bat365在线中国登录入口教授、博士生导师。中国图象图形学学会副理事长、会士,自动化学报副主编,中国计算机学会杰出会员,中国计算机学会计算机视觉专业委员会副主任(第一、二届)。广东省图像图形学会理事长(第四、五届),广东省人工智能与机器人学会副理事长、广东省安防协会人工智能专委会主任。IEEE高级会员。已主持承担国家自然科学基金与广东联合重点项目,科技部科技支撑课题,国家自然科学基金、广东省前沿与关键技术创新专项等多项,获得广东省自然科学一等奖(2018年)、中国图象图形学学会自然科学一等奖(2020年)、广东省自然科学二等奖(2020年)、广东省科学技术奖励二等奖(2016年)等。已发表了200多篇学术论文,主要发表在IEEE TPAMI、IJCV 、IEEE TIP、IEEE TNN、IEEE TCSVT、Pattern Recognition等国际权威刊物以及ICCV、 CVPR、 ICDM等专业重要学术会议上。拥有30多项国家发明专利。
计算机视觉:人脸识别、工业视觉检测、对象检测、增强与跟踪;
模式识别:脑启发的神经网络计算机模型、可解释的深度学习新方法、非线性模式识别;
视频图像分析与理解:智慧城市计算中的行人重识别、行为识别、群体状态检测与分析。
bat365官方网站登录数学专业:本科、硕士、博士
“视觉鲁棒特征提取与非线性分析” 获广东省自然科学一等奖(2018年,排名1); 丁颖奖(2019年); 国务院政府津贴(2020年)
主持的科研项目:
1.国家自然科学基金项目:
-非可控环境下的小股人群重识别关键问题研究(2021.01-2024.12);
-多摄像机复杂监控环境下的行人再标识关键问题研究(2016.01-2019.12) ;
-非线性聚类新方法及其在图像分析上的应用(2012.01-2015.12);
-低质量视频监控环境下人的身份验证和行为理解(2012.01- 2013.12);
-基于原象学习理论的人脸图像对齐方法(2007.01.01-2009.12.01) ;
-非均匀光照下的人脸稳定特征点检测算法(2002.07-2004.12);
-人像识别技术的关键问题研究(2002.01-2004.12)。
2.国家自然科学基金与广东省政府联合资助重点项目:
- 空地一体协同监控下多源视频图像融合与处理研究 (2023.01.01-2026.12.31 );
-"视频大数据高效表达、深度分析与综合利用”课题3:时空关联的监控视频对象及行为识别(2017.01-2020.12);
-面向视频监控的生物特征识别关键理论与技术研究(2009.01-2012.12)。
3.国家科技部计划课题:
-"司法鉴定关键技术研究”课题6:声像取证技术及其在司法检验中的应用(2012.01-2015.12)。
4.广东省科技计划项目:
-面向柔性制造的智能质量检测系统及示范应用(2019.01.01-2021.12.31);
-城市监控视频大数据时空关联分析技术研发与智能应用示范(2017.03.15-2020.03.14);
-3D体感试衣平台技术研发与产品化(2015.05.01-2017.04.30);
-广东省公共安防智能化工程技术研究中心建设(2013.04.01-2015.12.31)。
5.广州市科技计划项目:
-基于类脑计算的视觉感知与控制关键技术研究及机器人集成(2020.04.01-2023.03.31)。
期刊论文
1. “Seeing Like a Human: Asynchronous Learning With Dynamic Progressive Refinement for Person Re-Identification”. IEEE Transactions on Image Processing, vol.31, pp.352-365, 2022.
2. “Joint Bilateral-resolution Identity Modeling for Cross-resolution Person Re-identification”. International Journal of Computer Vision, 2022.
3. “Low-rank Tensor Based Proximity Learning for Multi-view Clustering”. IEEE Transactions on Knowledge and Data Engineering, in press, 2022.
4. “Deep Graph Metric Learning for Weakly Supervised Person Re-Identification”. IEEE Transaction on Pattern Analysis and Machine Intelligence, 2021.
5. “APANet: Auto-Path Aggregation for Future Instance Segmentation Prediction”. Accepted by IEEE Transaction on Pattern Analysis and Machine Intelligence, 2021.
6. “Homogeneous-to-Heterogeneous: Unsupervised Learning for RGB-Infrared Person Re-Identification”. IEEE Transactions on Image Processing, vol.30, pp.6392-6407, 2021.
7. “Learning Modal-Invariant Angular Metric by Cyclic Projection Network for VIS-NIR Person Re-Identification”. IEEE Transactions on Image Processing, vol.30, pp.8019-8033, 2021.
8. “RelightGAN: Instance-level Generative Adversarial Network for Face Illumination Transfer”. IEEE Transactions on Image Processing, vol.30, pp.3450-3460, 2021.
