赖剑煌

教师简介: 

jbo竞博电竞官方网站教授、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。

研究领域: 

计算机视觉：工业视觉检测、人脸识别、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、空地一体化图像分析、行为识别、群体状态检测与分析；

人工智能大模型技术应用。

教育背景: 

jbo竞博电竞官方网站数学专业：本科、硕士、博士

获奖及荣誉: 

“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）；广东省特支杰出人才（2021年）

科研项目: 

主持的科研项目:

1．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)。

2．国家科技部计划课题：

- 几何热流深度学习及其在中药新药研发中的应用项目课题二：中医药大模型构建与自适应进化研究， 2025-01-01 至 2029-12-31.

-"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)。

3．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)。

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)。

代表性论著: 

期刊论文

. "Separable Spatial-Temporal Residual Graph for Cloth-Changing Group Re-Identification," in IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 46, no. 8, pp. 5791-5805, Aug. 2024

. Uncertainty Modeling for Group Re-Identification. International Journal of Computer Vision 132, 3046–3066 ,2024

.  Prototype-guided domain adaptive one-stage object detector for defect detection[J]. Advanced Engineering Informatics, 62: 102618, 2024.

. Teacher-Student Collaboration: Effective Semi-Supervised Model for Defect Instance Segmentation[J]. IEEE Transactions on Automation Science and Engineering, 2024.

. Accurate detection of surface defects by decomposing unreliable tasks under boundary guidance[J]. Expert Systems with Applications, 244: 122977, 2024.

. "Wavelet-Guided Promotion-Suppression Transformer for Surface-Defect Detection," in IEEE Transactions on Image Processing, vol. 32, pp. 4517-4528, 2023

. “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.

. “Joint Bilateral-resolution Identity Modeling for Cross-resolution Person Re-identification”. International Journal of Computer Vision, 2022.

. “Low-rank Tensor Based Proximity Learning for Multi-view Clustering”. IEEE Transactions on Knowledge and Data Engineering, in press, 2022.

. “Deep Graph Metric Learning for Weakly Supervised Person Re-Identification”. IEEE Transaction on Pattern Analysis and Machine Intelligence, 2021.

. “APANet: Auto-Path Aggregation for Future Instance Segmentation Prediction”. Accepted by IEEE Transaction on Pattern Analysis and Machine Intelligence, 2021.

. “Homogeneous-to-Heterogeneous: Unsupervised Learning for RGB-Infrared Person Re-Identification”. IEEE Transactions on Image Processing, vol.30, pp.6392-6407, 2021.

. “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.

. “RelightGAN: Instance-level Generative Adversarial Network for Face Illumination Transfer”. IEEE Transactions on Image Processing, vol.30, pp.3450-3460, 2021.

. “Contour-Aware Loss: Boundary-Aware Learning for Salient Object Segmentation”. IEEE Transactions on Image Processing, vol.30, pp.431-443, 2021.

. “Resolution-Aware Knowledge Distillation for Efficient Inference”. IEEE Transactions on Image Processing, vol.30, pp.6985-6996, 2021.

. “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.

. “Multi-view Clustering via Proximity Learning in Latent Representation Space”. IEEE Transactions on Neural Networks and Learning Systems, in press 2021.

. “Toward Multi-Diversified Ensemble Clustering of High-Dimensional Data: From Subspaces to Metrics and Beyond”. IEEE Transactions on Cybernetics, in press, 2021.

. “RGB-IR Person Re-Identification by Cross-Modality Similarity Preservation”. International Journal of Computer Vision, vol.128, pp.1765–1785, 2020.

. “A BP Neural Network Based Recommender Framework with Attention Mechanism”. IEEE Transactions on Knowledge and Data Engineering, in press 2020.

. “An Autoencoder Framework with Attention Mechanism for Cross-Domain Recommendation”. IEEE Transactions on Cybernetics, in press, 2020.

. “Multi-view Consensus Proximity Learning for Clustering”. IEEE Transactions on Knowledge and Data Engineering, in press 2020.

. “Ultra-Scalable Spectral Clustering and Ensemble Clustering”. IEEE Transactions on Knowledge and Data Engineering, vol.32, no.6, pp.1212-1226, Jun. 2020.

. “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.

. “Early Action Prediction by Soft Regression”. IEEE Transactions on Pattern Analysis and Machine Intelligence, vol.4, no.11, pp. 2568-2583, 2019.

. “Learning Modality-Specific Representations for Visible-Infrared Person Re-Identification”. IEEE Transactions on Image Processing, vol.39, pp.579-590, 17 July 2019.

. “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.

. “Learning view-specific deep networks for person re-identification”. IEEE Transactions on Image Processing, vol.27, no.7, pp.3472–3483, Jul. 2018.

. “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.

. “Robust depth-based person re-identification”. IEEE Transactions on Image Processing, vol.26, no.6, pp.2588–2603, 2017.

会议论文

. View-decoupled Transformer for Person Re-identification under Aerial-ground Camera Network, Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024, pp. 22000-22009

. "Unsupervised Group Re-identification via Adaptive Clustering-Driven Progressive Learning." Proceedings of the AAAI Conference on Artificial Intelligence. Vol. 38. No. 2. 2024.

. Spike-Temporal Latent Representation for Energy-Efficient Event-to-Video Reconstruction. The 18th European Conference on Computer Vision (ECCV), 2024.

. “Modeling 3D Layout for Group Re-Identification”. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022.

. “Exploring Dual-task Correlation for Pose Guided Person Image Generation”. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022.

. “Self-supervised Image-specific Prototype Exploration for Weakly Supervised Semantic Segmentation”. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022.

. “Improving Adversarially Robust Few-shot Image Classification with Generalizable Representations”. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022.

. “Uncertainty Modeling with Second-Order Transformer for Group Re-Identification”. 36th AAAI Conference on Artificial Intelligence, AAAI 2022.

. “Predictive Feature Learning for Future Segmentation Prediction”. IEEE/CVF International Conference on Computer Vision (ICCV) , pp.7345-7354. 2021.

. “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.

. “Interactive Two-Stream Decoder for Accurate and Fast Saliency Detection”. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), pp.9141-9150, 2020.

. “Distilled person re-identification: Towards a more scalable system”. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), pp.1187-1196, 2019.

. “Unsupervised Person Re-Identification by Camera-Aware Similarity Consistency Learning”. IEEE International Conference on Computer Vision (ICCV), pp.6922-6931, 2019.

. “Progressive teacher-student learning for early action prediction”. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), pp.3551-3560, 2019.

. “Decoupled Convolutions for CNNs”. 32nd AAAI Conference on Artificial Intelligence, AAAI 2018, pp.4284-4291. 2018.

. “Word Attention for Sequence to Sequence Text Understanding”. 32nd AAAI Conference on Artificial Intelligence, AAAI 2018, pp.5578-5585, 2018.

. “Deep Growing Learning”, IEEE International Conference on Computer Vision (ICCV), pp.2812-2820, 2017.

. “RGB-Infrared Cross-Modality Person Re-Identification”, IEEE International Conference on Computer Vision (ICCV), pp.5380-5389, 2017.