杨刚 -亚博888

博士 2006-2009 生体情报系统 日本富山大学  
硕士 2002-2005 计算机科学与技术 山东大学  
学士 1998-2002 计算机科学与技术 山东大学

系统架构工程师 2005-2006 华为技术有限公司

多媒体计算，深度学习，医疗图像分析，神经网络，演化计算，群智能，零样本学习，人工智能算法在多媒体领域的应用。

人工智能算法与应用, 程序设计实践，程序设计ii（大数据技术基础），移动平台应用开发，数据库设计与应用

－－图文相关虚假信息的传播路径与扩散模式研究, 中国人民大学社科面上，2020  
－－面向联想记忆的深度循环神经网络模型构建和应用研究, 北京市自然科学基金面上项目，主持人，2019-2021  
－－循环神经网络多模态深度模型联想记忆功能研究, 国家自然科学基金面上项目，主持人，2018-2018  
－－混沌人工神经网络的特性研究与混沌控制及其在联想记忆中的应用, 国家自然科学基金青年基金项目,主持人，2011-2013  
－－海量多媒体数据语义概念分析和结构（子项）, 中国人民大学科学研究预研委托团队基金项目, 主持人，2014-2016  
－－隐私保护，国家863重点项目，参与人，2010-2012  
－－神经网络算法在web隐私数据挖掘上的研究与应用, 年度项目新教师启动金项目, 主持人, 2010-2012  
－－人大-海天多媒体数据联合实验室合作项目，校企合作项目，主持人，2013-2014  
－－面向移动应用的ui设计，google合作项目，主持人，2013-2014  
－－音乐定位及搜索项目，中国音乐著作权协会委托项目，主持人，2013-2014  
－－google android学术合作计划精品课程建设项目, google合作项目，主持人，2011-2012

--junyan yi, zhongyue fang, gang yang, shuhui he, shangce gao: new feature analysis-based elastic net algorithm with clustering objective function. knowl. based syst. 258: 110004 (2022)

--jianfeng dong, xirong li, chaoxi xu, xun yang, gang yang, xun wang, meng wang: dual encoding for video retrieval by text. ieee trans. pattern anal. mach. intell. 44(8): 4065-4080 (2022)

--gang yang, yunfeng du, yajie yang, jianchun zhao, dayong ding, jingjing xu, gangwei cheng: optic disc hemorrhage detection via a novel position-guided attention network with small samples on fundus images. bibm 2022: 1337-1342

--yajie yang, gang yang, dayong ding, jianchun zhao: contour offset map: a new component designed for smooth and robust optic disc/cup contour detection. bibm 2022: 1773-1776

--weimin sun, gang yang: generative generalized zero-shot learning based on auxiliary-features. iconip (4) 2022: 526-537

--zhaocheng zhang, gang yang: exploring attribute space with word embedding for zero-shot learning. ijcnn 2022: 1-8

--jun wu, bo shen, hanwen zhang, jianing wang, qi pan, jianfeng huang, lixin guo, jianchun zhao, gang yang, xirong li, dayong ding: semi-supervised learning for nerve segmentation in corneal confocal microscope photography. miccai (4) 2022: 47-57

--jun wu, hanwen zhang, mingxin he, jianchun zhao, xiaohou shen, jiankun liu, gang yang, xirong li, dayong ding: fundus photograph defect repair algorithm based on portable camera empty shot. omia@miccai 2022: 162-172

--jun wu, mingxin he, yang liu, hanwen zhang, jianchun zhao, xiaohou shen, jiankun liu, gang yang, xirong li, dayong ding: template mask based image fusion built-in algorithm for wide field fundus cameras. omia@miccai 2022: 173-182

--yifei fan, modan xie, peihan wu, gang yang: real-time deepfake system for live streaming. icmr 2022: 202-205

--junyan yi, chouyu chen, qijie wei, dayong ding, gang yang: mmf-net: a novel multimodal multiscale fusion network for artery/vein segmentation in retinal fundus. smc 2022: 1192-119

-- gang yang, yunfeng du, yanni wang, donghong li, dayong ding, jingyuan yang, gangwei cheng (2021): depth mapping hybrid deep learning method for optic disc and cup segmentation on stereoscopic ocular fundus. in: international conference on artificial neural networks (icann) 2021  

