一、本文目的
本文的主要目的是整理机器学习领域、计算机视觉领域以及今后科研需求的一些其他领域。本文主要是整理和归纳,相关内容都是参考其他网站。(本文会附上相关的网址)
本文参考网址:
1、VALSE视觉与学习青年学者研讨会:http://valser.org/portal.php
2、google学术:https://scholar.google.com/schhp?hl=zh-CN
3、百度学术:http://xueshu.baidu.com/u/biye/
4、计算机方向 会议级别:http://blog.csdn.net/abcjennifer/article/details/7468231
5、不要错过这些资源(IT):http://zongweiz.leanote.com/post/d8aecb96723e
(2017.12.06)今天刚发现一个CV大牛写于2011年的博客,值得收藏和参考:
计算机视觉领域的一些牛人博客,超有实力的研究机构等的网站链接:http://blog.csdn.net/carson2005/article/details/6601109
国内外从事CV相关的企业:http://blog.csdn.net/carson2005/article/details/7356225
二、机器学习&&深度学习
1、机器学习领域国际期刊
Foundations and Trends in Machine Learning,:http://www.nowpublishers.com/MAL
Journal of Machine Learning Research,JMLR:http://www.jmlr.org/
Artificial Intelligence,AI:http://www.journals.elsevier.com/artificial-intelligence/
International Journal of Machine Learning and Cybernetics
Machine Learning:http://link.springer.com/journal/10994
IEEE Transactions on Neural Networks and Learning Systems,TNNLS
Artificial Intelligence Review:http://link.springer.com/journal/10462
Neural Networks:http://www.journals.elsevier.com/neural-networks/
2、机器学习领域国际会议
Neural Information Processing Systems,NIPS:https://nips.cc/Conferences/current
International Conference on Machine Learning,ICML:http://icml.cc/2015/
International Symposium on Neural Networks,ISNN:http://isnn.mae.cuhk.edu.hk/
Computational Learning Theory,COLT:http://www.learningtheory.org/colt2015/
The European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases,ECML
Int. Conference on Artificial Neural Networks,ICANN:http://icann2014.org/
International Joint Conference on Neural Networks,IJCNN:http://www.ijcnn.org/
International Conference on Neural Information Processing,ICONIP:http://www.iconip2015.org/
International Conference on Machine Learning and Data Mining ,MLDM:http://www.mldm.de/
三、计算机视觉
1、计算机视觉领域国际期刊
Pattern Analysis and Machine Intelligence, IEEE Transactions on(TPAMI)
International Journal of Computer Vision,IJCV:http://www.springer.com/computer/image+processing/journal/11263
Signal Processing Magazine, IEEE:http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=79
Pattern Recognition,PR:http://www.journals.elsevier.com/pattern-recognition
Image Processing, IEEE Transactions on(TIP):http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?reload=true&punumber=83
Signal Processing Letters, IEEE(SPL):http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=97
Digital Signal Processing,DSP:http://www.journals.elsevier.com/digital-signal-processing
Multimedia, IEEE Transactions on,TMM:http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6046
Computer Vision and Image Understanding,CVIU:http://www.journals.elsevier.com/computer-vision-and-image-understanding
Image and Vision Computing,IVC:http://www.journals.elsevier.com/image-and-vision-computing
Neurocomputing:http://www.journals.elsevier.com/neurocomputing
Pattern Recognition Letters,PRL:http://www.journals.elsevier.com/pattern-recognition-letters
Intelligent Transportation Systems, IEEE Transactions on(TITS)
Journal of Vision,JoV:http://jov.arvojournals.org/ss/about.aspx
Signal Processing:http://www.journals.elsevier.com/signal-processing
Journal of Visual Communication and Image Representation
Signal Processing: Image Communication:http://www.journals.elsevier.com/signal-processing-image-communication
Journal of Mathematical Imaging and Vision:http://www.springer.com/computer/image+processing/journal/10851
Signal, Image and Video Processing:http://www.springer.com/engineering/signals/journal/11760
Journal of Real-Time Image Processing:http://www.springer.com/computer/image+processing/journal/11554
Machine Vision and Applications:http://www.springer.com/computer/image+processing/journal/138
The Visual Computer,TVC:http://www.springer.com/computer/image+processing/journal/371
Multimedia Tools and Applications:http://www.springer.com/computer/information+systems+and+applications/journal/11042
Image Processing, IET:http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=4149689
Signal Processing, IET:http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=4159607
Computer Vision, IET:http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=4159597
2、计算机视觉领域国际会议
Computer Vision and Pattern Recognition,CVPR:http://www.pamitc.org/cvpr15/
International Conference on Computer Vision,ICCV:http://pamitc.org/iccv15/
European Conference on Computer Vision,ECCV:http://eccv2014.org/
