梁云 Liang Yun
Short Biography
梁云，博士，教授，硕士生导师。现任华南农业大学数学与信息学院计算机科学与工程系的系主任，国家数字家庭工程技术研究中心兼职研究员，广州计算机学会理事，广东省计算机学会元宇宙与交互智能技术专委会委员，中国工业与应用数学学会全国几何设计与计算专委会委员，广东省本科高校计算机类专业教学指导委员会委员。
主要从事计算机图形学、计算机视觉、人工智能、智慧农业等理论与应用研究。已在AAAI, SIGGRAPH, IJCAI, TVCG, TMM, 软件学报等国际和国内会议或期刊发表论文70余篇。已获省部级科技进步奖和农业推广奖共4次，包括：广东计算机学会优秀论文奖一等奖和二等奖，中国图象图形学学会科技进步奖二等奖，广东省农业技术推广奖一等奖。主持承担国家自然科学基金、国际合作攻关等科研项目10余项，包括：国家自然科学基金2项，广东省科技计划项目3项（国际合作2项）,教育部产学研协同育人项目1项，国家星火计划项目1项，广州市重点项目1项等；参与重大科研项目攻关4项，包括：国家重点基础研究发展规划2项，国家自然科学基金-广东省联合基金1项，广东省重大专项1项。已获取授权发明专利11件，软件著作权12项，指导学生获国家级奖24项。
Publications
2023
Live Pig-Weight Learning and Prediction Method Based on a Multilayer RBF Network
Haoming Chen, Yun Liang*, Hao Huang, Qiong Huang, Wei Gu, Hao Liang
Agriculture-Basel, 2023, 13,253,1-12. （JCR 1区）
[PDF] [Project Page]
Global Dilated Attention and Target Focusing Network for Robust Tracking
Yun Liang*, Qiaoqiao Li, Fumian Long
The 37th AAAI Conference on Artificial Intelligence (AAAI), 2023 .02-14, WASHINGTON, USA. （CCF A类 国际会议）
[PDF] [Project Page]
Feature-preserving Color Pencil Drawings from Photographs
Dong Wang, Guiqing Li, Chengying Gao, Shengwu Fu, Yun Liang.
Computational Visual Media, accepted, 2023,06. （JCR 1区）
[PDF] [Project Page]
2022
Tracking Guided Action Recognition for Cows
Yun Liang*, Xiaoming Chen
Quantitative Biology, 2022.04, 1-15.
[PDF] [Project Page]
Structure-Aware Parametric Representations for Time-Resolved Light Transport
Diego Royo, Zesheng Huang, Yun Liang*, Boyan Song, Adolfo Munoz, Diego Gutierrez, Julio Marco
Optics Letters, 2022,47(19),5212-5215 （中科院 2区）
[PDF] [Project Page]
基于 JDE 模型的群养生猪多目标跟踪
涂淑琴, 黄磊, 梁云*, 黄正鑫, 李承桀, 刘晓龙
农业工程学报, 已录用, 2022. （农业工程类 排名第1 中文期刊）
[PDF] [Project Page]
Automated Behavior Recognition and Tracking of Group-Housed Pigs with an Improved DeepSORT Method
Shuqin Tu, Qiantao Zeng, Yun Liang*, Xiaolong Liu, Lei Huang, Shitong Weng, Qiong Huang
Agriculture (Agriculture-Basel), 2022. （JCR 1区，中科院 2区）
[PDF] [Project Page]
Ultrasound Image Segmentation algorithm of Ocular Muscle of Breeding pig based on Continuous Minimum Cut
Yun Liang*, Yijin Chen, Hanxing Liu, Yuqing Zhang, Yingjie Kuang
The 9th International Conference on Digital Home, 2022.10.28-30, Guangzhou, China. （EI会议，B超图像分割）
[PDF] [Project Page]
Waveform-Logmel Dual Stream Fusion Network for Sound Event Detection
Yun Liang*, Shitong Weng, Shenlong Zheng, Shaojian Qiu
The 9th International Conference on Digital Home, 2022.10.28-30, Guangzhou, China. （EI会议，声音事件检测）
