基本信息

孟高峰  男  硕导  中国科学院自动化研究所

通信地址: 北京市海淀区中关村东路95号智能化大厦607

邮政编码: 100190

电子邮件: 

部门/实验室:模式识别国家重点实验室

研究领域

专       业:模式识别与智能系统
研究方向:

1)模型驱动的计算机视觉方法

2)深度学习理论及其应用

3)智能演化与类脑学习

招生信息

招生范围

1)招收推荐免试研究生

2)招收全国统考硕士研究生

3招收非全日制硕士研究生

4常年招收实习生

招生方向
图像处理、计算机视觉、机器学习
招生要求

1) 数学基础好

2) 具有一定的编程基础和英语写作能力

3) 做事主动,能自我激励

教育背景与工作经历

教育背景


2005.03--2009.06  西安交通大学  博士
2002.09--2005.03  天津大学    硕士
1998.09--2002.07  西北工业大学  学士

工作经历


2016.11-2017.10:美国西北大学访问学者;
2015.05-2015.07:荷兰代尔夫特理工大学访问学者;
2012.11至今:中科院自动化研究所模式识别国家重点实验室 副研究员;
2009.07-2012.10: 中科院自动化所模式识别国家重点实验室 助理研究员;

学术兼职


Editorial Board Member of Neurocomputing (since 2014, IF: 3.317)
IEEE Senior Member (since 2017)
Program Committee Member of ICLR, 2021
Program Committee Member of NeurIPS, 2020
Program Committee Member of IJCAI, 2020
Program Committee Member of CVPR, 2017, 2018, 2020
Program Committee Member of ACCV 2018
Co-organizer of dehazing contest in ChinaMM 2018 (https://rwenqi.github.io/ChinaMM18dehazing/

Program Committee Member of ICONIP, 2018
Reviewer of 1st International Workshop on Physics Based Vision meets Deep Learning (PBDL) in Conjunction with ICCV, 2017
Program Committee Member of the International Workshop on Camera Based Document Analysis and Recognition (CBDAR), 2013, 2015, 2017,2019
Program Committee Member of International Conference on Pattern Recognition (ICPR), 2016, 2018
Technical Program Committee Member of the International Workshop on Robust Reading (IWRR), 2014, 2016, 2018, 2020

发表论文

[1] Xiyan Liu, Gaofeng Meng*, Bin Fan, Shiming Xiang, Chunhong Pan, Geometric Rectification of Document Images using Adversarial Gated Unwarping NetworkPattern Recognition (PR), 2020. (accepted)

[2] Qi Zhang, Jianlong Chang, Gaofeng Meng, Shiming Xiang, Chunhong Pan, Spatio-Temporal Graph Structure Learning for Traffic ForecastingThirty-Fourth AAAI Conference on Artificial Intelligence (AAAI), 2019. (Oral)

[3] Yukang Chen, Tong Yang, Xiangyu Zhang, Gaofeng Meng, Xinyu Xiao, Jian Sun, DetNAS: Backbone Search for Object DetectionNeural Information Processing Systems (NIPS), 2019.

[4] Jianlong Chang, Xinbang Zhang, Yiwen Guo, Gaofeng Meng, Shiming Xiang, Chunhong Pan, DATA: Differentiable ArchiTecture ApproximationNeural Information Processing Systems (NIPS), 2019.

[5] Wenqi Ren, Jingang Zhang, Xiangyu Xu, Lin Ma, Xiaochun Cao, Gaofeng Meng, Wei Liu, Deep Video Dehazing With Semantic SegmentationICIP, 2019.

[6] Yongcheng Liu, Bin Fan, Gaofeng Meng, Jiwen Lu, Shiming Xiang, Chunhong Pan, DensePoint: Learning Densely Contextual Representation for Efficient Point Cloud ProcessingICCV, 2019.