IEEE International Conference on Automatic Face and Gesture Recognition,FGR:http://www.fg2015.org/
British Machine Vision Conference,BMVC:http://bmvc2015.swan.ac.uk/
Workshop on Applications of Computer Vision,WACV:http://cvl.cse.sc.edu/wacv2013/
Asian Conference on Computer Vision,ACCV:http://www.accv2014.org/
International Conference on Computer Vision Systems,ICVS:http://icvs2015.aau.dk/
International Conference on Computer Vision Theory and Applications,VISAPP:http://www.visapp.visigrapp.org/
四、中国计算机学会推荐国际学术期刊 (前沿、交叉与综合)
【学术期刊】
1、A类
Proceedings of the IEEE:http://www.ieee.org/publications_standards/publications/proceedings/index.html
Journal of the ACM,JACM:http://jacm.acm.org/
2、B类
Bioinformatics:http://bioinformatics.oxfordjournals.org/
Briefings in Bioinformatics:http://bioinformatics.oxfordjournals.org/
Cognition:International Journal of Cognitive Science:http://www.journals.elsevier.com/cognition/
PLOS Computational Biology:http://www.ploscompbiol.org
IEEE Transactions on Medical Imaging:http://www.ieee-tmi.org/
IEEE Transactions on Geoscience and Remote Sensing:http://www.grss-ieee.org/publications/transactions/
IEEE Transactions on Intelligent Transportation Systems,TITS:http://sites.ieee.org/itss/introduction/transactions/
IEEE Transactions on Robotics:http://www.ieee-ras.org/tro.html
IEEE Transactions on Automation Science and Engineering,TASAE:http://www.ieee-ras.org/tase.html
Journal of Computer Science and Technology,JCST:http://www.springer.com/computer/journal/11390
Journal of the American Medical Informatics Association,JAMIA:http://jamia.bmj.com/
Science China Information Sciences:http://www.springer.com/computer/information+systems+and+applications/journal/11432
The Computer Journal:http://comjnl.oxfordjournals.org/
3、C类
BMC Bioinformatics:http://www.biomedcentral.com/bmcbioinformatics/
Cybernetics and Systems:http://www.tandf.co.uk/journals/tf/01969722.html
IEEE Geoscience and Remote Sensing Letters:http://www.grss-ieee.org/publications/letters/
IEEE Transactions on Information Technology in Biomedicine,TITB
IEEE-ACM Transactions on Computational Biology and Bioinformatics,TCBB:http://www.computer.org/portal/web/tcbb/home
IET Intelligent Transport Systems:http://digital-library.theiet.org/content/journals/iet-its
Medical Image Analysis:http://www.journals.elsevier.com/medical-image-analysis/
Frontiers of Computer Science,FCS:http://journal.hep.com.cn/computer
【学术会议】
1、A类
Real-Time Systems Symposium:http://www.rtss.org/
2、B类
International Conference on Embedded Software,EMSOFT:www.emsoft.org/
International conference on Intelligent Systems for Molecular Biology,ISMB:http://www.iscb.org/about-ismb
Cognitive Science Society Annual Conference,CogSci:http://cognitivesciencesociety.org/conference2013/index.html
International Conference on Research in Computational Molecular Biology,RECOMB:http://recomb.org/
IEEE International Conference on Bioinformatics and Biomedicine,BIBM
3、C类
American Medical Informatics Association Annual Symposium,AMIA:http://www.amia.org/amia2013
Asia Pacific Bioinformatics Conference,APBC:http://www.apbc2013.org/
International Conference on Spatial Information Theory,COSIT:http://www.cosit.info/
五、计算机视觉部分领域的会议级别
(本节内容摘选自【Rachel-Zhang】的博文,链接为:http://blog.csdn.net/abcjennifer/article/details/7468231)
1、【会议级别】Artificial Intelligence and Related Subjects
Rank 1:
AAAI: American Association for AI National Conference
CVPR: IEEE Conf on Comp Vision and Pattern Recognition
ECCV: European Conference on Computer Vision
IJCAI: Intl Joint Conf on AI
Rank 3:
PRICAI: Pacific Rim Intl Conf on AI
AAI: Australian National Conf on AI
ACCV: Asian Conference on Computer Vision
AI*IA: Congress of the Italian Assoc for AI
ANNIE: Artificial Neural Networks in Engineering
ANZIIS: Australian/NZ Conf on Intelligent Inf. Systems
CAIA: Conf on AI for Applications
CAAI: Canadian Artificial Intelligence Conference
ASADM: Chicago ASA Data Mining Conf: A Hard Look at DM
EPIA: Portuguese Conference on Artificial Intelligence
FCKAML: French Conf on Know. Acquisition & Machine Learning
ICANN: International Conf on Artificial Neural Networks
ICCB: International Conference on Case-Based Reasoning
ICGA: International Conference on Genetic Algorithms
ICONIP: Intl Conf on Neural Information Processing
IEA/AIE: Intl Conf on Ind. & Eng. Apps of AI & Expert Sys
ICMS: International Conference on Multiagent Systems
ICPS: International conference on Planning Systems
IWANN: Intl Work-Conf on Art & Natural Neural Networks
