张友梅,副教授,硕士生导师。本科毕业于山东大学测控技术与仪器专业,博士毕业于山东大学模式识别与智能系统专业。2017-2019在国家公派留学基金委资助下在新加坡南洋理工大学进行学习交流。科研方向为人群密度估计,海洋目标检测,近年来在《IEEE Transactions on Image Processing》(SCI一区),《Pattern Recognition》(SCI一区),《Neurocomputing》(SCI2区)等国际期刊及《电子学报》(EI收录),《四川大学学报》(EI收录)等国内期刊发表文章14篇,授权发明专利5项。其中,指导本科生发表SCI3区论文2篇,获批国家级大学生创新创业项目1项,授权发明专利1项。目前主持国家自然科学基金青年项目1项,校科教产融合试点项目2项,参与国家自然科学基金面上项目1项,获2021年山东省自然科学奖二等奖。
研究方向:人工智能算法、图像增强、目标检测。
承担科研项目情况
1.国家自然科学基金青年项目,62203244,弱观测条件下无人艇海上自主感知算法研究,2023/01-2025/12,30万元,1/1,负责人
2.BWIN必赢官网(山东省科学院)计算机学科基础研究培育项目,面向视频监控的智能人群行为分析技术,2021/09-2023/08,15万元,1/1,负责人
3.国家自然科学基金面上项目, 62176136,基于昆虫复眼机理的智能驾驶场景智能感知预测和交互型理解,2022/01- 2025/12,57万元, 2/10,参与人.
4.横向课题,基于深度学习的环境感知算法开发与实现,2022/11-2023/11, 1万元,1/4,负责人。.
部分代表性论文
[1] Fuxiang Feng, Youmei Zhang(通讯作者), Weidong Zhang, et al. Progressive dense feature fusion network for single image deraining[J]. Pattern Recognition Letters, 2023, 176: 209-214. (SCI三区,影响因子:5.01)
[2] Weidong Zhang, Youmei Zhang, Ran Song, Ying Liu, Wei Zhang. 3D Layout Estimation via Weakly Supervised Learning of Plane Parameters From 2D Segmentation[J]. IEEE Transactions on Image Processing, 2021, 31: 868-879. (SCI一区,影响因子:10.856)
[3] Youmei Zhang, Chunluan Zhou, Faliang Chang, Alex C. Kot. Multi-resolution attention convolutional neural network for crowd counting[J]. Neurocomputing, 2019, 329: 144-152. (SCI二区,影响因子5.719)
[4] Youmei Zhang, Chunluan Zhou, Faliang Chang, Alex C. Kot. A scale adaptive network for crowd counting[J]. Neurocomputing, 2019, 362: 139-146. (SCI二区,影响因子5.719)
[5] Youmei Zhang, Faliang Chang, Mengdi Wang, Fulei Zhang, Chao Han. Auxiliary learning for crowd counting via count-net[J]. Neurocomputing, 2018, 273: 190-198. (SCI二区,影响因子5.719)
[6] Wei Zhang, Youmei Zhang, Lin Ma, Shijie Gong, Jingwei Guan. Multimodal learning for facial expression recognition[J]. Pattern Recognition, 2015, 48(10): 3191-3202. (SCI二区,影响因子7.740)
[7] Zhongwei Zhao, Ran Song, Qian Zhang, Peng Duan, and Youmei Zhang. JoT-GAN: A Framework for Jointly Training GAN and Person Re-Identification Model[J], ACM Transactions on Multimedia Computing, Communications, and Applications, 2022, 18(1): 1-18. (SCI二区,影响因子3.144)
[8] Mengdi Wang, Faliang Chang Chang, Youmei Zhang. Crowd escape event detection based on Direction-Collectiveness Model[J]. KSII Transactions on Internet and Information Systems, 2018, 12(9):4355-4374. (SCI四区)
[9] Zhongwei Zhao, Ran Song, Qian Zhang, Peng Duan, Youmei Zhang. A framework for jointly training GAN with person re-identification model[C]. International Conference on Pattern Recognition. Springer, Cham, 2021: 36-51.
[10]Youmei Zhang, Chunluan Zhou, Faliang Chang, Alex C. Kot, Wei Zhang. Attention to head locations for crowd counting[C]. International Conference on Image and Graphics. Springer, Cham, 2019: 727-737.
[11]Na Li, Ssongtao Zhou, Peng Wang, Youmei Zhang. Single Image Deraining with Generative Adversarial Network[C]. IEEE International Conference on Mechatronics and Automation (ICMA). IEEE, 2023: 2189-2194.
[12]张倩, 张友梅, 李晓磊,宋然,张伟. 基于自监督表征学习的海面目标检测方法,水下无人系统学报,2020: 28(6),597-603.
[13]张友梅,张伟. 基于数据融合的表情识别,四川大学学报,2018,48(6):160-164.
[14]张友梅,常发亮,刘洪斌. 基于3D人体骨架的动作识别,电子学报,2017,45(4):906-911.
代表性授权发明专利
1. 张友梅,张瑜,刘伟龙,基于多分支扩张卷积神经网络的人群计数方法及系统,中国专利,专利号:ZL202110354656.3
2. 张友梅,冯富祥,李彬,智昱旻,基于逐步密集特征融合去雨网络的图像去雨方法及系统,中国专利,专利号:ZL202211250841.9
3. 张友梅;李江娇;李彬;高梦奇;智昱旻;周大正;张明亮;张瑜,基于时空信息的跌倒检测方法、系统、存储介质及设备,中国专利,专利号:ZL202210536743.5
4. 张友梅;李彬;张瑜,一种人群密度估计方法及系统,中国专利,专利号:ZL202010449640.6
5. 常发亮,张友梅,王梦迪,基于深度卷积神经网络的密集人群计数方法及系统,中国专利,专利号:ZL201710034201.1
6. 李彬;刘伟龙;侯兰东;杨淑慧;徐一明;张友梅;张瑜;张明亮,一种四足机器人运动控制方法、系统、存储介质及设备,中国专利,专利号:ZL202210512279.6