[7] Qi Zhang, Jianlong Chang, Gaofeng Meng*, Shibiao Xu, Shiming Xiang, Chunhong Pan, Learning Graph Structure via Graph Convolutional NetworksPattern Recognition (PR), 2019.

[8] Shen Fang, Shiming Xiang, Gaofeng Meng, Chunhong Pan, GSTNet: Global Spatial-Temporal Network for Traffic Flow PredictionInternational Joint Conference on Artificial Intelligence (IJCAI), August 10-16, 2019, Macao, China.

[9] Jianlong Chang, Lingfeng Wang, Gaofeng Meng*, Shiming Xiang, Chunhong Pan. Local-Aggregation Graph NetworksIEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI), 2019.

[10] Xiyan Liu, Gaofeng Meng*, Chunhong Pan. Recent Advances on Scene Text Detection and Recognition: A SurveyInternational Journal on Document Analysis and Recognition (IJDAR), 2019.

[11] Yukang Chen, Gaofeng Meng, Qian Zhang, Shiming Xiang, Chang Huang, Lisen Mu, Xinggang Wang. RENAS: Reinforced Evolutionary Neural Architecture SearchIEEE Conference on Computer Vision and Pattern Recognition (CVPR), June, Long Beach, USA, 2019. 

[12] Jie Gu, Gaofeng Meng*, Shiming Xiang, Chunhong Pan. Blind Image Quality Assessment via Learnable Attention-based PoolingPattern Recognition (PR), 2019.

[13] Jianlong Chang, Gaofeng Meng, Lingfeng Wang, Shiming Xiang, Chunhong Pan. Deep Self-Evolution Clustering, IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI), 2019.

[14] Gaofeng Meng, Chunhong Pan, Shiming Xiang, Ying Wu. Baselines Extraction from Curved Document Images via Slope Fields RecoveryIEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI), 2019.

[15] Hongfei Xiao, Gaofeng Meng, Lingfeng Wang, Chunhong Pan. Fiducial Lines Constrained Facade Repetition Segmentation via Distribution Distance MaximizationIET Computer Vision, 2019.

[16] Wenqi Ren, Xiaochun Cao, Lin Ma, Hua Zhang, Gaofeng Meng*Wei Liu, Deep Video Dehazing with Semantic SegmentationIEEE TRANSACTIONS ON IMAGE PROCESSING (T-IP), 2019.

[17] Cheng Da, Gaofeng Meng, Shiming Xiang, Kun Ding, Shibiao Xu, Qing Yang, Chunhong Pan. Nonlinear Asymmetric Multi-Valued HashingIEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI), 2019.

[18] Jianlong Chang, Jie Gu, Lingfeng Wang, Gaofeng Meng, Shiming Xiang, Chunhong Pan, Structure-Aware Convolutional Neural NetworksNeural Information Processing Systems (NIPS), 2018.

[19] Jie Gu, Gaofeng Meng, Cheng Da, Shiming Xiang, Chunhong Pan. No-reference Image Quality Assessment with Reinforcement Recursive List-wise RankingAAAI, 2018.

[20] Gaofeng Meng, Yuanqi Su, Ying Wu, Shiming Xiang, Chunhong Pan. Exploiting Vector Fields for Geometric Rectcation of Distorted Document ImagesEuropean Conference on Computer Vision (ECCV), September 8-14, Munich, Germany, 2018.

[21] Xiyang Liu, Gaofeng Meng, Chunhong Pan, Semantic Image Synthesis via Conditional Cycle-Generative Adversarial Networks, ICPR, 2018.

[22] Jianlong Chang, Lingfeng Wang, Gaofeng Meng*, Shiming Xiang, Chunhong Pan. Deep Unsupervised Learning with Consistent Inference of Latent RepresentationsPattern Recognition (PR), vol.77, no.5, pp. 438-453, 2018.

