学术团队

教师

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基本信息

姓名：黄华

职称：教授

办公室地址：昌平校区人工智能学院520

电子邮箱：huahuang[at]bnu.edu.cn

                     


研究领域

图像/视频处理、计算机图形学

教育背景

1992–1996，西安交通大学电信学院，学士

1999–2001，西安交通大学电信学院，硕士

2002–2006，西安交通大学电信学院，博士

工作经历

2001.09-2012.03，西安交通大学电信学院任教；2008年5月聘为博导，2011年1月晋升教授

2012.04–2020.07，北京理工大学计算机学院，教授；历任学院副院长、校科研院高新部部长、校研究生院副院长

2020.08- ，北京师范大学人工智能学院院长，教授，院学术委员会主任

奖励与荣誉

教育部技术发明一等奖，2012年

中国计算机学会青年科学家奖，2013年

国家杰出青年基金，2014年

第十四届中国青年科技奖，2016年

科技部科技创新领军人才，2017年

国家高层次人才特殊支持计划（万人计划）领军人才，2018年

ICML Outstanding Paper Awards，2020年，大陆第二篇

EURASIP Best Paper Award，2020年，每两年评选一篇

社会兼职

重点实验室工程中心

  • 空天地海一体化大数据应用技术国家工程实验室技术委员会委员

  • 计算机辅助设计与图形学国家重点实验室技术委员会委员

  • 大数据知识工程教育部重点实验室学术委员会委员

  • 虚拟现实技术教育部工程研究中心技术委员会委员

  • 数字媒体技术教育部工程研究中心技术委员会委员

  • 智能信息技术北京市重点实验室副主任&学术委员会委员

  • 网络媒体北京市重点实验室学术委员会委员

  • 现代信息科学与网络技术北京市重点实验室学术委员会委员

  • 江苏省大数据分析技术重点实验室学术委员会委员

  • 陕西省语音图像与信息处理重点实验室学术委员会委员

  • 中国科学院智能网络信息体系国防重点实验室学术委员会委员

国内外期刊

  • IEEE Transactions on Intelligent Transportation Systems， AE

  • The Visual Computer，AE

  • 《中国科技论文》信息技术卷执行主编

  • 《中国自动化学报》编委

  • 《中国图象图形学报》编委

  • 《计算机研究与发展》编委

  • 《计算机科学》编委

  • 《小型微型计算机系统》编委

  • 《模式识别与人工智能》编委

  • 《中南大学学报（英文版）》编委

学会

  • 中国图象图形学学会常务理事，多媒体专业委员会主任

  • 中国计算机学会常务理事，学术工作委员会副主任

  • 中国自动化学会理事，副秘书长

  • 北京图象图形学学会副理事长

科技部

  • “新一代人工智能”科技创新2030重大项目专家组成员

学术代表成果

2024年

1. Maoqing Zhang, Lizhi Wang*, Lin Zhu, Hua Huang. Learning a physics-based filter attachment for hyperspectral imaging with RGB cameras. Neurocomputing 580: 127474

2. Hansen Feng, Lizhi Wang*, Yuzhi Wang, Haoqiang Fan, Hua Huang. Learnability Enhancement for Low-Light Raw Image Denoising: A Data Perspective. IEEE Trans. Pattern Anal. Mach. Intell. 46(1): 370-387

3. Yuanfei Huang, Jie Li, Yanting Hu, Hua Huang, Xinbo Gao*. Deep Convolution Modulation for Image Super-Resolution. IEEE Trans. Circuits Syst. Video Technol. 34(5): 3647-3662

4. Jun Xie, Lingfei Song, Hua Huang*. Thermal Radiation Bias Correction for Infrared Images Using Huber Function-Based Loss. IEEE Trans. Geosci. Remote. Sens. 62: 1-15

5. Jianxiang Rong, Hua Huang*, Jia Li. IMU-Assisted Accurate Blur Kernel Re-Estimation in Non-Uniform Camera Shake Deblurring. IEEE Trans. Image Process. 33: 3823-3838

6. Xiao-Xiang Wei, Hua Huang*. Balanced Federated Semisupervised Learning With Fairness-Aware Pseudo-Labeling. IEEE Trans. Neural Networks Learn. Syst. 35(7): 9395-9407

