Crowdsourcing in Computer Vision by Li Fei-fei - Bookswagon
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Home > Computing and Information Technology > Computer science > Artificial intelligence > Computer vision > Crowdsourcing in Computer Vision: (30 Foundations and Trends® in Computer Graphics and Vision)
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Crowdsourcing in Computer Vision: (30 Foundations and Trends® in Computer Graphics and Vision)

Crowdsourcing in Computer Vision: (30 Foundations and Trends® in Computer Graphics and Vision)


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About the Book

Computer vision systems require large amounts of manually annotated data to properly learn challenging visual concepts. Crowdsourcing platforms offer an inexpensive method to capture human knowledge and understanding, for a vast number of visual perception tasks.

Crowdsourcing in Computer Vision describes the types of annotations computer vision researchers have collected using crowdsourcing, and how they have ensured that this data is of high quality while annotation effort is minimized. It begins by discussing data collection on both classic vision tasks, such as object recognition, and recent vision tasks, such as visual story-telling. It then summarizes key design decisions for creating effective data collection interfaces and workflows, and presents strategies for intelligently selecting the most important data instances to annotate. It concludes with some thoughts on the future of crowdsourcing in computer vision.

Crowdsourcing in Computer Vision provides an overview of how crowdsourcing has been used in computer vision, enabling a computer vision researcher who has previously not collected non-expert data to devise a data collection strategy. It will also be of help to researchers who focus broadly on crowdsourcing to examine how the latter has been applied in computer vision, and to improve the methods that can be employed to ensure the quality and expedience of data collection.

Table of Contents:

  • 1: Introduction
  • 2: What annotations to collect
  • 3: How to collect annotations
  • 4: Which data to annotate
  • 5: Conclusions
  • References


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    Product Details
    • ISBN-13: 9781680832129
    • Publisher: now publishers Inc
    • Publisher Imprint: now publishers Inc
    • Height: 234 mm
    • No of Pages: 82
    • Returnable: Y
    • Series Title: 30 Foundations and Trends® in Computer Graphics and Vision
    • Weight: 181 gr
    • ISBN-10: 1680832123
    • Publisher Date: 30 Nov 2016
    • Binding: Paperback
    • Language: English
    • Returnable: Y
    • Returnable: Y
    • Spine Width: 4 mm
    • Width: 156 mm


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