，并在此过程中实现教学相长，与同学们一起学习、共同进步。
目前还有多个专硕和学硕名额（2024年秋季入学），欢迎顺利通过2024年福州大学计算机与大数据学院硕士研究生复试且对本课题组感兴趣的同学，通过邮件与我联系，请附上简历。
【教育背景】
2008/09 ~ 2010/12，美国威斯康星大学-麦迪逊分校，计算机系，访问学者
2005/09 ~ 2010/12，山东大学，计算机软件与理论，博士（硕博连读）
2001/09 ~ 2005/06，山东大学，计算机科学与技术，学士
【工作经历】
2021/05至今，福州大学，计算机与大数据学院，教授
2012/12 ~ 2021/05，福州大学，数学与计算机科学学院，教授
2010/12 ~ 2012/12，美国波特兰州立大学，计算机系，博士后
【讲授课程】
人机交互技术（本科生课程）
数字视频处理（研究生课程）
【主要科研项目】
[1] 福建省自然科学基金面上项目，2023J01067，模拟多任务感知特性的低照度图像增强方法研究，2023-08 ~ 2026-08（主持）
[2] 国家自然科学基金面上项目，61972097，基于强化学习与迁移学习的端到端多标签图像自动标注方法研究，2020-01-01 ~ 2023-12-31（主要成员）
[3] 福建省自然科学基金重点项目，2019J02006，融合多类线索的二维和三维图像质量评价研究，2019-07 ~ 2022-06（主持）
【近年发表的主要论文】
[1] Yuzhen Niu, Rui Xu, Zhihua Lin, and Wenxi Liu*. STD-Net: Spatio-temporal decomposition network for video demoiréing with sparse transformers. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2024. (CCF-B)
[2] Yuezhou Li, Rui Xu, Yuzhen Niu*, Wenzhong Guo, Tiesong Zhao. Perceptual decoupling with heterogeneous auxiliary tasks for joint low-light image enhancement and deblurring. IEEE Transactions on Multimedia (TMM), 2024, 26: 6663-6675. (CCF-B)
[3] Junyi Wu, Yan Huang*, Min Gao, Yuzhen Niu, Mingjing Yang, Zhipeng Gao, Jianqiang Zhao. Selective and orthogonal feature activation for pedestrian attribute recognition. Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), 2024, 38(6): 6039-6047. (CCF-A)
[4] Yuezhou Li, Yuzhen Niu*, Rui Xu, Yuqi He. Zero-referenced enlightening and restoration for UAV nighttime vision. IEEE Geoscience and Remote Sensing Letters (GRSL), 2024.
[5] 牛玉贞, 陈铭铭, 李悦洲, 赵铁松*. 基于任务解耦的低照度图像增强方法. 电子学报, 2024, 52(1): 34-45. (CCF-A)
[6] 牛玉贞, 陈珊珊, 李悦洲, 刘文犀*. 融合场景特征的跨模态图像美学评价. 计算机辅助设计与图形学学报, 2024. (CCF-A)
[7] 刘文犀, 张家榜, 李悦洲, 赖宇, 牛玉贞*. 基于边界特征融合和前景引导的伪装目标检测. 电子学报, 2024. (CCF-A)
[8] 陈羽中, 陈友昆, 林闽沪, 牛玉贞*. 基于边缘辅助和多尺度Transformer的无参考屏幕内容图像质量评估. 电子学报, 2024. (CCF-A)
[9] Yuezhou Li, Yuzhen Niu*, Rui Xu, Yuzhong Chen. Zero-referenced low-light image enhancement with adaptive filter network. Engineering Applications of Artificial Intelligence (EAAI), 2023, 124: 106611.
