Yang, Meng-Long
Ph.D., Associate Professor
Email: mlyang@scu.edu.cn
Address: 24, South Section 1, Yihuan Road, Chengdu, China, 610065
Education
2008-2012 School of Computer Science, Sichuan University, China Ph.D.
Biography
My research focuses on artificial intelligence, computer vision, and image processing. For intelligent transportation, 3D reconstruction in computer vision, face recognition, etc., as the first author, I have published more than 20 papers in important international journals and conferences such as IEEE TIP, IEEE TITS, Nonlinear Analysis, CVPR, etc. My researches have been supported by the 173 Program, National Natural Science Foundation of China, and I have participated in a number of national 973 and 863 programs. Currently, I’m the backup candidate for the leader of science and technology in Sichuan Province.
Research Areas
1. Computer vision2. Pattern recognition
3. Machine learning
Grants and Projects
1. 173 Program: Research on XXXXXX networks (Co-PI)2. National Natural Science Foundation Civil Aviation Joint Fund: Research on airport scene surveillance technology based on deep learning and vision perception (PI)
3. Science and Technology Major Project of Sichuan Province: AI High-Performance Computing Special Chip (Co-PI)
4. Applied Basic Research Project of Sichuan Province (General): Research on Stereo Perception Technology of UAV Flight Environment Based on Deep Learning (PI)
5. National Natural Science Foundation of China Youth Fund: "Stereo Vision Research Based on Differential Geometry and Machine Learning" (PI)
Professional Honors and Awards
1. The second prize of natural science category of Sichuan Science and Technology Award "New Image Computing Theory and Its Major Engineering Application", 2015
Selected Publications
[1] Menglong Yang, Fangrui Wu, Wei Li. RLStereo: Real-Time Stereo Matching Based on Reinforcement Learning. IEEE Trans Image Process, 30: 9442-9455, 2021
[2] Menglong Yang, Fangrui Wu, Wei Li. WaveletStereo: Learning Wavelet Coefficients of Disparity Map in Stereo Matching. 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), pp. 12882-12891, 2020
[3] Menglong Yang, Feihu Huang, Xuebin Lv. A feature learning approach for face recognition with robustness to noisy label based on top-N prediction, Neurocomputing, 330: 48~55, 2019
[4] Menglong Yang, Xuebin Lv. Learning both matching cost and smoothness constraint for stereo matching, Neurocomputing, 314: 234~241, 2018
[5] Menglong Yang, Liu Yiguang, You Zhisheng. The Euclidean embedding learning based on convolutional neural network for stereo matching[J]. Neurocomputing, 267: 195-200, 2017
[6] Tianyu Geng, Menglong Yang*, Zhisheng You, Ying Cai, Feihu Huang. Multiscale overlapping blocks binarized statistical image features descriptor with flip-free distance for face verification in the wild. Neural Computing and Applications, 2017
[7] Menglong Yang, Yiguang Liu*, Ying Cai, Zhisheng You. Stereo matching based on classification of materials. Neurocomputing, pp. 308-316, 2016
[8] Ying Cai, Menglong Yang* , Jun Li. Multiclass classification based on a deep convolutional network for head pose estimation. Frontiers of Information Technology & Electronic Engineering, 2015
[9] Ying Cai, Menglong Yang*, and Ziqiang Li. Robust Head Pose Estimation Using a 3D Morphable Model. Mathematical Problems in Engineering, 2015[10] Menglong Yang*, Yiguang Liu, Longyin Wen, Zhisheng You and Stan Z. Li.A Probabilistic Framework for Multitarget Tracking with Mutual Occlusions. Proceedings of the IEEE Conference of Computer Vision and Pattern Recognition, CVPR 2014, pp. 1298-1305
[11] Menglong Yang*, Yiguang Liu, Zhisheng You, Xiaofeng Li and Yi Zhang. A homography transform based higher-order MRF model for stereo matching. Pattern Recognition Letters, 40(15), pp. 66-71, 2014
[12] Menglong Yang, Yiguang Liu*, Baojiang Zhong, and Zheng Li. Classification by Nearness in Complementary Subspaces. Pattern Analysis & Applications, 13(4), pp. 609-622, 2013
[12] Zengxi, Huang, Yiguang Liu*, Chunguang Li, Menglong Yang, and Liping Chen. A Robust Face and Ear Based Multimodal Biometric System Using Sparse Representation. Pattern Recognition, 46(8), pp. 2156-2168, 2013
[13] Yi Zhang*, Weihua Zhang, Hu Chen, Menglong Yang, Taiyong Li and Jiliu, Zhou. Few-view image reconstruction combining total variation and a high-order norm, International Journal of Imaging Systems and Technology, 23(3), pp. 249-255, 2013
[14] Yiguang Liu, Menglong Yang* , Zhisheng You. Video synchronization based on events alignment. Pattern Recognition Letters, 33(10), pp. 1338-1348, 2012
[15] Menglong Yang*, Yiguang Liu and Zhisheng You. Estimating the fundamental matrix based on last absolute deviation. Neurocomputing, 74(11), pp. 3638-3645, 2011
[16] Menglong Yang*, Yiguang Liu and Zhisheng You. The reliability of travel time forecasting. IEEE Transaction on Intelligent Transportation Systems, 11(1), pp. 162-171, 2010
[17] Menglong Yang*, Yiguang Liu, Zhisheng You and Peng Sheng. Global synchronization for directed complex networks. Nonlinear Analysis: Real World Applications, 11, pp.2127-2135, 2010
[18] Zengxi Huang, Yiguang Liu*, Ronggang Huang, and Menglong Yang. Frameworks for Multimodal Biometric Using Sparse Coding. In Intelligent Science and Intelligent Data Engineering, 433-40: Springer, 2013
[19] Menglong Yang*, Yiguang Liu and Zhisheng You. Investigation of fuel consumption and pollution emissions in cellular automata. Chinese Journal of Physics, 47(5), pp. 589-597, 2009
[20] Menglong Yang*, Yiguang Liu and Zhisheng You. A new cellular automata model considering finite deceleration and braking distance. Chinese Physics Letters, 24(10), pp. 2910-1913, 2007