[23] Jie Gu, Gaofeng Meng, Judith A. Redi,Shiming Xiang, Chunhong Pan. Blind Image Quality Assessment via Vector Regression and Object Oriented PoolingIEEE Transactions on Multimedia (TMM), vol. 20, no.5, pp. 1140-1153 , 2018.

[24] Dongcai Cheng, Gaofeng Meng, Chunhong Pan, Edge-Awared Deep Convolutional Networks for Semantic Segmentation of Remote Sensing Harbor ImagesIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2017.

[25] Hongfei Xiao, Gaofeng Meng, Lingfeng Wang, Chunhong Pan, Facade repetition detection in a fronto-parallel view with fiducial lines extractionNeurocomputing, vol.273, pp. 435-447, 2018.

[26] Jianlong Chang, Lingfeng Wang, Gaofeng Meng, Shiming Xiang, Chunhong Pan, Vision-Based Occlusion Handling and Vehicle Classification for Traffic Surveillance SystemsIEEE Intelligent Transportation Systems Magazine, vol.10, no.2, pp.80-92, 2018.

[27] Jianlong Chang, Lingfeng Wang, Gaofeng Meng, Shiming Xiang, Chunhong Pan, Deep Adaptive Image ClusteringICCV, pp. 5879-5887, 2017. (Oral)

[28] Gaofeng Meng, Kun Yuan, Ying Wu, Shiming Xiang, Chunhong Pan, Deep Networks for Degraded Document Image Binarization through Pyramid ReconstructionInternational Conference on Document Analysis and Recognition (ICDAR), 2017. 

[29] Kun Yuan, Gaofeng Meng, Dongcai Cheng, Jun Bai, Shiming Xiang, Chunhong Pan, Efficient Cloud Detection in Remote Sensing Images Using Edge-aware Segmentation Network and Easy-to-hard Training Strategy, ICIP, 2017. (Oral)

[30] Jun Chu, Xu Xiao, Gaofeng Meng, Lingfeng Wang, Chunhong Pan, Learnable Contextual Regularization for Semantic Segmentation of Indoor Scene Images, ICIP, 2017. (Oral)

[31] Zehao Huang, Lingfeng Wang, Gaofeng Meng, Chunhong Pan, Image Super-resolution via Deep Dilated Convolutional Networks, ICIP, 2017. 

[32] Cheng Da, Shibiao Xu, Kun Ding, Gaofeng Meng, Shiming Xiang, Chunhong Pan, AMVH: Asymmetric Multi-Valued HashingIEEE Conference on Computer Vision and Pattern Recognition (CVPR), Honolulu, Hawaii, USA, July 22-25, 2017.

[33] Jie Gu, Gaofeng Meng, Shiming Xiang, Chunhong Pan, Learning Deep Vector Regression Model for No-reference Image Quality Assessment, ICASSP, March 5-9, New Orleans, USA, 2017.

[34] Gaofeng Meng, Shiming Xiang, Chunhong Pan, Nanning Zheng. Active Rectification of Curved Document Images Using Structured BeamsInternational Journal of Computer Vision (IJCV), Vol. 122, Issue 1, pp 34–60, 2017. 

[35] Dongcai Cheng, Gaofeng Meng, Guangliang Cheng and Chunhong Pan, SeNet: Structured Edge Network for Sea-Land SegmentationGeoscience and Remote Sensing Letters, Vol.14, No.2, pp. 247–251, 2017.

[36] Dongcai Cheng, Gaofeng Meng, Chunhong Pan, Sea-Land Segmentation via Hierarchical Region Merging and Edge Directed Graph CutThe 23rd IEEE International Conference on Image Processing, Phoenix, Arizona, USA, September 25–28, pp.1274-1278, 2016.

[37] Dongcai Cheng, Gaofeng Meng, Shiming Xiang, Chunhong Pan, Efficient Sea-Land Segmentation Using Seeds Learning and Edge Directed Graph CutNeurocomputing, Vol. 207, pp.36-47, 2016.

