视觉显著性建模、图像与视频处理、遥感视频分析、虚拟现实
视觉显著性建模、图像与视频处理、遥感视频分析、虚拟现实
一、主要科研项目经历
[1] 国家自然科学基金项目青年科学基金项目,基于弱监督学习的高效视频显著性预测方法研究(主持,在研),2023.12-2025.12
[2] 中国博士后科学基金会面上项目,遥感视频显著性预测关键技术研究(主持), 2021.7-2023.2
[3] 湖北省博士后创新研究岗位项目,无人机视频显著性预测关键技术研究(主持),2021.7-2023.2
[4] 测绘遥感信息工程国家重点实验室探索类课题,遥感视频显著性目标检测(主持), 2021.1-2021.12
[5] 国家重点研发计划项目课题,公共安全立体化协同监测关键技术(参与),2018.5-2021.4
[6] 国家重点研发计划项目课题,融合多通道语境信息的类人智能感知机制与方法(项目骨干),2017.10-2021.9
[7] 国家自然科学基金重点项目,面向遥感影像的视觉启发机器学习方法研究(参与),2021.1-2025.12
[8] 国家自然科学基金面上项目,基于视觉特性的视觉感知分析与视频编码优化(参与),2018.1-2021.12
[9] 国家自然科学基金面上项目,基于全局视觉冗余分析的高效视频编码研究(参与),2015.1-2018.12
[10] 横向研究课题,虚拟现实图像目标检测与场景理解技术研究(主持,在研),2023.6-2024.5
二、主要论文
视觉显著性建模
[1] Kao Zhang, Zhenzhong Chen, Songnan Li, Shan Liu. An Efficient Saliency Prediction Model for Unmanned Aerial Vehicle Video[J]. ISPRS Journal of Photogrammetry and Remote Sensing, 2022, 194: 152-166. (SCI Q1, IF: 11.774)
[2] Kao Zhang, Zhenzhong Chen, Shan Liu. A Spatial-temporal Recurrent Neural Network for Video Saliency Prediction[J]. IEEE Transactions on Image Processing, 2021, 30: 572-587. (SCI Q1, IF: 11.041)
[3] Kao Zhang, Zhenzhong Chen. Video Saliency Prediction Based on Spatial-Temporal Two-Stream Network[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2019, 29(12): 3544-3557. (SCI Q1, IF: 4.133)
[4] Di Liu, Kao Zhang, Zhenzhong Chen. Attentive Cross-Modal Fusion Network for RGB-D Saliency Detection[J]. IEEE Transactions on Multimedia, 2021, 23: 967-981. (SCI Q1, IF: 8.182)
[5] Jing Ling, Kao Zhang, Yingxue Zhang, Daiqin Yang, Zhenzhong Chen. A saliency prediction model on 360 degree images using color dictionary based sparse representation[J]. Signal Processing: Image Communication, 2018, 69: 60-68. (SCI Q2, IF: 2.779)
[6] Kao Zhang, Yan Shang, Songnan Li, Shan Liu, Zhenzhong Chen. SalCrop: Spatio-temporal Saliency Based Video Cropping[C]. IEEE VCIP, 2022. (Demo, Oral, Poster, EI)
遥感数据分析
[7] Yang Li*, Kao Zhang*, Zhao Chen, Wanping Ouyang, Mingpeng Cui, Chenxi Jiang, Daiqin Yang and Zhenzhong Chen. Towards Object Tracking for Quadruped Robots[J]. Journal of Visual Communication and Image Representation, 2023. (Accepted, SCI Q2, IF=2.6, 共同一作)
[8] Zhaopeng Hu, Daiqin Yang, Kao Zhang, Zhenzhong Chen. Object Tracking in Satellite Videos Based on Convolutional Regression Network with Appearance and Motion Features[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2020, 13: 783-793. (SCI Q1, IF: 3.827)
[9] Ruiqian Zhang, Jian Yao, Kao Zhang, Chen Feng and Jiadong Zhang. S-CNN-Based Ship Detection from High-Resolution Remote Sensing Images[C]. ISPRS Congress, 2016. (Best Poster Award, EI).
[10] Tong He, Jian Yao, Kao Zhang, Yaolin Hou, Shiyao Han. Accurate Multi-Scale License Plate Localization Via Image Saliency[C]. IEEE ITSC, 2014. (Oral, EI).