7. Lin Zhu, Xianzhang Chen, Xiao Wang, Hua Huang*. Finding Visual Saliency in Continuous Spike Stream. AAAI 2024: 7757-7765

8. Deqi Li, Shi-Sheng Huang, Zhiyuan Lu, Xinran Duan, Hua Huang*. ST-4DGS: Spatial-Temporally Consistent 4D Gaussian Splatting for Efficient Dynamic Scene Rendering. SIGGRAPH (Conference Paper Track) 2024: 83


2023年

1. Guangtao Nie, Hua Huang*. Multi-Oriented Object Detection in Aerial Images With Double Horizontal Rectangles[J]. IEEE Trans. Pattern Anal. Mach. Intell. 2023, 45(4): 4932-4944

2. Yuanfei Huang, Jie Li, Yanting Hu, Xinbo Gao, Hua Huang*. Transitional Learning: Exploring the Transition States of Degradation for Blind Super-resolution[J]. IEEE Trans. Pattern Anal. Mach. Intell. 2023, 45(5): 6495-6510

3. Lingfei Song, Hua Huang*. Fixed Pattern Noise Removal Based on a Semi-Calibration Method[J]. IEEE Trans. Pattern Anal. Mach. Intell. 2023, 45(10): 11842-11855

4. Maoqing Zhang, Lizhi Wang*, Hua Huang. Sub-Pixel Dispersion Model for Coded Aperture Snapshot Spectral Imaging[J]. IEEE Trans. Computational Imaging. 2023, 9: 1188-1200

5.Xiao-Xiang Wei, Hua Huang*. Edge Devices Clustering for Federated Visual Classification: A Feature Norm Based Framework[J]. IEEE Trans. Image Process. 2023, 32: 995-1010

6. Lingfei Song, Hua Huang*. Simultaneous Destriping and Image Denoising Using a Nonparametric Model With the EM Algorithm[J]. IEEE Trans. Image Process. 2023, 32: 1065-1077

7. Jia Li, Chen-Yan Bai, Hua Huang*. Universal Demosaicking for Interpolation-Friendly RGBW Color Filter Arrays[J]. IEEE Trans. Image Process. 2023, 32: 3592-3605

8. Yaohui Zhu, Xiaoyu Sun, Miao Wang, Hua Huang*. Multi-Modal Feature Pyramid Transformer for RGB-Infrared Object Detection[J]. IEEE Trans. Intell. Transp. Syst. 2023, 24(9): 9984-9995

9.Tianyu Shen, Deqi Li, Fei-Yue Wang, Hua Huang*. Depth-Aware Multi-Person 3D Pose Estimation With  Multi-Scale Waterfall Representations[J]. IEEE Trans. MM. 2023, 25: 1439-1451

10. Lei Zhang, Hua Huang*. Image Stitching With Manifold Optimization[J]. IEEE Trans. MM. 2023, 25: 3469-3482

11. Tianyu Shen, Shi-Sheng Huang, Deqi Li, Zhiyuan Lu, Fei-Yue Wang, Hua Huang*. VirtualClassroom: A Lecturer-Centered Consumer-Grade Immersive Teaching System in Cyber-Physical-Social Space[J]. IEEE Trans. Syst. Man Cybern. Syst. 2023, 53(6): 3501-3513

12. Wufan Wang, Lei Zhang, Hua Huang*. Revisiting Unsupervised Local Descriptor Learning[C]. AAAI 2023: 2680-2688

13. Deqi Li, Shi-Sheng Huang*, Tianyu Shen, Hua Huang. Dynamic View Synthesis with Spatio-Temporal Feature Warping from Sparse Views[C]. ACM Multimedia 2023: 1565-1576

14. Hongyuan Wang, Lizhi Wang*, Chang Chen, Xue Hu, Fenglong Song, Hua Huang. Learning Spectral-wise Correlation for Spectral Super-Resolution: Where Similarity Meets Particularity[C]. ACM Multimedia 2023: 7676-7685

15. Lin Zhu, Yunlong Zheng, Mengyue Geng, Lizhi Wang, Hua Huang*. Recurrent Spike-based Image Restoration under General Illumination[C]. ACM Multimedia 2023: 8251-8260