[38] Shenquan Qu, Ying Wang, Gaofeng Meng, Chunhong Pan, Vehicle Detection in Satellite Images by Incorporating Objectness and Convolutional Neural NetworkJournal of Industrial and Intelligent Information, Vol. 4, No. 2, pp. 158-162, 2016. 

[39] Gaofeng Meng, Zuming Huang, Yonghong Song, Shiming Xiang, Chunhong Pan. Extraction of Virtual Baselines from Distorted Document Images Using Curvilinear ProjectionInternational Conference on Computer Vision (ICCV), Santiago, Chile, pp.3925-3933, Dec., 2015.

[40] Shiming Xiang, Gaofeng Meng, Ying Wang, Chunhong Pan, Changshui Zhang. Image Deblurring with Coupled Dictionary LearningInternational Journal of Computer Vision (IJCV), Vol.114, pp.248-271, 2015.

[41] Zuming Huang, Jie Gu, Gaofeng Meng, Chunhong Pan. Text Line Extraction of Curved Document Images Using Hybrid Metric. The 3rd Asian Conference on Pattern Recognition(ACPR), Kuala Lumpur, Malaysia, 3-6 November, 2015.

[42] Gaofeng Meng, Ying WANG, Shenquan QU, Shiming XIANG, Chunhong PAN, Active Flattening of Curved Document Images via Two Structured BeamsIEEE Conference on Computer Vision and Pattern Recognition (CVPR), Columbus, Ohio, USA, June 17-19, 2014, pp. 3890-3897 (Oral, Acceptance Rate:5.78%)

[43] Jiangyong Duan, Gaofeng Meng, Shiming Xiang, Chunhong Pan, Multifocus Image Fusion via Focus Segmentation and Region ReconstructionNeurocomputing, Vol.140, pp.193-209, 2014.

[44] Feiyun Zhu, Ying Wang, Bin Fan, Shiming Xiang, Gaofeng Meng and Chunhong Pan. Spectral Unmixing via Data-guided SparsityIEEE Transactions on Image Processing (T-IP), vol. 23, no. 12, pp. 5412-5427, 2014.

[45] Hongfei Xiao, Lingfeng Wang, Gaofeng Meng, Shiming Xiang, Chunhong Pan. Facade Labeling via Explicit Matrix FactorizationInternational Conference on Image and Signal Processing (ICISP), pp.468-476, 2014. (Selected Best Paper)

[46] Hongfei Xiao, Gaofeng Meng, Lingfeng Wang, Shiming Xiang, Chunhong Pan. Facade repetition extraction using block matrix based modelInternational Conference on Image Processing (ICIP), 2014.

[47] Gaofeng Meng, Ying Wang, Jiangyong Duan, Shiming Xiang, Chunhong Pan. Efficient Image Dehazing with Boundary Constraint and Contextual RegularizationInternational Conference on Computer Vision (ICCV), Sydney, Australia, pp.617-624, 3-6 Dec., 2013.

[48] Gaofeng Meng, Shiming Xiang, Nanning Zheng, Chunhong Pan. Non-parametric Illumination Correction for Scanned Document Images via Convex HullsIEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI), Vol.35, No.7, pp. 1730-1743, 2013.

[49] Jiangyong Duan, Gaofeng Meng, Shiming Xiang, Chunhong Pan. Removing out-of-focus blur from similar image pairsInternational Conference on Acoustics, Speech and Signal Processing (ICASSP), 1617-1621, 2013.

[50] Jiangyong Duan, Gaofeng Meng, Shiming Xiang, Chunhong Pan. Multi-scale Deblurring with Smooth Region ConstraintsAsian Conference on Pattern Recognition (ACPR), 1-5, 2013.

[51] Jiangyong Duan, Gaofeng Meng, Shiming Xiang, Chunhong Pan. Multifocus Image Fusion via Region ReconstructionAsian Conference on Pattern Recognition (ACPR), 1-5, 2013.

