姓名:黄磊
职称:教授
部门:信息科学与工程学部
研究方向:多媒体内容分析与检索;机器学习;智能信息处理
邮箱:huangl@ouc.edu.cn
主要工作和学习经历
2013年7月于中国科学院计算技术研究所获博士学位。
2013年7月至今中国海洋大学。
主要研究成果
论文成果:
1. Unsupervised Deep Multi-Similarity Hashing with Semantic Structure for Image Retrieval, IEEE Transactions on Circuits and Systems for Video Technology, 2021.
2. A twofold convolutional regression tracking network with temporal and spatial mechanism, IEEE Transactions on Circuits and Systems for Video Technology, 2021.
3. Center-aligned domain adaptation network for image classification, Expert Systems with Applications, 2021.
4. Unsupervised Deep Quadruplet Hashing with Isometric Quantization for image retrieval, Information Sciences, 2021.
5. Online parallel framework for real-time visual tracking, Engineering Applications of Artificial Intelligence, 2021.
6. Angular regularization for unsupervised domain adaption on person re-identification , Neural Computing and Applications, 2021.
7. Deep top similarity hashing with class-wise loss for multi-label image retrieval, Neurocomputing, 2021.
8. Appearance feature enhancement for person re-identification, Expert Systems with Applications, 2021.
9. Graph convolutional networks with attention for multi-label weather recognition, Neural Computing and Applications, 2021.
10. Subtler mixed attention network on fine-grained image classification, Applied Intelligence, 2021.
11. Multi-task learning with deformable convolution, Journal of Visual Communication and Image Representation, 2021.
12. Sliced Wasserstein based Canonical Correlation Analysis for Cross-Domain Recommendation, Pattern Recognition Letters, 2021.
13. Adaptive Attention-Aware Network for unsupervised person re-identification, Neurocomputing, 2020.
14. Deep multilevel similarity hashing with fine-grained features for multi-label image retrieval, Neurocomputing, 2020.
15. Person re-identification based on multi-appearance model, Multimedia Tools and Applications, 2020.
16. A novel deep hashing method with top similarity for image retrieval, IEEE ICASSP, 2019.
17. Deep feature ranking for person re-identification, IEEE ACCESS, 2019.
18. Person re-identification based on pose-aware segmentation, International Conference on Multimedia Modeling, 2019.
19. Real-time underwater fish tracking based on adaptive multi-appearance mode, IEEE international conference on image processing, 2018.
20. Human body segmentation based on shape constraint, Machine Vision and Applications, 2017.
21. Is Your First Impression Reliable? Trustworthy Analysis Using Facial Traits in Portraits, International Conference on MultiMedia Modeling, 2015.
22. How your portrait impresses people? Inferring personality impressions from portrait contents, ACM International Conference on Multimedia, 2014.
23. Robust human body segmentation based on part appearance and spatial constraint, Neurocomputing, 2013.
24. Data Driven Multi-Index Hashing, IEEE International Conference on Image Processing, 2013.
25. Finding Suits in Images of People, International Conference on MultiMedia Modeling, 2012.
26. 融合显著性分析与图割的姿态无关服装区域分割算法,计算机辅助设计与图形学学报, 2012.
27. Personalized Portraits Ranking, ACM International Conference on Multimedia, 2011.
28. Human Skin Detection in Images by MSER Analysis, IEEE International Conference on Image Processing, 2011.
29. Characterization and Prediction of lysine (K)-acetyl-transferase (KAT) Specific Acetylation Sites, Molecular & Cellular Proteomics, 2011.
30. 基于点特征的序列图像匹配方法研究,中国图象图形学报, 2009.
专利成果:
1. 一种服装区域获取方法及装置。
2. 一种基于可变形卷积的多任务学习模型构建及优化方法。
3. 水下目标跟踪方法、系统、存储介质、设备、终端及应用。
4. 多尺度卷积神经网络特征提取方法、系统、介质及应用。
5. 一种面向海洋数据可视化的图像序列匹配方法。
6. 一种面向海洋环境数据的检索方法、系统、设备及介质。
7. 基于通道注意力的哈希遥感图像检索方法、装置及介质。
承担科研项目(主要)
· 国家重点研发计划项目课题, 2020 ~ 2022, 主持
· 国家自然科学基金面上项目, 2019.01 ~ 2022.12, 主持
· 国家自然科学基金青年基金, 2015.01 ~ 2017.12, 主持
· 山东省自然科学基金面上项目, 2019 ~ 2022, 主持
· 鳌山科技创新计划, 2017.01 ~ 2018.12, 课题负责人
· 青岛市科技计划项目, 2016 ~ 2018, 主持
·青岛市自主创新重大专项, 2020.01 ~ 2021.12, 任务负责人