Paul Viola - PowerPoint PPT Presentation

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Paul Viola

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Paul Viola. MIT AI Lab. IDB: Image Database Retrieval: Overview. Image Databases are proliferating ... 'Find me a bag that looks like a Gucci.' Virtual Museums ' ... – PowerPoint PPT presentation

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Title: Paul Viola


1
Image Database Retrieval Overview
  • Image Databases are proliferating
  • Video Databases
  • Catalog Databases
  • Find me a bag that looks like a Gucci.
  • Virtual Museums
  • Find me impressionist portraits.
  • We are building systems that can
  • Retrieve images by example
  • Can learn from feedback
  • Reproduce Human perceptions
  • Are very efficient

2
Image Database Retrieval Progress
  • Further definition of goals (with NTT
    investigators)
  • Interfacing with NTT Telop system
  • Focus on 3D object recognition
  • Development of Flexible Server Technology
  • Fast prototyping of database servers
  • Over 10 servers working on 3 different datasets
  • Fast prototyping of web interfaces
  • Research
  • Theoretical advances have provided 72x speedup
  • A much smaller set of features, stored at lower
    resolution is necessary.
  • Integration of segmentation and indexing

3
Image Database 6 month goals
  • Build a system using a very large database
  • 50,000 images
  • Explore Telop system in order to acquire labeled
    images
  • 1000 images per day from CNN
  • Integrate segmentation with Complex Feature
    recognition
  • Learn new features using user feedback
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