2022年

1. Ying Fu, Tao Zhang, Yinqiang Zheng, Debing Zhang, Hua Huang*. Joint Camera Spectral Response Selection and Hyperspectral Image Recovery[J]. IEEE Trans. Pattern Analysis and Machine Intelligence. 2022, 44(1): 256-272

2. De-Lei Chen, Lei Zhang, Hua Huang*. Extracting Small Flying Airplane With Spatially Accurate and Temporally Consistent Foreground Modeling[J]. IEEE Trans. Geosci. Remote. Sens. 2022, 60: 1-12

3. Kaixuan Wei, Angelica I. Avilés-Rivero, Jingwei Liang, Ying Fu*, Hua Huang, Carola-Bibiane Schönlieb. TFPnP: Tuning-free Plug-and-Play Proximal Algorithms with Applications to Inverse Imaging Problems[J]. J. Mach. Learn. Res. 2022, 23(16):1-48

4. Ying Fu, Tao Zhang, Lizhi Wang, Hua Huang*. Coded Hyperspectral Image Reconstruction Using Deep External and Internal Learning[J]. IEEE Trans. Pattern Anal. Mach. Intell. 2022, 44(7): 3404-3420

5. De-Lei Chen, Lei Zhang, Hua Huang*. Robust Extraction and Super-Resolution of Low-Resolution Flying Airplane From Satellite Video[J]. IEEE Trans. Geosci. Remote. Sens. 2022, 60: 1-16

6. Jian-Xiang Rong, Lei Zhang, Hua Huang*, Fang-Lue Zhang. IMU-Assisted Online Video Background Identification[J]. IEEE Trans. Image Process. 2022, 31(6): 4336-4351

7. Wufan Wang, Bo Wang, Lei Zhang, Hua Huang*. Sensitivity-Aware Spatial Quality Adaptation for Live Video Analytics[J]. IEEE Journal on Selected Areas in Communications, 2022, 40(8): 2474-2484

8. He Sun, Lei Zhang*, Jinchang Ren, Hua Huang. Novel hyperbolic clustering-based band hierarchy (HCBH) for effective unsupervised band selection of hyperspectral images[J]. Pattern Recognit. 2022, 130: 108788

9. He Sun, Lei Zhang*, Lizhi Wang, Hua Huang. Stochastic gate-based autoencoder for unsupervised hyperspectral band selection[J]. Pattern Recognit. 2022, 132: 108969

10. Lingfei Song, Lizhi Wang*, Min H. Kim, Hua Huang. High-Accuracy Image Formation Model for Coded Aperture Snapshot Spectral Imaging[J]. IEEE Trans. Computational Imaging. 2022, 8: 188-200

11. Lei Lu, Ping Wang*, Hua Huang. A Large-Scale Frontal Vehicle Image Dataset for Fine-Grained Vehicle Categorization[J]. IEEE Trans. Intell. Transp. Syst. 2022, 23(3): 1818-1828

12. De-Wang Li, Hua Huang*. Few-Shot Class-Incremental Learning via Compact and Separable Features for Fine-Grained Vehicle Recognition[J]. IEEE Trans. Intell. Transp. Syst. 2022, 23(11): 21418-21429

13. Lingen Li, Lizhi Wang*, Weitao Song, Lei Zhang, Zhiwei Xiong, Hua Huang. Quantization-aware Deep Optics for Diffractive Snapshot Hyperspectral Imaging[C]. CVPR 2022: 19748-19757

14. Hansen Feng, Lizhi Wang*, Yuzhi Wang, Hua Huang. Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise Modeling[C]. ACM Multimedia 2022: 1436-1444

15. Wufan Wang, Lei Zhang, Hua Huang*. Progressive Unsupervised Learning of Local Descriptors[C]. ACM Multimedia 2022: 2371-2379

2021年

1. Zhan Wang, Lizhi Wang, Jun Wan, Hua Huang*. Shared low-rank correlation embedding for multiple feature fusion[J]. IEEE Transactions on Multimedia. 2021, 23: 1855-1867

