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LEVERAGING THE SNBENCH INFRASTRUCTURE

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Connected Components - Blob Count. Additional Opcodes: , , toDouble, toGrayscale ... Blob Miscounts. Additional Image Processing Problems. COMPARATIVE ANALYSIS ... – PowerPoint PPT presentation

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Title: LEVERAGING THE SNBENCH INFRASTRUCTURE


1
LEVERAGING THE SNBENCHINFRASTRUCTURE
  • MARIANNE PROCOPIO
    SMITHA PATIL
  • rbtr1_at_cs.bu.edu
    smithap_at_cs.bu.edu

2
Objective
  • To count the number people in a region.
  • Approach To detect the change in temperature
    and correlate that with the number of people,
    using image processing techniques.

3
Milestones
  • Java code and initial testing completed March
    19th
  • Java package completed and the technical report
    completed April 25th
  • Presentation completed. Source code, technical
    report and website submitted May 1st

4
Organization
  • Program Design
  • Smitha and Marianne
  • Website Set Up and Updates
  • Smitha and Marianne
  • Source Code and Inline Documentation
  • Marianne
  • Technical Report and Testing
  • Smitha

5
Steps
Temperature change
Image Acquisition

Image Subtraction
Threshold
Blob
Counter
6
4
7
ALGORITHMS
  • Background Subtraction -gt Binary Image

-
  • Connected Components -gt Blob Count
  • Additional Opcodes lt, gt, toDouble, toGrayscale

8
RESULTS
  • Background New Data Final Result

9
LIMITATIONS
  • Camera Movement
  • Incorrect Threshold
  • -For Binary Image, Blob Count and Temperature
    Sensor
  • Lighting Conditions
  • Blob Miscounts
  • Additional Image Processing Problems

10
Comparative Analysis
  • Difference From Previous Applications
  • Extend previous STEP Programs
  • Provide Analysis of Data
  • New and Modified Opcodes

11
FUTURE WORK
  • Address Limitations
  • Multiple Background Images
  • Adaptive Thresholds
  • Use Additional Image Processing Algorithms
  • Correlate Temperatures with the Number of People
    Detected.
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