Cloud-Based Evaluation Framework for Big Data

作者: Allan Hanbury , Henning Müller , Georg Langs , Bjoern H. Menze

DOI: 10.1007/978-3-642-38082-2_9

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摘要: The VISCERAL project is building a cloud-based evaluation framework for evaluating machine learning and information retrieval algorithms on large amounts of data. Instead downloading data running evaluations locally, the will be centrally available cloud to evaluated programmed in computing instances cloud, effectively bringing This approach allows performed Terabytes without needing consider logistics moving or storing local infrastructure. After discussing challenges benchmarking big data, design system presented, concentrating components coordinating participants benchmark managing ground truth creation. first two benchmarks run segmentation 3D medical images.

参考文章(25)
Georg Langs, Allan Hanbury, Bjoern Menze, Henning Müller, VISCERAL: Towards Large Data in Medical Imaging — Challenges and Directions Medical Content-Based Retrieval for Clinical Decision Support. pp. 92- 98 ,(2013) , 10.1007/978-3-642-36678-9_9
Allan Hanbury, Henning Müller, Georg Langs, Marc André Weber, Bjoern H. Menze, Tomas Salas Fernandez, Bringing the algorithms to the data: cloud---based benchmarking for medical image analysis cross language evaluation forum. pp. 24- 29 ,(2012) , 10.1007/978-3-642-33247-0_3
Theodora Tsikrika, Alba G. Seco de Herrera, Henning Müller, Assessing the scholarly impact of imageCLEF cross language evaluation forum. pp. 95- 106 ,(2011) , 10.1007/978-3-642-23708-9_12
Omar Alonso, Ricardo Baeza-Yates, Design and Implementation of Relevance Assessments Using Crowdsourcing Lecture Notes in Computer Science. pp. 153- 164 ,(2011) , 10.1007/978-3-642-20161-5_16
M. Agosti, N. Ferro, C. Peters, A. Smeaton, M. de Rijke, Multilingual and Multimodal Information Access Evaluation ,(2011)
Marianne Lykke, Birger Larsen, Haakon Lund, Peter Ingwersen, Developing a Test Collection for the Evaluation of Integrated Search Lecture Notes in Computer Science. pp. 627- 630 ,(2010) , 10.1007/978-3-642-12275-0_63
Juliana Freire, Claudio T. Silva, Making Computations and Publications Reproducible with VisTrails Computing in Science and Engineering. ,vol. 14, pp. 18- 25 ,(2012) , 10.1109/MCSE.2012.76
Darrel C. Ince, Leslie Hatton, John Graham-Cumming, The case for open computer programs Nature. ,vol. 482, pp. 485- 488 ,(2012) , 10.1038/NATURE10836
Timothy G. Armstrong, Alistair Moffat, William Webber, Justin Zobel, Improvements that don't add up Proceeding of the 18th ACM conference on Information and knowledge management - CIKM '09. pp. 601- 610 ,(2009) , 10.1145/1645953.1646031