[10] Yuzhen Niu, Shanshan Chen, Bingrui Song, Zhixian Chen, Wenxi Liu*. Comment-guided semantics-aware image aesthetics assessment. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2023, 33(3): 1487-1492. (CCF-B)
[11] Yuzhen Niu, Zhihua Lin, Wenxi Liu*, Wenzhong Guo. Progressive moire removal and texture complementation for image demoireing. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2023, 33(8): 3608-3621. (CCF-B)
[12] 牛玉贞, 林晓锋, 许煌标, 李悦洲, 陈羽中*. 基于Transformer的多尺度优化低照度图像增强网络. 模式识别与人工智能, 2023, 36(6): 511-529. (CCF-B)
[13] Jin Chen, Aiping Huang, Wei Gao, Yuzhen Niu, Tiesong Zhao*. Joint shared-and-specific information for deep multi-view clustering. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2023, 33(12): 7224-7235. (CCF-B)
[14] Tiesong Zhao, Ying Fang, Kai Wang, Qian Liu, Yuzhen Niu*. High efficiency vibrotactile codec based on gate recurrent network. IEEE Transactions on Multimedia (TMM), 2023, 25: 5043-5052. (CCF-B)
[15] Ting Zhang, Nanfeng Jiang, Hongxin Wu, Keke Zhang, Yuzhen Niu, Tiesong Zhao*. HCSD-Net: Single image desnowing with color space transformation. ACM International Conference on Multimedia (ACM MM), 2023, pp. 8125-8133. (CCF-A)
[16] Anguo Zhang, Yuzhen Niu, Yueming Gao*, Junyi Wu, Zhipeng Gao. Second-order information bottleneck based spiking neural networks for sEMG recognition. Information Sciences, 2022, 585: 543-558. (CCF-B)
[17] Yuzhen Niu, Yuezhou Li, Jiangyi Huang, Yuzhong Chen*. Efficient encoder-decoder network with estimated direction for SAR ship detection. IEEE Geoscience and Remote Sensing Letters (GRSL). 2022, 19: 1-5.
[18] Yuzhen Niu, Luwei Zheng, Jiaqi Lin, Jianbin Wu, Wenxi Liu*. Perceptual-aware and restorable real-time image downscaling. IEEE International Conference on Multimedia and Expo (ICME), 2022, pp. 1-6. (CCF-B)
[19] Tiesong Zhao, Weize Feng, Hongji Zeng, Yiwen Xu*, Yuzhen Niu, Jiaying Liu. Learning-based video coding with joint deep compression and enhancement. ACM International Conference on Multimedia (ACM MM), 2022, pp. 3045-3054. (CCF-A)
[20] Yuzhong Chen, Qijin Shen, Yuzhen Niu*, Wenxi Liu. Continuous transformation superposition for visual comfort enhancement of casual stereoscopic photography. IEEE Conference on Virtual Reality and 3D User Interfaces (VR), 2022, pp. 407-415. (CCF-A)
[21] Anguo Zhang, Yueming Gao, Yuzhen Niu*, Wenxi Liu, Yongcheng Zhou. Coarse-to-fine person re-identification with auxiliary-domain classification and second-order information bottleneck. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2021, pp. 598-607. (CCF-A)
[22] Yuzhen Niu, Jianbin Wu, Wenxi Liu*, Wenzhong Guo, Rynson W.H. Lau. HDR-GAN: HDR image reconstruction from multi-exposed LDR images with large motions. IEEE Transactions on Image Processing (TIP), 2021: 321-329. (CCF-A)
[23] Yuzhen Niu, Shuai Zhang, Zhishan Wu, Tiesong Zhao*, Weiling Chen. Image retargeting quality assessment based on registration confidence measure and noticeability-based pooling. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2021. (CCF-B)
[24] Yuzhen Niu, Guanchao Long, Wenxi Liu*, Wenzhong Guo, Shengfeng He. Boundary-aware RGBD salient object detection with cross-modal feature sampling. IEEE Transactions on Image Processing (TIP), 2020, 29: 9496-9507. (CCF-A)
