硕士生导师
李亮 副研究员
电子邮箱: liang.li@ict.ac.cn
通讯地址: 北京市海淀区中关村科学院南路6号计算所
研究方向: 计算机视觉、多媒体内容分析、跨媒体智能
个人简介

李亮,博士,中科院计算所副研究员。研究方向为计算机视觉、多媒体内容分析和跨媒体智能等,在计算机视觉和多媒体领域发表论文60余篇(IEEE/ACM汇刊和CCF-A类会议论文35篇),获国际会议最佳论文奖1次,3项工作入选ESI高被引论文。主持/承担科技部973计划、科技创新2030重大项目、NSFC应急管理重点项目、NSFC重点和面上项目等10余项,多次担任IEEE和ACM国际学术会议的组织委员会成员,ACM SIGMM中国执行委员(高校合作),入选中国科学院青年创新促进会,获2020年度吴文俊人工智能学会自然科学奖一等奖等。

经历

教育经历

2008.9~2013.6 中国科学院计算技术研究所 中科院智能信息处理重点实验室 计算机应用技术专业 工学博士

2004.9~2008.7 西安交通大学 信息工程专业

学术经历

ACM SIGMM China Chapter高校合作联系人


学术服务

刊物服务

[1]   Multimedia Technology and Application (MTAP) 客座编辑

IEEE TIP, IEEE TNNLS, IEEE TMM, IEEE CSVT, IEEE T-SMC, CVPR,ICCV,PR, 等国际期刊会议审稿人

会议服务

[1]   ACM Multimedia Asia 2019, Local Arrangement Chair

[2]   CSIG SOMIA 2018, Organization Chair

[3]   IEEE GlobalSIP2017 Symposium of Knowledge-based Multimedia Computing, General Co-chair

[4]   International Conference on Internet Multimedia Computing and Service (ICIMCS) 2017 Special Session Chair

[5]   Pacific Rim Conference on Multimedia (PCM) 2017 Local Chair

[6]   International Conference on Internet Multimedia Computing and Service (ICIMCS) 2015 Organization Chair

IEEE TMM, IEEE TSMC, PR, Neurocomputing, ACM Multimedia, CVPR, ICME, ICIP, ICIMCS, PCM等国际期刊和会议审稿人

研究内容
著论

著作

1.   《CUDA C编程权威指南》【美】 John Cheng, Max Grossman, Ty McKercher 著. 颜成钢,殷建,李亮 译. 北京:机械工业出版社,2017年6月. ISBN:9787111565475 


论文

1. [AAAI22]Zhenhuan Liu, Liang Li, et al. Unsupervised Coherent Video Cartoonization with Perceptual Motion Consistency. AAAI2022(人工智能领域顶级会议,CCF-A)

2. [AAAI22]Jiawei Liu, Zhipeng Huang, Liang Li, Kecheng Zheng, Zheng-Jun Zha.Debiased Batch Normalization via Gaussian Process for Generalizable Person Re-Identification. AAAI2022(人工智能领域顶级会议,CCF-A)

3. [AAAI22]Zhipeng Huang, Jiawei Liu, Liang Li, Kecheng Zheng, Zheng-Jun Zha. Modality-Adaptive Mixup and Invariant Decomposition for RGB-Infrared Person Re-Identification. AAAI2022(人工智能领域顶级会议,CCF-A)

4. [CVPR21] Shaofei Cai, Liang Li*, Jincan Deng, Beichen Zhang, Zhengjun Zha, Li Su, Qingming Huang. Rethinking Graph Neural Architecture Search from Message Passing. CVPR 2021(计算机视觉顶级会议,CCF A类)

5. [CVPR21]Hao Wang, Zhengjun Zha, Liang Li, Dong Liu, Jiebo Luo. Structured Multi-Level Interaction Network for Video Moment Localization via Language Query. CVPR 2021(计算机视觉顶级会议,CCF A类)

6. [TCSVT21]Bolun Zheng, Chenggang Yan, Liang Li et al. CBREN: Convolutional Neural Networks for Constant Bit Rate Video Quality Enhancement. IEEE Transactions on CSVT 2021(视频处理顶级期刊,CCF B类)

7. [EMNLP21]Yunbin Tu, Liang Li*, et al. Relation-embedded Representation Reconstruction Network for Change Captioning, EMNLP2021, (自然语言处理领域顶级会议,CCF B类)

8. [ACL21]Yunbin Tu, Tingting Yao, Liang Li, et al. Semantic Relation-aware Difference Representation Learning for Change Captioning. Proceedings of ACL 2021 (自然语言处理领域顶级会议,CCF A类)

9. [MM21] Jiehua Zhang, Liang Li*, et al. Heuristic Depth Estimation via Recurrent Prediction with Confidence-Aware Loss. ACM MM 2021(多媒体领域顶级会议,CCF A类)