[PDF] [Project Page]
Feature Dense Relevance Network for Single Image Dehazing
Yun Liang*, Enze Huang, Zifeng Zhang, Zhuo Su, Dong Wang
The 31st International Joint Conference on Artificial Intelligence (IJCAI),2022, 07.23-07.29, Austria, Vienna （CCF A类 国际会议）
[PDF] [Project Page]
基于改进 ByteTrack 算法的群养生猪行为识别与跟踪技术
涂淑琴, 汤寅杰, 李承桀, 梁云*, 曾扬晨, 刘晓龙
农业机械学报, 2022, 53(12):264-272. （农业工程类 排名第2 中文期刊）
[PDF] [Project Page]
基于改进 DeepSORT 的群养生猪行为识别与跟踪方法
涂淑琴, 刘晓龙, 梁云, 张宇*, 黄磊, 汤寅杰
农业机械学报, 2022, 53(08):345-352. （农业工程类 排名第2 中文期刊）
[PDF] [Project Page]
融合 3D 注意力和 Transformer 的图像去雨网络
王美华, 柯凡晖, 梁云, 范衠*, 廖磊
中国图象图形学报, 2022,27(5), 1509-1521 （CCF B类 中文期刊）
[PDF] [Project Page]
2021
Multi-features guided robust visual tracking
Yun Liang, Jian Zhang*, Meihua Wang, Chen Lin, Jun Xiao
Multimedia tools and applications, 2021, 80 (11), 16367-16395. （JCR 2区）
[PDF] [Project Page]
Robust Visual Tracking Based on Convolutional Sparse Coding
Yun Liang, Dong Wang*, Yijin Chen, Lei Xiao, Caixing Liu
Wireless Communications and Mobile Computing,2021.03.24. （JCR 3区）
[PDF] [Project Page]
Automatic Detection and Segmentation for Group-Housed Pigs Based on PigMS R-CNN †
Shuqin Tu, Weijun Yuan, Yun Liang*, Fan Wang, Hua Wan
Sensors, 2021, 21, 3251. （JCR 1区）
[PDF] [Project Page]
2020
基于瞬态图像的非视距成像技术综述
梁云*, 宋柏延, 王栋, 邝颖杰, 刘财兴
中国图形学大会（China Graph）, 2020.10.27-2020.10.28, 厦门.
[PDF] [Project Page]
Compression and Denoising of Time-Resolved Light Transport
Yun Liang*, Mingqin Chen, Zesheng Huang, Adolfo Muñoz, Diego Gutierrez, Julio Marco
Optics Letters, 2020,45(7), 1986-1989. （中科院 2区）
[PDF] [Project Page]
On large appearance change in visual tracking
Yun Liang, Mei-Hua Wang, Yan-Wen Guo, Jia-Ming Mai, Wei-Shi Zheng*
Neural Computing and Applications, 2020, 32: 6089-6109. （中科院 2区）
[PDF] [Project Page]
Single Image Rain Removal with Reusing Original Input Squeeze-and-Excitation Network
Meihua Wang, Lunbao Chen, Yun Liang*, Han Huang, Ruichu Cai
IET image processing, accepted, 2020.02.29. （JCR 3区）
[PDF] [Project Page]
2019
Generic interactive pixel-level image editing
Yun Liang, Yibo Gan, Mingqin Chen, Diego Gutierrez, Adolfo Munoz*
Computer Graphics Forum, 2019, 38(7), 23-33. The 27th Pacific conference on computer graphics and applications, 2019, Seoul, October 14-17. （CCF B类 国际会议）
[PDF] [Project Page]
A Data-Driven Compression Method for Transient Rendering
Yun Liang, Mingqin Chen, Zesheng Huang, Diego Gutierrez, Adolfo Munoz, Julio Marco*
The 46th SIGGRAPH, shorter paper, 2019, 7.28-8.01.
