基本信息

黄怀波  中国科学院自动化研究所

中国科学院青年创新促进会会员

中国科学院院长优秀奖

北京市科协青年人才托举工程

电子邮件: huaibo.huang@cripac.ia.ac.cn
通信地址: 北京市海淀区中关村东路95号
邮政编码: 100190

研究领域

视觉表示:网络结构设计、表示学习、生物特征识别

视觉生成:生成模型、底层视觉(去噪、超分辨率)、深度合成

招生信息

   
招生专业
081104-模式识别与智能系统
081203-计算机应用技术
招生方向
模式识别,计算机视觉,深度学习,视觉表示与生成

工作经历

2016-09--2019-06   中国科学院大学   博士
2013-09--2016-01   北京航空航天大学   硕士
2007-09--2012-07   西安交通大学   学士
工作简历
2021-04~现在, 中国科学院自动化研究所, 副研究员
2019-07~2021-04,中国科学院自动化研究所, 助理研究员
社会兼职
2021-06-06-今,北京图象图形学学会, 理事
2019-11-10-今,中国图象图形学学会视觉大数据专委会, 委员

专利与奖励

   
奖励信息
(1) 中国科学院青年创新促进会, , 院级, 2022
(2) 北京市科协青年人才托举工程, , 其他, 2020
(3) 北京市优秀毕业生, , 省级, 2019
(4) 中国科学院院长优秀奖, 院级, 2019
(5) ICME研讨会最佳学生论文奖, 其他, 2019
专利成果
( 1 ) 基于随机小波注意力的图像处理方法、装置、设备及介质, 发明专利, 2023, 第 2 作者, 专利号: CN202310215782.X

( 2 ) 基于几何先验的鸟瞰图语义分割方法、装置、设备及介质, 发明专利, 2023, 第 2 作者, 专利号: CN202310041741.3

( 3 ) 基于无源领域自适应的图像超分辨率方法及装置, 发明专利, 2022, 第 2 作者, 专利号: CN202211690099.3

( 4 ) 基于递归Transformer的动态图像复原方法, 发明专利, 2022, 第 3 作者, 专利号: CN202211569108.3

( 5 ) 图像处理方法、装置、电子设备及存储介质, 发明专利, 2022, 第 2 作者, 专利号: CN202210895580.X

( 6 ) 一种视听伪造检测方法及装置, 发明专利, 2022, 第 2 作者, 专利号: CN114596609A

( 7 ) 一种基于多线索的双流视频人脸伪造检测方法及系统, 发明专利, 2022, 第 2 作者, 专利号: CN114596608A

( 8 ) 人脸图像盲修复方法及系统, 发明专利, 2021, 第 2 作者, 专利号: CN113763268A

( 9 ) 基于因果推断的高泛化人脸替换方法、装置和电子设备, 发明专利, 2021, 第 2 作者, 专利号: CN113627404A

( 10 ) 基于视觉语义信息的人脸伪造检测方法和装置, 发明专利, 2021, 第 2 作者, 专利号: CN113627233A

( 11 ) 基于选择性机制注意力机制的雨图去雨方法、系统及设备, 发明专利, 2021, 第 2 作者, 专利号: CN112862875A

( 12 ) 漫画风格图像转换模型的训练方法、图像生成方法及装置, 发明专利, 2021, 第 6 作者, 专利号: CN112232485A

( 13 ) 一种基于注意力机制的图像补全方法及装置, 发明专利, 2021, 第 4 作者, 专利号: CN112184582A

( 14 ) 一种注意力机制人体图像关键点姿态估计方法及系统, 发明专利, 2020, 第 2 作者, 专利号: CN112149563A

( 15 ) 基于双向Ladder结构的人脸属性分类系统, 专利授权, 2019, 第 3 作者, 专利号: CN109886072A

出版信息

近五年在人工智能领域国际权威期刊和会议发表论文共计50余篇,其中CCF-A类论文26篇,包含TPAMI 2篇、IJCV 5篇、NeurIPS 5篇、CVPR 5篇、ICCV 3篇;出版Springer专著1部。以第一作者身份发表TPAMI 1篇、IJCV 2篇、NeurIPS 2篇、CVPR 2篇、ICCV 1篇;以共同一作身份发表IJCV 1篇、ECCV Oral 1篇。

全部论文列表参考:谷歌学术

期刊论文

  1. Huaibo Huang, Mandi Luo, Ran He. Memory Uncertainty Learning for Real-World Single Image Deraining. Trans. Pattern Analysis and Machine Intelligence (TPAMI), 2022. (IF: 23.6,CCF-A,人工智能领域顶级期刊)

  2. Huaibo Huang, Aijing Yu, Zhenhua Chai, Ran He, Tieniu Tan. Selective Wavelet Attention Learning for Single Image Deraining. International Journal of Computer Vision (IJCV), 2021. (IF: 19.5,CCF-A,计算机视觉领域顶级期刊)

