姓名:蒲梦杨
职称:讲师,硕士生导师
研究方向(Research Area)
1、计算机视觉
2、图像处理
3、深度学习
联系方式
办公地址:主楼E521
电子邮箱:mengyang.pu@ncepu.edu.cn
一、个人简介及主要荣誉称号
蒲梦杨,女,1993年11月生。于2022年在北京交通大学获得博士学位,导师为黄雅平教授。2019-2020年,赴美国纽约州立大学石溪分校 (Stony Brook University) 访问学习,师从凌海滨教授 (IEEE Fellow)。2023年被聘为硕士生导师。主要从事计算机视觉、图像处理、深度学习领域的研究工作,近年来在国际著名期刊与会议发表多篇文章,包括IEEE TIP、CVPR、ICCV、ACM MM等。担任若干国际期刊与会议审稿人,如:IEEE TPAMI、IJCV、PR、CVPR、ICCV、ACCV等。
招收推免及统考硕士研究生!感兴趣的同学可将简历发至邮箱:mengyang.pu@ncepu.edu.cn
二、教学与人才培养情况
承担本科生课程《图像处理与计算机视觉》《深度学习》。
指导学生获第十八届挑战杯“揭榜挂帅”专项赛特等奖,2023年挑战杯北京市三等奖。
三、主要科研项目情况
【1】国家自然科学基金,青年项目,复杂场景实例遮挡边缘检测算法及应用研究,2024-2026,主持
【2】北京市重点实验室开放课题,面向公路交通的道路裂缝检测方法研究,2023-2025,主持
【3】中央高校基本科研业务费,面上项目,视频物体边缘检测和遮挡关系推断,2023-2025,主持
【4】北京市自然科学基金-丰台轨道交通前沿研究联合基金,无监督轨道交通障碍物检测与预警研究,2021-2024,参与
四、代表性论著
[1] Mengyang Pu, Yaping Huang, Yuming Liu, Qingji Guan, Haibin Ling. EDTER: Edge Detection with Transformer. Proc. of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022. (CCF-A)
[2] Mengyang Pu, Yaping Huang, Qingji Guan, Haibin Ling. RINDNet: Edge Detection for Discontinuity in Reflectance, Illumination, Normal and Depth. Proc. of the IEEE/CVF International Conference on Computer Vision (ICCV), 2021. (CCF-A, Oral, 3%接收率)
[3] Mengyang Pu, Yaping Huang, Qingji Guan, Qi Zou. GraphNet: Learning Image Pseudo Annotations for Weakly-Supervised Semantic Segmentation. Proc. of the ACM International Conference on Multimedia (ACM MM), 2018. (CCF-A, Oral, 8.5%接收率)
[4] Caixia Zhou, Yaping Huang, Mengyang Pu, Qingji Guan, Ruoxi Deng, Haibin Ling. MuGE: Multiple Granularity Edge Detection. Proc. of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024. (CCF-A)
[5] Zhihao Liu, Yi Zhang, Wenhui Huang, Yan Liu, Mengyang Pu, Chao Deng, Junlan Feng. Learning Temporal Cues For Fine-grained Action Recognition. IEEE International Conference on Image Processing (ICIP), 2024. (CCF-C)
[6] Caixia Zhou, Yaping Huang, Mengyang Pu, Qingji Guan, Li Huang, Haibin Ling. The Treasure Beneath Multiple Annotations: An Uncertainty-aware Edge Detector. Proc. of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2023. (CCF-A)
[7] Rumeng Yi, Yaping Huang, Qingji Guan, Mengyang Pu, Runsheng Zhang. Learning from Pixel-Level Label Noise: A New Perspective for Semi-Supervised Semantic Segmentation. IEEE Transactions on Image Processing (TIP), 2021. (JCR-1, CCF-A)
[8] Zhihao Liu, Hui Yin, Yang Mi, Mengyang Pu, Song Wang. Shadow Removal by A Lightness-Guided Network with Training on Unpaired Data. IEEE Transactions on Image Processing (TIP), 2021. (JCR-1, CCF-A)
[9] Runsheng Zhang, Yaping Huang, Mengyang Pu, Jian Zhang, Qingji Guan, Qi Zou, Haibin Ling. Object Discovery From a Single Unlabeled Image by Mining Frequent Itemsets With Multi-scale Features. IEEE Transactions on Image Processing (TIP), 2020. (JCR-1, CCF-A)