[52] Lingfeng Wang, Shiming Xiang, Gaofeng Meng, Huaiyu Wu, Chunhong Pan. Edge-directed Single Image Super-resolution via Adaptive Gradient Magnitude Self-interpolationIEEE Transactions on Circuits and Systems for Video Technology (T-CSVT), vol.23, no.8, pp. 1289-1299, 2013.

[53] Ying Wang, Shiming Xiang, Chunhong Pan, Lingfeng Wang, Gaofeng MengLevel set evolution with locally linear classification for image segmentationPattern Recognition (PR), vol.46, no.6, pp.1734-1746, 2013.

[54] Gaofeng Meng, Chunhong Pan, Shiming Xiang, Jiangyong Duan, Nanning Zheng. Metric Rectification of Curved Document ImagesIEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI), Vol.34, No.4, pp. 707-722, 2012.

[55] Shiming Xiang, Gaofeng Meng, Ying Wang, Chunhong Pan, and Changshui Zhang. Image deblurring with matrix regression and gradient evolutionPattern Recognition (PR), Vol.45, No. 6, pp. 2164–2179, 2012.

[56] Shiming Xiang, Feiping Nie, Gaofeng Meng, Chunhong Pan, Changshui Zhang: Discriminative Least Squares Regression for Multiclass Classification and Feature SelectionIEEE Transactions on Neural Networks and Learning Systems (T-NNLS), Vol.23, No.11, pp. 1738-1754, 2012.

[57] Huxiang Gu, Ying Wang, Gaofeng Meng, Shiming Xiang, Chunhong Pan. Guided tone mappingSIGGRAPH Posters, 2012.

[58] Huxiang Gu, Ying Wang, Shiming Xiang, Gaofeng Meng, Chunhong Pan. Image Guided Tone Mapping with Locally Nonlinear ModelEuropean Conference on Computer Vision (ECCV), Vol.4, pp. 786-799, 2012.

[59] Gaofeng Meng, Chunhong Pan, Nanning Zheng, Chen Sun. Skew Estimation of Document Images Using BaggingIEEE Transactions on Image Processing (T-IP), Vol. 19, No. 7, pp. 1837-1846, 2010.

[60] Gaofeng Meng, Nanning Zheng, Shaoyi Du, Yonghong Song and Yuanlin Zhang. Shading Extraction and Correction for Scanned Book ImagesIEEE Signal Processing Letters, Vol.15, pp. 849-852, 2008.

[61] Shaoyi Du, Nanning Zheng, Gaofeng Meng, and Zejian Yuan. Affine Registration of Point Sets Using ICP and ICAIEEE Signal Processing Letters, Vol.15, pp. 689–692, 2008.

[62] Nanning Zheng, Qubo You, Gaofeng Meng, Jihua Zhu, Shaoyi Du, and Jianyi Liu. 50 Years of Image Processing and Pattern Recognition in ChinaIEEE Intelligent Systems, Vol.23, No.6, pp. 33–41, 2008.

[63] Jianyi Liu, Nanning Zheng, Lei Xiong, Gaofeng Meng, Shaoyi Du. Illumination transition image: Parameter-based illumination estimation and re-renderingInternational Conference on Pattern Recognition (ICPR), pp.1-4, 2008.

[64] Gaofeng Meng, Nanning Zheng, Yonghong Song, and Yuanlin Zhang. Document Images Retrieval Based on Multiple Features CombinationInternational Conference on Document Analysis and Recognition (ICDAR), Vol.1, pp. 143-147, 2007.

[65] Gaofeng Meng, Nanning Zheng, Yuanlin Zhang, and Yonghong Song. Circular Noises Removal from Scanned Document ImagesInternational Conference on Document Analysis and Recognition (ICDAR), Vol.1, pp. 183-187, 2007.