10. [TOMM21] C. Yan, Liang Li*, et al.  Age-Invariant Face Recognition By Multi-Feature Fusion and Decomposition with Self-Attention. (多媒体领域顶级期刊,CCF B类)

11. [TCSVT21]Jincan Deng, Liang Li*, Beichen Zhang, Zheng-jun Zha, Qingming Huang. Syntax-guided Hierarchical Attention Network for Video Captioning. IEEE Transactions on CSVT 2021(视频处理顶级期刊,CCF B类)

12. [TCSVT21] C. Yan, Y. Hao, Liang Li*, et al. Task-Adaptive Attention for Image Captioning. IEEE Transactions on CSVT 2021(视频处理顶级期刊,CCF B类)

13. [MM20] Dechao Meng, Liang Li*, Shuhui Wang, Zheng-Jun Zha, Qingming Huang Fine-grained Feature Alignment with Part Perspective Transformation for Vehicle ReID, ACM MM 2020 (多媒体领域顶级会议,CCF A类)

14. [MM20] Xuejing Liu, Liang Li*, Zheng-Jun Zha, Dechao Meng, Qingming Huang. Transferrable Referring Expression Grounding with Concept Transfer and Context Inheritance, ACM MM 2020 (多媒体领域顶级会议,CCF A类)

15. [MM20] Liang Li, Shijie Yang, Li Su, Chengang Yan, Zheng-Jun Zha, Qingming Huang. Diverter-Guider Recurrent Network for Diverse Poems Generation from Image, ACM MM 2020 (多媒体领域顶级会议,CCF A类)

16. [MM20] Beichen Zhang, Liang Li*, Jincan Deng, Shuhui Wang, Zheng-Jun Zha, Qingming Huang. Structural Semantic Adversarial Active Learning for Image Captioning, ACM MM 2020 (多媒体领域顶级会议,CCF A类)

17. [MM20] Zhenhuan Liu, Jincan Deng, Liang Li*, Shaofei Cai, Qianqian Xu, Qingming Huang. IR-GAN: Image Manipulation with Linguistic Instruction by Increment Reasoning, ACM MM 2020 (多媒体领域顶级会议,CCF A类)

18. [MM20] Lixuan Meng, Jun Li, Jian Yin, Wu Liu, Hongtao Xie, Liang Li. Multi-Features Fusion and Decomposition for Age-Invariant Face Recognition, ACM MM 2020 (多媒体领域顶级会议,CCF A类)

19. [CVPR20] Beichen Zhang, Liang Li*, Shijie Yang, Shuhui Wang, Zheng-jun Zha, Qingming Huang. State-relabeling adversarial active learning. IEEE CVPR 2020 (Oral,计算机视觉顶级会议,CCF A类)

20. [CVPR20] Mengde Chao, Liang Li*, Xuejing Liu, Yadong Li, et al. Parsing-based View-aware Embedding Network for Vehicle Re-Identification. IEEE CVPR 2020 (计算机视觉顶级会议,CCF A类)

21. [CVPR20] Shuhao Cui, Shuhui Wang, Junbao Zhuo, Liang Li, Qingming Huang Towards discriminability and diversity: batch nuclear-norm maximization on output under label insufficient situations. IEEE CVPR 2020 (Oral,计算机视觉顶级会议,CCF A类)

22. [CVPR20] Yukun Huang, Zheng-jun Zha, Xueyang Fu, Richang Hong, Liang Li. Real-world Person Re-Identification via Degradation Invariance Learning. IEEE CVPR 2020 (计算机视觉顶级会议,CCF A类)

23. [IJCAI20] Shijie Yang, Liang Li*, Shuhui Wang, Weigang Zhang, Qingming Huang, Qi Tian. A structured latent variable recurrent network with stochastic attention for generating Weibo comments. IJCAI2020 (人工智能领域顶级会议,CCF A类)

24. [TOMM20] Liang Li, Xinge Zhu, Shuhui Wang, Xinyu Gao, Qingming Huang. A Hierarchical CNN-RNN Approach for Visual Emotion Classification. ACM TOMM 2020(多媒体领域顶级期刊,CCF B类)

25. [TMM20] Shijie Yang, Liang Li, Shuhui Wang, Weigang Zhang, Qingming Huang, Qi Tian. Graph Regularized Encoder-Decoder Networks for Image Representation Learning,IEEE TMM 2019 (多媒体领域顶级期刊,中科院一区)

26. [ICCV19] Xuejing Liu, Liang Li*, Zheng-Jun Zha, Dechao Meng, Qingming Huang. Adaptive Reconstruction Network for Weakly Supervised Referring Expression Grounding, IEEE ICCV 2019 (计算机视觉顶级会议,CCF A类会议)

