博士生导师
阚美娜 研究员(Professor)
电子邮箱: kanmeina@ict.ac.cn
通讯地址: 北京市海淀区科学院南路6号
研究方向: 计算机视觉与模式识别
个人简介

阚美娜,研究员,博士生导师。研究领域为计算机视觉,尤其关注具身智能、迁移学习、人脸识别、图像编辑与生成等问题。相关成果在TPAMI、IJCV、CVPR、ICCV等相关领域主流国际期刊与会议上面发表论文60余篇,谷歌学术引用6000余次。作为负责人承担国家自然科学基金优青项目、面上项目、青年项目等,并参与多项国家重点研发、基金重点、基金面上及企业合作等课题。此外,获获北京市科技进步二等奖、公安部科学技术奖二等奖、FG 2015 PaSC视频人脸识别竞赛第一名、ICCV 2015社会年龄估计竞赛第二名、CVPR 2017面部关键点定位第二名。获2014年中国计算机学会优秀博士学位论文奖、2014中科院优秀博士学位论文奖、2016年中国计算机学会青年人才发展计划、2018年中国图象图形学学会石青云女科学家奖青年奖、2019年北京市科技新星计划、中科院计算所优秀员工以及卓越之星等。

经历

教育经历

2007-2013 博士 中科院计算所 计算机应用技术

2003-2007 学士 山东大学 计算机科学与技术

学术经历

2023-至今 研究员 中科院计算所

2015-2023 副研究员 中科院计算所

2013-2015 助理研究员 中科院计算所

2011-2011 Project Officer 新加坡南洋理工大学


学术服务

刊物服务

长期担任TPAMI、IJCV、TIP、PR、TNNLS等审稿人

会议服务

长期担任CVPR、ICCV、ECCV等会议审稿人


研究内容
著论

论文

1.  Yude Wang, Jie Zhang, Meina Kan, Shiguang Shan, Xilin Chen. BLPSeg: Balance the Label Preference in Scribble-Supervised Semantic Segmentation. IEEE Trans. on Image Processing (TIP), pp. 4921–4934, 2023.

2.  Chunrui Han, Shiguang Shan, Meina Kan, Shuzhe Wu, and Xilin Chen, Personalized Convolution for Face Recognition, International Journal of Computer Vision (IJCV), pp. 344–362, 2022. 

3.  Nan Lai, Meina Kan, Chunrui Han, Xingguang Song, Shiguang Shan. Learning to Learn Adaptive Classifier-Predictor for Few Shot Learning. IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2020. 

4.  Shuzhe Wu, Meina Kan, Shiguang Shan, and Xilin Chen. Hierarchical Attention for Part-Aware Face Detection. International Journal of Computer Vision (IJCV), vo. 127, no. 6-7, pp 560–578, 2019. 

5.  Zhenliang He, Wangmeng Zuo, Meina Kan, Shiguang Shan, Xilin Chen. AttGAN: Facial Attribute Editing by Only Changing What You Want. IEEE Trans. on Image Processing (TIP), vol. 28, no. 11, pp. 5464–5478, 2019. 

6.  Meina Kan, Shiguang Shan,Haihong Zhang, Shihong Lao, and Xilin Chen. Multi-view Discriminant Analysis. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2016. 

7.  Lixuan Zhang, Meina Kan, Shiguang Shan, Xilin Chen. PreLAR: World Model Pre-training with Learnable Action Representation. European Conference on Computer Vision (ECCV) , 2024.

8.  Xiaolong Tang, Meina Kan, Shiguang Shan, Zhilong Ji, Jinfeng Bai, Xilin Chen. HPNet: Dynamic Trajectory Forecasting with Historical Prediction Attention. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024.

9.  Dongyang Liu, Meina Kan, Shiguang Shan, Xilin Chen. A Simple Romance Between Multi-Exit Vision Transformer and Token Reduction. International Conference on Learning Representations (ICLR), 2024.

10.  Lanqing Hu, Meina Kan, Shiguang Shan, Xilin Chen. DandelionNet: Domain Composition with Instance Adaptive Classification for Domain Generalization. IEEE/CVF International Conference on Computer Vision (ICCV), 2023.

11.  Dongyang Liu, Meina Kan, Shiguang Shan, Xilin Chen. Function-Consistent Feature Distillation. International Conference on Learning Representations (ICLR), 2023.

12.  Xuyang Guo, Meina Kan, Tianle Chen, Shiguang Shan. GAN with Multivariate Disentangling for Controllable Hair Editing. European Conference on Computer Vision (ECCV), 2022.

13.  Yuanyuan Xu, Meina Kan, Shiguang Shan, Xilin Chen. Mutual Learning of Joint and Separate Domain Alignments for Multi-Source Domain Adaptation. EEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2022.

14.  Zhenliang He, Meina Kan, Shiguang Shan. EigenGAN: Layer-Wise Eigen-Learning for GANs. International Conference on Computer Vision (ICCV), 2021.

15.  Lanqing Hu, Meina Kan, Shiguang Shan, Xilin Chen. Unsupervised Domain Adaptation With Hierarchical Gradient Synchronization. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2020.

16.  Yude Wang, Jie Zhang, Meina Kan, Shiguang Shan, Xilin Chen. Self-Supervised Equivariant Attention Mechanism for Weakly Supervised Semantic Segmentation. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2020.

17.  Zhenliang He, Meina Kan, Shiguang Shan, Xilin Chen. S^2GAN: Share Aging Factors across Ages and Share Aging Trends among Individuals. IEEE International Conference on Computer Vision (ICCV), 2019.

18.  Xiaoyan Li, Meina Kan, Shiguang Shan, Xilin Chen. Weakly Supervised Object Detection with Segmentation Collaboration. IEEE International Conference on Computer Vision (ICCV), 2019.

19.  Xijun Wang, Meina Kan, Shiguang Shan, Xilin Chen. Fully Learnable Group Convolution for Acceleration of Deep Neural Networks. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2019.

20.  Lanqing Hu, Meina Kan, Shiguang Shan, Xilin Chen. Duplex Generative Adversarial Network for Unsupervised Domain Adaptation. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.

21.  Xuepeng Shi, Shiguang Shan, Meina Kan, Shuzhe Wu, Xilin Chen. Real-Time Rotation-Invariant Face Detection With Progressive Calibration Networks. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.

22.  Chunrui Han, Shiguang Shan, Meina Kan, Shuzhe Wu, Xilin Chen. Face Recognition with Contrastive Convolution. European Conference on Computer Vision (ECCV), 2018.

23.  Gang Zhang, Meina Kan, Shiguang Shan, Xilin Chen. Generative Adversarial Network with Spatial Attention for Face Attribute Editing. European Conference on Computer Vision (ECCV), 2018.