  3. Huaibo Huang, Ran He, Zhenan Sun, Tieniu Tan. Wavelet Domain Generative Adversarial Network for Multi-scale Face Hallucination. International Journal of Computer Vision (IJCV), 127(6-7): 763-784, 2019. (IF: 19.5,CCF-A,计算机视觉领域顶级期刊)

  4. ​Yi Li#, Huaibo Huang#, Jie Cao, Ran He, Tieniu Tan. Disentangled Representation Learning of Makeup Portraits in the Wild. International Journal of Computer Vision (IJCV), 2020, 128: 2166–2184. (Co-first author)(IF: 19.5,CCF-A,计算机视觉领域顶级期刊)

  5. Chaoyou Fu, Xiang Wu, Yibo Hu, Huaibo Huang, Ran He. DVG-Face: Dual Variational Generation for Heterogeneous Face Recognition. Trans. Pattern Analysis and Machine Intelligence (TPAMI), 2021. (IF: 23.6,CCF-A,人工智能领域顶级期刊)

  6. Aijing Yu, Haoxue Wu, Huaibo Huang, Zhen Lei, Ran He. LAMP-HQ: A Large-Scale Multi-Pose High-Quality Database for NIR-VIS Face Recognition. International Journal of Computer Vision (IJCV), 2021. (IF: 19.5,CCF-A,计算机视觉领域顶级期刊)

  7. Xin Zheng, Yanqing Guo, Huaibo Huang, Yi Li, Ran He. A Survey to Deep Facial Attribute Analysis. International Journal of Computer Vision (IJCV), 2020. (IF: 19.5,CCF-A,计算机视觉领域顶级期刊)

  8. Jianze Wei, Huaibo Huang, Yunlong Wang, Ran He, Zhenan Sun. Towards More Discriminative and Robust Iris Recognition by Learning Uncertain Factors. IEEE Transactions on Information Forensics & Security (TIFS), 2022. (IF: 6.8,CCF-A,信息安全领域顶级期刊)

  9. Jianze Wei, Yunlong Wang, Huaibo Huang, Ran He, Zhenan Sun, Xingyu Gao. Contextual Measures for Iris Recognition. IEEE Transactions on Information Forensics & Security (TIFS), 2022. (IF: 6.8,CCF-A,信息安全领域顶级期刊)

  10. Mandi Luo, Haoxue Wu, Huaibo Huang, Weizan He, Ran He. Memory-Modulated Transformer Network for Heterogeneous Face Recognition. IEEE Transactions on Information Forensics & Security (TIFS), 2022. (IF: 6.8,CCF-A,信息安全领域顶级期刊)

  11. Xin Zheng, Huaibo Huang, Yanqing Guo, Ran He.  BLAN: Bi-directional Ladder Attentive Network for Facial Attribute Prediction. Pattern Recognition (PR), 2020. (IF: 8,CCF-B,模式识别领域权威期刊)

  12. Xin Ma, Xiaoqiang Zhou, Huaibo Huang, Gengyun Jia, Zhenhua Chai, Xiaolin Wei.  Contrastive Attention Network with the Dense Field Estimation for Face Completion. Pattern Recognition (PR), 2021.  (IF: 8,CCF-B,模式识别领域权威期刊)


会议论文

  1. Huaibo Huang, Xiaoqiang Zhou, Jie Cao, Ran He, Tieniu Tan. Vision Transformer with Super Token Sampling. Computer Vision and Pattern Recognition (CVPR), 2023. (CCF-A,计算机视觉领域顶级会议)
  2. Huaibo Huang, Xiaoqiang Zhou, Ran He. Orthogonal Transformer: An Efficient Vision Transformer Backbone with Token Orthogonalization. Neural Information Processing Systems (NeurIPS), 2022. (CCF-A,机器学习领域顶级会议)
  3. Huaibo Huang, Aijing Yu, Ran He. Memory Oriented Transfer Learning for Semi-Supervised Image Deraining. Computer Vision and Pattern Recognition (CVPR), 2021. (CCF-A,计算机视觉领域顶级会议)
  4. Huaibo Huang, Zhihang Li, Ran He, Zhenan Sun, Tieniu Tan. IntroVAE: Introspective Variational Autoencoders for Photographic Image Synthesis. Neural Information Processing Systems (NeurIPS), 2018: 52-63. (CCF-A,机器学习领域顶级会议)
  5.  Huaibo Huang, Ran He, Zhenan Sun, Tieniu Tan. Wavelet-SRNet: A Wavelet-based CNN for Multi-scale Face Super Resolution. International Conference on Computer Vision (ICCV), 2017: 1698-1706. (CCF-A,计算机视觉领域顶级会议)
  6. Peipei Li#, Huaibo Huang#, Yibo Hu, Xiang Wu, Ran He, Zhenan Sun. Hierarchical Face Aging through Disentangled Latent Characteristics. European Conference on Computer Vision (ECCV), 2020. (Oral, Co-first author)(CCF-B, 计算机视觉领域顶级会议)
  7. Qihang Fan, Huaibo Huang, Xiaoqiang Zhou, Ran He. Lightweight Vision Transformer with Bidirectional Interaction. Neural Information Processing Systems (NeurIPS), 2023.(CCF-A,机器学习领域顶级会议)