[PDF] [Project Page]
Robust visual tracking via identifying multi-scale patches
Yun Liang*, Ke Li, Jian Zhang, Meihua Wang, Chen Lin
Multimedia tools and applications, June, 2019,78(11), 14195-14230. （JCR 2区）
[PDF] [Project Page]
2018
A semi-supervised framework for topology preserving performance-driven facial animation
Jian Zhang*, Na Li, Yun Liang
Signal Processing, 143 (2018) 171–180. （中科院 2区）
[PDF] [Project Page]
懒交互模式下散乱不规则分块引导的目标跟踪
刘财兴, 李亚桢, 陈铭钦, 梁云*, 甘乙波
中大学报（自然版）, 2018, 57(4), 62-71. （核心期刊）
[PDF] [Project Page]
A Benchmark for Action Recognition of Large Animals
Yun Liang, Fuyou Xue, Xiaoming Chen, Zexin Wu, Xiangji Chen
The 7th international conference on digital home, Guilin, 2018, Nov. 30-Dec.01.
[PDF] [Project Page]
Single image deraining using deep convolutional networks
Meihua Wang, Jiaming Mai, Ruichu Cai, Yun Liang, Hua Wan
Multimed Tools Appl (2018) 77:25905–25918. （JCR 2区）
[PDF] [Project Page]
Drug Target Interaction Prediction with Non-random Missing Labels
Ni Sheng, Lin Chen, Zeng Xiangxiang, Liang Yun
2018 IEEE International Conference on Bioinformatics and Bio-medicine (IEEE BIBM 2018). （CCF B类 国际会议）
[PDF] [Project Page]
Multi-modal feature fusion for geographic image annotation
Ke Li, Changqing Zou*, Shuhui Bu, Yun Liang, Jian Zhang, Minglun Gong
Pattern Recognition, 2018, (73):1–14. （中科院 2区）
[PDF] [Project Page]
2017
Objective Quality Prediction of Image Retargeting Algorithms
Yun Liang, Yong-Jin Liu*, Diego Gutierrez
IEEE Transactions on Visualization & Computer Graphics (TVCG)，2017, 23(2), 1099-1110. （CCF A类 国际期刊）
[PDF] [Project Page]
Learning 3D faces from 2D images via Stacked Contractive Autoencoder
Jian Zhang*, Ke Li, Yun Liang, Na Li
Neurocomputing, 257 (2017) 67–78.（中科院2区）
[PDF] [Project Page]
A Formal Product Search Model with Ensembled Proximity
Zepeng Fang, Chen Lin, Yun Liang
Web and Big Data, Springer International Publishing AG, 2017, 565-572.
[PDF] [Project Page]
A component-driven distributed framework for real-time video dehazing
MeihuaWang, Jiaming Mai, Yun Liang, Ruichu Cai, Tom Zhengjia Fu, Zhenjie Zhang
Multimedia tools and applications, 2017 (5) :1-18. （JCR 2区）
[PDF] [Project Page]
基于重要区域识别和匹配的目标跟踪方法
梁云, 龚杰文, 李亚桢, 张剑, 深汉灵
GDC, 2017年8月12日-14日, 山东烟台, 第十届全国几何设计与计算学术会议（GDC 2017）.