[25] Yuzhen Niu#, Qingyang Zheng#, Wenxi Liu*, Wenzhong Guo. Recurrent enhancement of visual comfort for casual stereoscopic photography. IEEE Conference on Virtual Reality and 3D User Interfaces (VR), 2020, pp. 407-415. (CCF-A)
[26] Yuzhen Niu, Xiaohua Zheng, Tiesong Zhao*, Junhao Chen. Visually consistent color correction for stereoscopic images and videos. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2020, 30(3): 697-710. (CCF-B)
[27] Yuzhen Niu, Pengyu Liu, Tiesong Zhao*, Yuanyuan Fan. Matting-based residual optimization for structurally consistent image color correction. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2020, 30(10): 3624-3636. (CCF-B)
[28] Yiqing Shi, Wenzhong Guo, Yuzhen Niu*, Jiamei Zhan. No-reference stereoscopic image quality assessment using a multi-task CNN and registered distortion representation. Pattern Recognition (PR), 2020, 100: 107168:1-107168:14. (CCF-B)
[29] Xiao Ke, Jiawei Zou, Yuzhen Niu*. End-to-end automatic image annotation based on deep CNN and multi-label data augmentation. IEEE Transactions on Multimedia (TMM), 2019, 21(8): 2093-2106. (CCF-B)
[30] Yuzhen Niu, Haifeng Zhang, Wenzhong Guo*, Rongrong Ji. Image quality assessment for color correction based on color contrast similarity and color value difference. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2018, 28(4): 849-862. (CCF-B)
[31] Yuzhen Niu, Yan Yang, Wenzhong Guo*, Lening Lin. Region-aware image denoising by exploring parameter preference. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2018, 28(9): 2433-2438. (CCF-B)
[32] Xiao Ke, Mingke Zhou, Yuzhen Niu*, Wenzhong Guo. Data equilibrium based automatic image annotation by fusing deep model and semantic propagation. Pattern Recognition (PR), 2017, 71: 60-77. (CCF-B)
[33] 张海锋, 牛玉贞*, 薛雨阳. 与主观感知相一致的颜色校正评估数据集建立. 电子学报, 2017, (07): 1677-1685. (CCF-A)
[34] Feng Liu*, Yuzhen Niu, Hailin Jin. Casual stereoscopic photo authoring. IEEE Transactions on Multimedia (TMM), 2013, 15(1): 129-140. (CCF-B)
[35] Cuong Nguyen, Yuzhen Niu, Feng Liu*. Direct manipulation video navigation in 3D. ACM Conference on Human Factors in Computing Systems (CHI), 2013, pp. 1169-1172. (CCF-A, 获最佳论文提名奖)
[36] Long Mai, Yuzhen Niu, Feng Liu*. Saliency aggregation: A data-driven approach. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2013, pp. 1131-1138. (CCF-A，谷歌学术引用154次)
[37] Yuzhen Niu, Yujie Geng, Xueqing Li, Feng Liu*. Leveraging stereopsis for saliency analysis. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2012, pp. 454-461. (CCF-A，谷歌学术引用246次)
[38] Yuzhen Niu, Wu Chi Feng, Feng Liu*. Enabling warping on stereoscopic images. ACM Transactions on Graphics (TOG), 2012, 31(6): 183:1-183:7. (CCF-A)
[39] Yuzhen Niu, Feng Liu*, Wu Chi Feng, Hailin Jin. Aesthetics-based stereoscopic photo cropping for heterogeneous displays. IEEE Transactions on Multimedia (TMM), 2012, 14(3): 783-796. (CCF-B)
[40] Yuzhen Niu, Feng Liu*. What makes a professional video? A computational aesthetics approach. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2012, 22(7): 1037-1049. (CCF-B)
[41] Yuzhen Niu, Feng Liu, Xueqing Li, Michael Gleicher*. Warp propagation for video resizing. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2010, pp. 537-544. (CCF-A)
