High Performance Connected Components Labeling On Fpga

• doi: 10.1109/DEXA.2010.57
• title: High Performance Connected Components Labeling on FPGA
• publisher: IEEE
• isbn: 978-1-4244-8049-4
• issn: 1529-4188
• partnum: 10PR4174
• rank: 2585
• access_type: LOCKED
• content_type: Conferences
• abstract: This paper proposes a comparison of the two most advanced algorithms for connected components labeling, highlighting how they perform on a soft core SoC architecture based on FPGA. In particular we test our block based connected components labeling algorithm, optimized with decision tables and decision trees. The embedded system is composed of the CMOS image sensor, FPGA, DDR SDRAM, USB controller and SPI Flash. Results highlight the importance of caching and instructions and data cache sizes for high performance image processing tasks.
• article_number: 5592081
• pdf_url: https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5592081
• html_url: https://ieeexplore.ieee.org/document/5592081/
• abstract_url: https://ieeexplore.ieee.org/document/5592081/
• publication_title: 2010 Workshops on Database and Expert Systems Applications
• conference_location: Bilbao, Spain
• conference_dates: 30 Aug.-3 Sept. 2010
• publication_number: 5590330
• is_number: 5590741
• publication_year: 2010
• publication_date: 30 Aug.-3 Sept. 2010
• start_page: 221
• end_page: 225
• citing_paper_count: 4
• citing_patent_count: 0
• download_count: 401
• insert_date: 20100930
• index_terms:
  • ieee_terms:
    • Pixel
    • Labeling
    • Field programmable gate arrays
    • Universal Serial Bus
    • Random access memory
    • Computer architecture
    • Decision trees
  • author_terms:
    • connected components labeling
    • system on chip
    • CMOS image sensor
    • FPGA
  • dynamic_index_terms:
    • Connected Component Labeling
    • Decision Tree
    • Image Sensor
    • Camera Sensor
    • Caching
    • Image Processing Tasks
    • Data Cache
    • Shared Cache
    • CPU Cache
    • Cache Size
    • Decision Table
    • Labeling Algorithm
    • Performance Of Algorithm
    • Set Of Conditions
    • Data Streams
    • Memory Control
    • Bitstream
    • Binary Sequence
    • Neighboring Pixels
    • Neighborhood Pixels
    • Labeling Techniques
    • Single Decision
    • High-speed Data
    • External Memory
    • Current Pixel
    • Pixel Block
    • Action Of A Set
    • Merge Operation
• isbn_formats:
  • format: Print ISBN, value: 978-1-4244-8049-4, isbnType: New-2005
• authors:
  • Author Name: Costantino Grana
    Affiliation: Università degli Studi di Modena e Reggio Emilia, Modena, Italy
    Author URL: https://ieeexplore.ieee.org/author/37271931200
    ID: 37271931200
    Order: 1
    Author Affiliations:
    • Università degli Studi di Modena e Reggio Emilia, Modena, Italy
  • Author Name: Daniele Borghesani
    Affiliation: Università degli Studi di Modena e Reggio Emilia, Modena, Italy
    Author URL: https://ieeexplore.ieee.org/author/37397547800
    ID: 37397547800
    Order: 2
    Author Affiliations:
    • Università degli Studi di Modena e Reggio Emilia, Modena, Italy
  • Author Name: Paolo Santinelli
    Affiliation: Università degli Studi di Modena e Reggio Emilia, Modena, Italy
    Author URL: https://ieeexplore.ieee.org/author/37888749000
    ID: 37888749000
    Order: 3
    Author Affiliations:
    • Università degli Studi di Modena e Reggio Emilia, Modena, Italy
  • Author Name: Rita Cucchiara
    Affiliation: Università degli Studi di Modena e Reggio Emilia, Modena, Italy
    Author URL: https://ieeexplore.ieee.org/author/37271902200
    ID: 37271902200
    Order: 4
    Author Affiliations:
    • Università degli Studi di Modena e Reggio Emilia, Modena, Italy

Image Sensor

• sensor_type: CMOS
• resolution: 752 x 480 pixels
• dynamic_range: not specified
• pixel_size: not specified
• dark_current: not specified

Optical Data

• focal_length: not specified
• aperture: not specified
• field_of_view: not specified
• distortion: not specified

Performance Metrics

• frame_rate: 64 frames per second
• shutter_speed: 27 MHz pixel clock

Applications & Benefits

• cell_imaging: used in various imaging applications
• benefits: enabling digital imaging in smartphones, medical devices, and automotive systems.

Supporting Organizations

• supported_by: Università degli Studi di Modena e Reggio Emilia

Manuscript Details

• publication_date: 30 Aug.-3 Sept. 2010

Relevancy Score

• score: 9
• missing_fields:
  • dynamic_range
  • pixel_size
  • dark_current
  • focal_length
  • aperture
  • field_of_view
  • distortion
  • signal_to_noise_ratio
  • sensitivity
  • shutter_speed
  • power_consumption
  • noise

Processed JSON Filename

request_1e2bd38a-7d84-400f-8d38-60e13a087b3d-high_performance_connected_components_labeling_on_fpga.json