histoGraph as a Demonstrator for Domain Specific Challenges to Crowd-Sourcing

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• 作者：Lars Wieneke (15)
  Marten D眉ring (15)
  Vincenzo Croce (16)
  Jasminko Novak (17)
  
• 关键词：Face identification ; Crowdsourcing ; Photographs ; Digital humanities ; European integration
• 刊名：Lecture Notes in Computer Science
• 出版年：2015
• 出版时间：2015
• 年：2015
• 卷：8852
• 期：1
• 页码：469-476
• 全文大小：1,623 KB
• 参考文献：1. Wieneke, L., et al.: histoGraph 鈥?A visualization tool for collaborative analysis of historical social networks from multimedia collections. In: 2014 Conference Proceedings of 18th International Conference Information Visualisation (IV), Paris, France (2014)
  2. Taigman, Y., et al.: DeepFace: closing the gap to human-level performance in face verification. In: 2014 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 1701鈥?708 (2014)
  3. Wieneke, L., et al.: Building the social graph of the history of european integration. In: Nadamoto, Akiyo, Jatowt, A., Wierzbicki, A., Leidner, J.L. (eds.) SocInfo 2013. LNCS, vol. 8359, pp. 86鈥?9. Springer, Heidelberg (2014)
  4. Kee Square. http://www.keesquare.com/
  5. Amazon Mechanical Turk. http://www.mturk.com/
  6. Microtask. http://www.microtask.com/
  7. Entitypedia. dia.org/" class="a-plus-plus">http://entitypedia.org/
  8. D3.js 鈥?Data-Driven-Documents. d3js.org/" class="a-plus-plus">http://d3js.org/
  9. League of Nations. de/" class="a-plus-plus">http://www.lonsea.de/
  10. Athenikos, S.J., Lin, X.: WikiPhiloSofia: extraction and visualization of facts, relations, and networks concerning philosophers using Wikipedia. In: Conf. Abstracts of Digital Humanities 2009, pp. 56-62 (2009)
  11. ePistolarium. http://ckcc.huygens.knaw.nl/
  12. Republic of Letters. d.edu/" class="a-plus-plus">http://republicofletters.stanford.edu/
  13. Kennard, D.J., et al.: Linking the past: discovering historical social networks from documents and linking to a genealogical database. In: Proc. of the 2011 Workshop on Historical Document Imaging and Processing, pp. 43-50. ACM (2011)
  14. Warwick, C., et al.: Digital humanities in practice. Facet Publishing (2012)
  15. Operation War diary. diary.org" class="a-plus-plus">http://www.operationwardiary.org
  16. Ancient Lives. http://www.ancientlives.org
  
• 作者单位：Lars Wieneke (15)
  Marten D眉ring (15)
  Vincenzo Croce (16)
  Jasminko Novak (17)
  
  15. CVCE, Sanem, Luxembourg
  16. Engineering Ingegneria Informatica spa, Roma, Italy
  17. EIPCM, Berlin, Germany
  
• 丛书名：Social Informatics
• ISBN：978-3-319-15168-7
• 刊物类别：Computer Science
• 刊物主题：Artificial Intelligence and Robotics
  Computer Communication Networks
  Software Engineering
  Data Encryption
  Database Management
  Computation by Abstract Devices
  Algorithm Analysis and Problem Complexity
  
• 出版者：Springer Berlin / Heidelberg
• ISSN：1611-3349

文摘

histoGraph provides an integrated pipeline for the extraction of co-occurrence information in historical photos to build an exploreable social graph of relationships that can lead to new insights for historical research. The application leverages on the CUbRIK platform for human/machine computation and applies a hybrid approach to face-detection and -recognition that combines the strengths of algorithmic analysis with expert and generic crowd sourcing. Following a general overview of our approach, we explore the surplus value of human touch for the identification of identities in historical image collections through a uniform crowd-sourcing approach. We find that only a combination of generic and expert crowds yields promising results. Even though the application was designed and developed for a specific target audience, we aim not only at demonstrating the current functionality but also identify and discuss several core principles that can be transferred to other domains.