27. [MM19] Shijie Yang, Liang Li*, Shuhui Wang, Qingming Huang and Qi Tian. SRN: Structured Stochastic Recurrent Network for Linguistic Video Prediction. ACM MM 2019 (Oral,多媒体领域顶级会议,CCF A类)

28. [MM19] Xuejing Liu, Liang Li*, Zhengjun Zha, Qingming Huang. Knowledge-guided Pairwise Reconstruction Network for Weakly Supervised Referring Expression Grounding. ACM MM 2019 (Oral,多媒体领域顶级会议,CCF A类)

29. [MM19] Peng Zhang, Li Su, Liang Li, Guorong Li, Qingming Huang. Efficient Saliency Prediction Models with Knowledge Distillation. ACM MM 2019 (Oral,多媒体领域顶级会议,CCF A类)

30. [TMM19] Shijie Yang, Liang Li*, Qingming Huang and Qi Tian. SkeletonNet: A Hybrid Network With a Skeleton-Embedding Process for Multi-View Image Representation Learning, IEEE TMM 2019 (多媒体领域顶级期刊,中科院一区)

31. [TMM19] Chenggang Yan, Liang Li*, Chunjie Zhang, Bingtao Liu, Yongdong Zhang, Qionghai Dai. Cross-modality Bridging and Knowledge Transferring for Image Understanding, IEEE TMM 2019 (多媒体领域顶级期刊,中科院一区)

32. [MM18] Liang Li, Shuhui Wang, Shuqiang Jiang, Qingming Huang, Attentive Recurrent Neural Network Weak-supervised Multi-label Image Classification, ACM MM 2018. (多媒体领域顶级会议,CCF A类) 

33. [VLDB18] Shuhui Wang, Liang Li, Chenxue Yang and Qingming Huang. Regularized Topic-aware Latent Influence Propagation in Dynamic Relational Networks. VLDB 2018. (数据挖掘领域顶级会议,CCF A类)

34. [IJCAI17] Xinge Zhu, Liang Li*, Weigang Zhang, T. Rao, Min Xu, Qingming Huang, Dong Xu, Dependency Exploitation: A Unified CNN-RNN Approach for Visual Emotion Recognition. IJCAI 2017 (人工智能领域顶级会议,CCF A类)

35. [CVPR17] Shijie Yang, Liang Li*, Shuhui Wang, Weigang Zhang and Qingming Huang, A Graph Regularized Deep Neural Network for Unsupervised Image Representation Learning, IEEE CVPR 2017 (计算机视觉顶级会议,CCF A类)

36. [TNNLS17] Chunjie Zhang, Jian Cheng, Liang Li, Chao Liang, Qi Tian. Object Categorization using Class-specific Representations, IEEE TNNLS 2017 (机器学习顶级期刊,中科院一区)

37. [TNNLS16] Chunjie Zhang, Chao Liang, Liang Li, et al. Fine-grained image classification via low-rank sparse coding with general and class-specific codebooks, IEEE TNNLS 2016 (机器学习顶级期刊,中科院一区)

38. [MM15] Zhiyi Wang, Liang Li, Yugui Lui, Qingming Huang Cross-media Topic Detection with Refined CNN based Image-Dominant Topic Model, ACM MM 2015 (多媒体领域顶级会议,CCF A类) 

39. [Gamenet14] Liang Li, Chenggang Yan, Xing Chen, Bo Wu, Shuqiang Jiang, Seungmin Rho, Jian Yin, B., Jiang and Qingming Huang. Large scale image understanding with non-convex multi-task learning, EAI Gamenets, 2014 (最佳论文奖)

40. [DCC13] Chenggang Yan, Yongdong Zhang, Feng Dai and Liang Li, Highly Parallel Framework for HEVC Motion Estimation on Many-core Platform, Data Compress Conference, DCC2013 (数据压缩领域顶级会议,CCF B类)

41. [TMM12] Liang Li, Shuqiang Jiang and Qingming Huang, Learning hierarchical semantic description via mixed-norm regularization for image understanding, IEEE TMM, 14(5), pp.1401-1413, 2012 (多媒体领域顶级期刊会议,中科院一区)

42. [CVPR11] Liang Li, Shuqiang Jiang and Qingming Huang, Learning Vicept Description via Mixed-Norm Regularization for Large-scale Semantic Image Search, IEEE CVPR2011 (计算机视觉顶级会议,CCF A类)

43. [MM10] Zhipeng Wu, Shuqiang Jiang, Liang Li, Qingming Huang and Wen Gao, Vicept: Link Visual Features to Concepts for Large-scale Image Understanding, ACM MM 2010 (多媒体领域顶级会议,CCF A类)