2. Mingfei Yu, Lei Zhang, Wufan Wang, Hua Huang*. Loop Closure Detection by Using Global and Local Features With Photometric and Viewpoint Invariance[J]. IEEE Trans. Image Process. 2021, 30: 8873-8885

3. Kaixuan Wei, Ying Fu, Hua Huang. 3-D Quasi-Recurrent Neural Network for Hyperspectral Image Denoising[J]. IEEE Transactions on Neural Networks and Learning Systems, 2021, 32(1): 363-375

4. Lizhi Wang, Shipeng Zhang, Hua Huang. Adaptive Dimension-Discriminative Low-Rank Tensor Recovery for Computational Hyperspectral Imaging[J]. Int. J. Comput. Vis. 2021, 129(10): 2907-2926

5. Zhan Wang, Lizhi Wang, Hua Huang*. Sparse additive discriminant canonical correlation analysis for multiple features fusion[J]. Neurocomputing. 2021, 463: 185-197

6. Li Ding, Ping Wang, Hua Huang*. Unified quality assessment of natural and screen content images via adaptive weighting on double scales[J]. Signal Process. Image Commun. 2021, 99: 116446

7. Li Ding, Yongwei Wang, Kaiwen Yuan, Minyang Jiang, Ping Wang, Hua Huang, Z. Jane Wang. Towards Universal Physical Attacks on Single Object Tracking[C]. AAAI 2021: 1236-1245

8. Shipeng Zhang, Lizhi Wang, Lei Zhang, Hua Huang. Learning Tensor Low-Rank Prior for Hyperspectral Image Reconstruction[C]. CVPR 2021: 12006-12015

9. Li Ding, Yongwei Wang, Xin Ding, Kaiwen Yuan, Ping Wang, Hua Huang, Z. Jane Wang. Delving into Deep Image Prior for Adversarial Defense: A Novel Reconstruction-based Defense Framework[C]. ACM Multimedia 2021: 4564-4572

2020年

1. Hong-Kang Liu; Lei Zhang; Hua Huang. Small Target Detection in Infrared Videos Based on Spatio-Temporal Tensor Model[J]. IEEE Transactions on Geoscience and Remote Sensing. 2020, 58(12): 8689-8700

2. Lizhi Wang, Chen Sun, Maoqing Zhang, Ying Fu, Hua Huang*. DNU: Deep Non-local Unrolling for Computational Spectral Imaging, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Seattle, USA,2020

3. Kaixuan Wei, Ying Fu, Jiaolong Yang, Hua Huang. A Physics-Based Noise Formation Model for Extreme Low-Light Raw Denoising, 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2020

4. Zhan Wang, Lizhi Wang, Hua Huang. Structure Preserving Multi-View Dimensionality Reduction. 2020 IEEE International Conference on Multimedia and Expo (ICME)

5. Ye Xiang, Ying Fu, Hua Huang. Global Topology Constraint Network for Fine-Grained Vehicle Recognition. IEEE Transactions on Intelligent Transportation Systems, 2020, 21(7): 2918-2929

6. Xiaoxiang Wei, Lei Zhang, Hua Huang*. High-quality blind defocus deblurring of multispectral images with optics and gradient prior[J]. Optics Express, 2020, 28(7): 10683-10704

7. Ying Fu, Tao Zhang, Yinqiang Zheng, Debing Zhang, Hua Huang*. Joint Camera Spectral Response Selection and Hyperspectral Image Recovery. IEEE Trans. Pattern Analysis and Machine Intelligence, 2020, 10.1109/TPAMI.2020.3009999

8. Zhan Wang, Lizhi Wang, Jun Wan, Hua Huang *. Shared low-rank correlation embedding for multiple feature fusion. IEEE Transactions on Multimedia, 2020, 10.1109/TMM.2020.3003747

2019年

1. Lizhi Wang, Chen Sun, Ying Fu, Min H. Kim, Hua Huang*. Hyperspectral Image Reconstruction Using a Deep Spatial-Spectral Prior, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Long Beach, 2019

2. Ying Fu, Tao Zhang, Yinqiang Zheng, Debing Zhang, Hua Huang*. Hyperspectral Image Super-Resolution with Optimized RGB Guidance, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Long Beach, 2019