PACES: Pacific Asian Conference on Expert Systems
SCAI: Scandinavian Conference on Artifical Intelligence
SPICIS: Singapore Intl Conf on Intelligent System
PAKDD: Pacific-Asia Conf on Know. Discovery & Data Mining
SMC: IEEE Intl Conf on Systems, Man and Cybernetics
PAKDDM: Practical App of Knowledge Discovery & Data Mining
WCNN: The World Congress on Neural Networks
WCES: World Congress on Expert Systems
INBS: IEEE Intl Symp on Intell. in Neural \& Bio Systems
ASC: Intl Conf on AI and Soft Computing
PACLIC: Pacific Asia Conference on Language, Information and Computation
ICCC: International Conference on Chinese Computing
ICADL: International Conference on Asian Digital Libraries
RANLP: Recent Advances in Natural Language Processing
NLPRS: Natural Language Pacific Rim Symposium
Others:
ICRA: IEEE Intl Conf on Robotics and Automation
NNSP: Neural Networks for Signal Processing
ICASSP: IEEE Intl Conf on Acoustics, Speech and SP
GCCCE: Global Chinese Conference on Computers in Education
ICAI: Intl Conf on Artificial Intelligence
AEN: IASTED Intl Conf on AI, Exp Sys & Neural Networks
WMSCI: World Multiconfs on Sys, Cybernetics & Informatics
LREC: Language Resources and Evaluation Conference
2、【会议级别】Data Bases
Rank 1:
SIGMOD: ACM SIGMOD Conf on Management of Data
PODS: ACM SIGMOD Conf on Principles of DB Systems
VLDB: Very Large Data Bases
ICDE: Intl Conf on Data Engineering
ICDT: Intl Conf on Database Theory
Rank 2:
SSD: Intl Symp on Large Spatial Databases
DEXA: Database and Expert System Applications
FODO: Intl Conf on Foundation on Data Organization
EDBT: Extending DB Technology
DOOD: Deductive and Object-Oriented Databases
DASFAA: Database Systems for Advanced Applications
CIKM: Intl. Conf on Information and Knowledge Management
SSDBM: Intl Conf on Scientific and Statistical DB Mgmt
CoopIS - Conference on Cooperative Information Systems
ER - Intl Conf on Conceptual Modeling (ER)
Rank 3:
COMAD: Intl Conf on Management of Data
BNCOD: British National Conference on Databases
ADC: Australasian Database Conference
ADBIS: Symposium on Advances in DB and Information Systems
DaWaK - Data Warehousing and Knowledge Discovery
RIDE Workshop
IFIP-DS: IFIP-DS Conference
IFIP-DBSEC - IFIP Workshop on Database Security
NGDB: Intl Symp on Next Generation DB Systems and Apps
ADTI: Intl Symp on Advanced DB Technologies and Integration
FEWFDB: Far East Workshop on Future DB Systems
MDM - Int. Conf. on Mobile Data Access/Management (MDA/MDM)
ICDM - IEEE International Conference on Data Mining
VDB - Visual Database Systems
IDEAS - International Database Engineering and Application Symposium
Others:
ARTDB - Active and Real-Time Database Systems
CODAS: Intl Symp on Cooperative DB Systems for Adv Apps
DBPL - Workshop on Database Programming Languages
EFIS/EFDBS - Engineering Federated Information (Database) Systems
KRDB - Knowledge Representation Meets Databases
NDB - National Database Conference (China)
NLDB - Applications of Natural Language to Data Bases
KDDMBD - Knowledge Discovery and Data Mining in Biological Databases Meeting
FQAS - Flexible Query-Answering Systems
IDC(W) - International Database Conference (HK CS)
RTDB - Workshop on Real-Time Databases
SBBD: Brazilian Symposium on Databases
WebDB - International Workshop on the Web and Databases
WAIM: Interational Conference on Web Age Information Management
(1) DASWIS - Data Semantics in Web Information Systems
(1) DMDW - Design and Management of Data Warehouses
(1) DOLAP - International Workshop on Data Warehousing and OLAP
(1) DMKD - Workshop on Research Issues in Data Mining and Knowledge Discovery
(1) KDEX - Knowledge and Data Engineering Exchange Workshop
(1) NRDM - Workshop on Network-Related Data Management
(1) MobiDE - Workshop on Data Engineering for Wireless and Mobile Access
(1) MDDS - Mobility in Databases and Distributed Systems
(1) MEWS - Mining for Enhanced Web Search
(1) TAKMA - Theory and Applications of Knowledge MAnagement
(1) WIDM: International Workshop on Web Information and Data Management
(1) W2GIS - International Workshop on Web and Wireless Geographical Information Systems
* CDB - Constraint Databases and Applications
* DTVE - Workshop on Database Technology for Virtual Enterprises
* IWDOM - International Workshop on Distributed Object Management
* IW-MMDBMS - Int. Workshop on Multi-Media Data Base Management Systems
* OODBS - Workshop on Object-Oriented Database Systems
* PDIS: Parallel and Distributed Information Systems
(未完待续...)