9. “Contour-Aware Loss: Boundary-Aware Learning for Salient Object Segmentation”. IEEE Transactions on Image Processing, vol.30, pp.431-443, 2021.
10. “Resolution-Aware Knowledge Distillation for Efficient Inference”. IEEE Transactions on Image Processing, vol.30, pp.6985-6996, 2021.
11. “Smoothness Regularized Multi-view Subspace Clustering with Kernel Learning”. IEEE Transactions on Neural Networks and Learning Systems, vol.32, no.11, pp.5047-5060, Nov. 2021.
12. “Multi-view Clustering via Proximity Learning in Latent Representation Space”. IEEE Transactions on Neural Networks and Learning Systems, in press 2021.
13. “Toward Multi-Diversified Ensemble Clustering of High-Dimensional Data: From Subspaces to Metrics and Beyond”. IEEE Transactions on Cybernetics, in press, 2021.
14. “RGB-IR Person Re-Identification by Cross-Modality Similarity Preservation”. International Journal of Computer Vision, vol.128, pp.1765–1785, 2020.
15. “A BP Neural Network Based Recommender Framework with Attention Mechanism”. IEEE Transactions on Knowledge and Data Engineering, in press 2020.
16. “An Autoencoder Framework with Attention Mechanism for Cross-Domain Recommendation”. IEEE Transactions on Cybernetics, in press, 2020.
17. “Multi-view Consensus Proximity Learning for Clustering”. IEEE Transactions on Knowledge and Data Engineering, in press 2020.
18. “Ultra-Scalable Spectral Clustering and Ensemble Clustering”. IEEE Transactions on Knowledge and Data Engineering, vol.32, no.6, pp.1212-1226, Jun. 2020.
19. “Community Detection by Motif-aware Label Propagation”. ACM Transactions on Knowledge Discovery from Data, vol.14, no.2, article 22, pp.1-19, Feb. 2020.
20. “Early Action Prediction by Soft Regression”. IEEE Transactions on Pattern Analysis and Machine Intelligence, vol.4, no.11, pp. 2568-2583, 2019.
21. “Learning Modality-Specific Representations for Visible-Infrared Person Re-Identification”. IEEE Transactions on Image Processing, vol.39, pp.579-590, 17 July 2019.
22. “Person Re-Identification by Camera Correlation Aware Feature Augmentation”. IEEE Transactions on Pattern Analysis and Machine Intelligence, vol.40, no.2, pp.392-408, 2018.
23. “Learning view-specific deep networks for person re-identification”. IEEE Transactions on Image Processing, vol.27, no.7, pp.3472–3483, Jul. 2018.
24. “Jointly Learning Heterogeneous Features for RGB-D Activity Recognition”. IEEE Transaction on Pattern Analysis and Machine Intelligence, vol.39, no.11, pp.2186-2200, 2017.
25. “Robust depth-based person re-identification”. IEEE Transactions on Image Processing, vol.26, no.6, pp.2588–2603, 2017.
会议论文
1. “Modeling 3D Layout for Group Re-Identification”. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022.
2. “Exploring Dual-task Correlation for Pose Guided Person Image Generation”. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022.
3. “Self-supervised Image-specific Prototype Exploration for Weakly Supervised Semantic Segmentation”. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022.
4. “Improving Adversarially Robust Few-shot Image Classification with Generalizable Representations”. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022.
5. “Uncertainty Modeling with Second-Order Transformer for Group Re-Identification”. 36th AAAI Conference on Artificial Intelligence, AAAI 2022.
6. “Predictive Feature Learning for Future Segmentation Prediction”. IEEE/CVF International Conference on Computer Vision (ICCV) , pp.7345-7354. 2021.
7. “Smoothing Adversarial Domain Attack and p-Memory Reconsolidation for Cross-Domain Person Re-Identification”. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), pp.10568-10577, 2020.
8. “Interactive Two-Stream Decoder for Accurate and Fast Saliency Detection”. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), pp.9141-9150, 2020.
9. “Distilled person re-identification: Towards a more scalable system”. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), pp.1187-1196, 2019.
10. “Unsupervised Person Re-Identification by Camera-Aware Similarity Consistency Learning”. IEEE International Conference on Computer Vision (ICCV), pp.6922-6931, 2019.
11. “Progressive teacher-student learning for early action prediction”. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), pp.3551-3560, 2019.
12. “Decoupled Convolutions for CNNs”. 32nd AAAI Conference on Artificial Intelligence, AAAI 2018, pp.4284-4291. 2018.
13. “Word Attention for Sequence to Sequence Text Understanding”. 32nd AAAI Conference on Artificial Intelligence, AAAI 2018, pp.5578-5585, 2018.
14. “Deep Growing Learning”, IEEE International Conference on Computer Vision (ICCV), pp.2812-2820, 2017.
15. “RGB-Infrared Cross-Modality Person Re-Identification”, IEEE International Conference on Computer Vision (ICCV), pp.5380-5389, 2017.