--jianfeng dong, xun wang, leimin zhang, chaoxi xu, gang yang, xirong li#. feature re-learning with data augmentation for video relevance prediction.ieee transactions on knowledge and data engineering(tkde), 2021.  
--yu tang, gang yang, dayong ding, gangwei cheng (2021): multi-level amplified iterative training of semi-supervision deep learning for glaucoma diagnosis. 2021 ieee international conference on bioinformatics and biomedicine (bibm), 2021.  
--jie wang; kaibin tian; dayong ding; gang yang; xirong li, unsupervised domain expansion for visual categorization, in: acm transactions on multimedia computing communications and applications, 2021.  
--jinlu liu, zhaocheng zhang, gangyang*: cross-class generative network for zero-shot learning, information sciences, volume 555, may 2021, pages 147-163.  
--jianfeng dong, xirong li, chaoxi xu, xun yang, gang yang, xun wang, meng wang. dual encoding for video retrieval by text. ieee transactions on pattern analysis and machine intelligence (tpami), 2021.  
--fei ding, gang yang*, jun wu, dayong ding, jie xv, gangwei cheng, xirong li (2019): high-order attention networks for medical image segmentation. international conference on medical image computing and computer assisted intervention (miccai), 2020.  
--fei ding, gang yang*, dayong ding, gangwei cheng, retinal nerve fiber layer defect detection with position guidance, miccai2020.  
--gang yang#*, fei ding, associative memory optimized method on deep neural networks for image classification, information sciences, 2020. https://doi.org/10.1016/j.ins.2020.05.038  
--zhang zhaocheng, yang gang*, deep representation of hierarchical semantic attributes for zero-shot learning, ijcnn2020.  
--sun yunzhe, yang gang*, ding dayong, cheng gangwei, xu jieping, li xirong， gan-based domain adaptation method for glaucoma diagnosis， ijcnn 2020.  
--jianfeng dong, xirong li, chaoxi xu, shouling ji, yuan he, gang yang, xun wang, dual dense encoding for zero-example video retrieval, cvpr 2019.  
--gang yang#*, lei zhang, jieping xu，a generative face completion method based on associative memory， iconip 2019， pp 464-475  
--gang yang#， jieping xu*， zero-shot transfer learning based on visual and textual resemblance， iconip 2019，pp 353-362  
--xirong li,chaoxi xu,gang yang,zhineng chen,jianfeng dong: w2vv : fully deep learning for ad-hoc video search. acm mm 2019.  
--gang yang#， daopeng wang， jieping xu*， a hybrid evolutionary algorithm with taboo and competition strategies for minimum vertex cover problem， iconip 2019， pp. 725-732  
--wang y, yu y, gao s, et al. a hierarchical gravitational search algorithm with an effective gravitational constant[j]. swarm and evolutionary computation, 2019.  
--li x, xu c, wang x, et al. coco-cn for cross-lingual image tagging, captioning and retrieval[j]. ieee transactions on multimedia, 2019.  
-- 杨刚,刘金露,李锡荣,许洁萍(2019): 一种基于视觉特征组合构造的零样本学习方法, in: 软件学报(增),1, 2019  
--gang yang, jinlu liu, jieping xu, xirong li. dissimilarity representation learning for generalized zero-shot recognition. acm mm, 2018.  
-- jianfeng dong, xirong li, chaoxi xu, gang yang, xun wang (2018): feature re-learning with data augmentation for content-based video recommendation. acm multimedia, 2018.  
--gang yang, jinlu liu, xirong li. imagination based sample construction for zero-shot learning. acm sigir, 2018.  
--jinlu liu, xirong li, gang yang*. cross-class sample synthesis for zero-shot learning. bmvc,2018.  
--gang yang#, shaohui wu, qin jin, jieping xu, a hybrid approach based on stochastic competitive hopfield neural network and efficient genetic algorithm for frequency assignment problem. appl. soft comput, 2016, 39: 104-116.  