[PDF] [Project Page]
2016
Component-based Distributed Framework for Coherent and Real-time Video Dehazing
Meihua Wang, JiamingMai, Yun Liang, Ruichu Cai, Tom Z. J. Fu, Zhenjie Zhang
2017 IEEE International Conference on Computational Science and Engineering (CSE) and IEEE International Conference on Embedded and Ubiquitous Computing (EUC), 21-24 July 2017, Guangzhou, China
[PDF] [Project Page]
Ensemble-Driven Support Vector Clustering: From Ensemble Learning to Automatic Parameter Estimation
Dong Huang, Chang-Dong Wang, Jian-Huang Lai, Yun Liang, Shan Bian, Yu Chen
In proceedings 23th of International Conference on Pattern Recognition (ICPR), 2016. Cancun, Mexico, Dec 04-08. （CCF C类 国际会议）
[PDF] [Project Page]
2015
Learning structured group sparse representation for RGB-D image classification
Tu Shuqin, Xue Yueju, Liang Yun, Zhang Xiao, Lin Huankai, Guo Aixia
Journal of Information and Compu-tational Science, v 12, n 11, p 4357-4367, July 20, 2015.
[PDF] [Project Page]
2014
改进拉普拉斯金字塔模型的高动态图像色调映射方法
梁云*, 莫俊彬
计算机辅助与图形学学报, 2014, 26(12), 2182-2188. （CCF A类 中文期刊）
[PDF] [Project Page]
重要区域保持的图像缩放质量评价方法
梁云, 傅贤超, 刘财兴*
中国图象图形学报, 2014, 8(19), 1168-1175. （CCF B类 中文期刊）
[PDF] [Project Page]
边缘感知的图像分层细节增强和平滑
梁云*, 罗笑南
China Graph 2014, 2014/10/17-2014/10/19, 武汉, 2014/10/17.
[PDF] [Project Page]
Visual Tracking by Sparse Representation and Global Measure
Meihua Wang, Fuming Liu, Yun Liang
Journal of Information & Computational Science 11:12 (2014) 4211–4218.
[PDF] [Project Page]
2013
Edge-Preserving Texture Suppression Filter Based on Joint Filtering Schemes
Zhuo Su, Xiaonan Luo, Zhengjie Deng, Yun Liang, Zhen Ji
IEEE Transactions on Multimedia, Regular Paper, Vol. 15, No. 3, 535-548, 2013. （中科院 2区）
[PDF] [Project Page]
Optimized image retargeting using aesthetic-based cropping and scaling
Yun Liang*, Zhuo Su, Chuntao Wang, Dong Wang, Xiaonan Luo
IEEE Transactions on Multimedia, Regular Paper, Vol. 15, No. 3, 535-548, 2013. （中科院 2区）
[PDF] [Project Page]
Optimal Scaling Factor As-signment for Patchwise Image Retargeting
Yun Liang*, Yong-Jin Liu, Xiao-Nan Luo, Lexing Xie, Xiaolan Fu
IEEE Computer Graphics and Applications, Vol. 33, No. 5, pp. 68-78, 2013. （JCR 3区）
[PDF] [Project Page]
2012
Patchwise Scaling Method for Content-aware Image Resizing
Yun Liang*, Zhuo Su, Xiaonan Luo
Signal Processing (Elsevier), 2012.92(5), 1243-1257. （中科院 2区）
[PDF] [Project Page]
2011
基于 Hot-Target 图和特征边缘保持的图像收缩方法
梁云*, 苏卓, 罗笑南, 王栋
软件学报, 2011, 22(4) :789-800. （CCF A类 中文期刊）
[PDF] [Project Page]
Multiple-cue saliency measurement and optimized image composition for image retargeting
Xiaonan Luo, Zhongming Zhao, Zhuo Su*, Yun Liang
Journal of Computational and Applied Mathematics ,2011, 236, 704-713. （中科院 2区）
[PDF] [Project Page]
Current Students
硕士三年级：陈熠金，黄梓帆，林海，刘云帆，龙富棉，明俊晖，彭世杰，叶翠
硕士二年级：胡志光，黄俊杰，姜伟鹏，李亮辉，刘浩宇，肖新杰
硕士一年级：高旺、洪波、梁起民、罗棠、吴梓豪、肖雨婷、郑润