3. Lixiong Liu, Tianshu Wan, Hua Huang*. Pre-Attention and Spatial Dependency Driven No-Reference Image Quality Assessment[J]. IEEE Transactions on Multimedia, 2019, 21(9): 2305-2318

4. Lei Lu, Hua Huang *. A hierarchical scheme for vehicle make and model recognition from frontal images of vehicles[J]. IEEE Transactions on Intelligent Transportation Systems, 2019, 20(5): 1774-1786

5. Hua Huang, Xiaoxiang Wei, Lei Zhang *. Encoding shaky videos by integrating efficient video stabilization[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2019, 29(5):1503-1514

6. Lei Zhang, Qing-Zhuo Zheng, Hua Huang. Intrinsic Motion Stability Assessment for Video Stabilization[J]. IEEE Transactions on Visualization and Computer Graphics. 2019, 25(4):1681-1692

7. Lizhi Wang, Chen Sun, Ying Fu, Min H. Kim, Hua Huang*. Hyperspectral Image Reconstruction Using a Deep Spatial-Spectral Prior, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Long Beach, 2019

8. Ying Fu, Tao Zhang, Yinqiang Zheng, Debing Zhang, Hua Huang*. Hyperspectral Image Super-Resolution with Optimized RGB Guidance, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Long Beach, 2019

9. Lixiong Liu, Tianshu Wan, Hua Huang*. Pre-Attention and Spatial Dependency Driven No-Reference Image Quality Assessment[J]. IEEE Transactions on Multimedia, 2019, 21(9): 2305-2318

10. Lei Lu, Hua Huang*. A hierarchical scheme for vehicle make and model recognition from frontal images of vehicles[J]. IEEE Transactions on Intelligent Transportation Systems, 2019, 20(5): 1774-1786

11. Hua Huang, Xiaoxiang Wei, Lei Zhang*. Encoding shaky videos by integrating efficient video stabilization[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2019, 29(5):1503-1514

12. Lei Zhang, Qing-Zhuo Zheng, Hua Huang*. Intrinsic Motion Stability Assessment for Video Stabilization[J]. IEEE Transactions on Visualization and Computer Graphics. 2019, 25(4):1681-1692

2018年

1. Xiao Zeng, Hua Huang*, Chun Qi. Expanding Training Data For Facial Image Super-Resolution[J]. IEEE Transactions on Cybernetics, 2018, 48(2): 716-729

2. Fei Yuan, Hua Huang*. Image Haze Removal via Reference Retrieval and Scene Prior[J]. IEEE Transactions on Image Processing, 2018, 27(9): 4395 - 4409

3. Ying Fu , Yongrong Zheng, Lin Zhang, and Hua Huang*. Spectral Reflectance Recovery From a Single RGB Image[J]. IEEE Transactions on Computational Imaging, 2018, 4(3): 382-394

4. Ying Fu, Yinqiang Zheng, Hua Huang*, Imari Sato, and Yoichi Sato. Hyperspectral Image Super-Resolution With a Mosaic RGB Image[J]. IEEE Transactions on Image Processing, 2018, 27(11): 5539-5552

5. Lei Zhang, Qing-Zhuo Zheng, Hong-Kang Liu, and Hua Huang*. Full-Reference Stability Assessment of Digital Video Stabilization Based on Riemannian Metric[J]. IEEE Transactions on Image Processing, 2018, 27(12): 6051-6063

2017年

1. Lei Zhang, Qian-Kun Xu, Hua Huang*. A Global Approach for Fast Video Stabilization[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2017, 27(2) : 225 - 235

2. Li Ding, Hua Huang, Yu Zang. Image Quality Assessment Using Directional Anisotropy Structure Measurement[J]. IEEE Transactions on Image Processing, 2017, 26(4): 1799-1809

3. Lei Zhang, Xiao-Quan Chen, Xin-Yi Kong, Hua Huang. Geodesic Video Stabilization in Transformation Space[J]. IEEE Transactions on Image Processing, 2017, 26(5): 2219-2229

4. Lei Zhang, Le Zhou, Hua Huang. Bundled Kernels for Nonuniform Blind Video Deblurring[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2017, 27(9): 1882 – 1894