--gang yang#, junyan yi, delayed chaotic neural network with annealing controlling for maximum clique problem, neurocomputing, 2014, 127: 114–123.  
--gang yang#, nan yang, junyan yi, zheng tang, an improved competitive hopfield network with inhibitive competitive activation mechanism for maximum clique problem, neurocomputing, 2014,130: 28-35.  
--gang yang#, junyan yi, dynamic characteristic of a multiple chaotic neural network and its application - soft computing, 2012, 10: 1432-7643.  
--gang yang#, junyan yi, zhiqiang zhang, zheng tang, a tcnn filter algorithm to maximum clique problem, neurocomputing, 2009,72(4-6): 1312-1318.  
--gang yang#, nan yang, junyan yi. an improved elastic net with heuristic cloning strategy for traveling salesman problem, icic express letters, 2010, 4:3995-4000.  
--xirong li, shuai liao, weiyu lan, xiaoyong du, gang yang#, zero-shot image tagging by hierarchical semantic embedding. sigir 2015: 879-882.  
--gang yang#, jieping xu, xirong li:
music positioning and annotation for television videos. icmr 2015: 651-654.  
--gang yang#, jieping xu, junyan yi, he zheng, zheng yuan, xiaowei liu:
artificial bee group colony algorithm for numerical function optimization. smc 2015: 2914-2919.  
--gang yang#, xirong li, jieping xu, qin jin:
structure perturbation optimization for hopfield-type neural networks. icann 2014: 307-314.  
--gang yang#, shaohui wu, xirong li, jieping xu, a novel hybrid sch-abc approach for the frequency assignment problem, the 20th international conference on neural information processing, daegu, korea, 2013.11.3-11.7, 2013.  
--gang yang#, gao shangce, yi junyan, unsupervised up-to-bottom hierarchical clustering elastic net algorithm for tsp. the 2012 international joint conference on neural networks, brisbane, australia, 2012.6.10-6.15.  
--yang gang#, yi junyan, yang nan, elastic net with stochastic noise strategy and time-dependent parameters for tsp, 7th international conference on natural computation, shanghai, china, 2011.7.26-7.28.  
--gang yang#, yi junyan, meng xiaofeng, a rebuilt clone elastic net algorithm for traveling salesman problem, the 2010 international joint conference on neural networks, barcelona, spain, 2010.7.18-7.23.  
--junyan yi, he zheng, gang yang#:
testing an evolutionary portfolio algorithm on the cec2016 real-parameter single objective optimization. cec, 2016: 4996-5001.  
--he zheng, gang yang#, junyan yi, zheng yuan, xiaowei liu, meng shuai:
simplify the basic artificial bee colony algorithm. smc 2015: 2141-2146.  
--shaohui wu, gang yang#, jieping xu and xirong li, sch-ega: an efficient hybrid algorithm for the frequency assignment problem, 14th engineering applications of neural networks conference, halkidiki, greece, 2013.9.13-9.16.  
--bin liang, miaoqiang su, wei you, wenchang shi, gang yang, cracking classifiers for evasion: a case study on the google‘s phishing pages filter, www, 2016: 345-356.  
--junwei liang, qin jin, xixi he, gang yang, jieping xu, xirong li: detecting semantic concepts in consumer videos using audio. icassp, 2015: 2279-2283.  
--qin jin, xirong li, haibing cao, yujia huo, shuai liao, gang yang, jieping xu:rucmm at mediaeval 2015 affective impact of movies task: fusion of audio and visual cues, mediaeval 2015.  
--qin jin, junwei liang, xixi he, gang yang, jieping xu, xirong li, semantic concept annotation for user generated videos using soundtracks, icmr 2015, 599-602.  
--杨刚，神经网络动态分析和优化，中国环境出版社，10万，2014

tmi, aaai, information sciences, applied soft computing, 等国际期刊会议审稿人  
软件学报、自动化学报等国内期刊审稿人  
中国软件杯大赛评审委员

专利：  
－－杨刚、孟晓峰，一种基于模式识别的交互式智能会议系统和方法, 2012.12.26,中国，专利号102184007  
－－杨刚，吴少辉，一种基于眼部识别的信息采集系统及其应用，2016.6.15,中国，专zl201310381585.1  
获奖：  
－－google奖教金2012  
－－google大学生程序设计大赛优秀指导教师