  8. Rui Wang, Pei Pei Li, Huaibo Huang, Chunshui Cao, Ran He, Zhaofeng He. Learning-to-Rank Meets Language: Boosting Language-Driven Ordering Alignment for Ordinal Classification. Neural Information Processing Systems (NeurIPS), 2023.(CCF-A,机器学习领域顶级会议)

  9. Xiaoqiang Zhou, Huaibo Huang, Zilei Wang, Jie Hu, Ran He, Tieniu Tan. MSRA-SR: Image Super-resolution Transformer with Multi-scale Shared Representation Acquisition. International Conference on Computer Vision (ICCV), 2023. (CCF-A,计算机视觉领域顶级会议)
  10. Peipei Li, Rui Wang, Huaibo Huang, Ran He, Zhaofeng He. Pluralistic Aging Diffusion Autoencoder. International Conference on Computer Vision (ICCV), 2023. (CCF-A,计算机视觉领域顶级会议)
  11. Gengyun Jia, Huaibo Huang, Chaoyou Fu, Ran He. Rethinking Image Cropping: Exploring Diverse Compositions from Global Views. Computer Vision and Pattern Recognition (CVPR), 2022. (CCF-A,计算机视觉领域顶级会议)
  12.  Xin Xie, Yi Li, Huaibo Huang, Haiyan Fu, Wanwan Wang, Yanqing Guo. Artistic Style Discovery With Independent Components. Computer Vision and Pattern Recognition (CVPR), 2022. (CCF-A,计算机视觉领域顶级会议)
  13.  Gege Gao, Huaibo Huang, Chaoyou Fu, Zhaoyang Li, Ran He. Information Bottleneck Disentanglement for Identity Swapping. Computer Vision and Pattern Recognition (CVPR), 2021. (CCF-A,计算机视觉领域顶级会议)
  14.  Xiang Wu, Huaibo Huang, Vishal Patel, Ran He, Zhenan Sun. Disentangled Variational Representation for Heterogeneous Face Recognition. AAAI Conference on Artificial Intelligence (AAAI), 2019.(CCF-A,人工智能领域顶级会议)
  15. Weikuo Guo, Huaibo Huang, Xiangwei Kong, Ran He. Learning Disentangled Representation for Cross-Modal Retrieval with Deep Mutual Information Estimation. ACM International Conference on Multimedia (ACMMM), 2019.(CCF-A,人工智能领域顶级会议)
  16. Chaoyou Fu, Xiang Wu, Yibo Hu, Huaibo Huang, Ran He. Dual Variational Generation for Low-Shot Heterogeneous Face Recognition. Neural Information Processing Systems (NeurIPS), 2019.(CCF-A,机器学习领域顶级会议)
  17.  Jie Cao, Huaibo Huang, Yi Li, Jingtuo Liu, Ran He, Zhenan Sun. Informative Sample Mining Network for Multi-Domain Image-to-Image Translation. European Conference on Computer Vision (ECCV), 2020. (CCF-B, 计算机视觉领域顶级会议)
  18.  Hao Zhu, Huaibo Huang, Yi Li, Aihua Zheng, Ran He. Arbitrary Talking Face Generation via Attentional Audio-Visual Coherence Learning. International Joint Conference on Artificial Intelligence (IJCAI), 2020. (CCF-A,人工智能领域顶级会议)
  19. Rui Wang, Huaibo Huang, Xufeng Zhang, Jixin Ma, Aihua Zheng. A Novel Distance Learning for Elastic Cross Modal Audio-Visual Matching. Workshops: 2019 IEEE International Conference on Multimedia and Expo (ICMEW), 2019. (Best Student Paper) (CCF-B, 计算机图形学与多媒体领域权威会议)


著作
Yi Li, Huaibo Huang, Ran He, Tieniu Tan. Heterogeneous Facial Analysis and Synthesis. Springer, 2020.

科研活动

   
科研项目
( 1 ) 基于解耦表达的高保真人脸图像合成理论和方法研究, 负责人, 国家任务, 2021-01--2023-12
( 2 ) 多媒体混合伪造生成模型的稳定性研究, 负责人, 国家任务, 2020-07--2023-06
( 3 ) 中国科学院青年创新促进会, 负责人, 中国科学院计划, 2022-03--2025-12
( 4 ) 人脸增强、旋转与Sketch转换技术, 负责人, 企业委托, 2018-12--2024-06
( 5 ) 面向复杂场景的小样本视频自动生成研究, 负责人, 企业委托, 2021-09--2022-08
( 6 ) 基于MindSpore的视觉内容智能合成与鉴别技术研究, 负责人, 企业委托, 2022-11--2023-11