A Cmos Image Sensorbased Stereo Matching Accelerator With Focalplane
Sparse Rectification And Analog Census Transform
- doi: 10.1109/TCSI.2016.2619718
-
title: A CMOS Image Sensor-Based Stereo Matching
Accelerator With Focal-Plane Sparse Rectification and Analog Census
Transform
- publisher: IEEE
- isbn:
- issn: 1558-0806
- rank: 563
- access_type: LOCKED
- content_type: Journals
-
abstract: A low-latency and low-power stereo matching
accelerator is monolithically integrated with a CMOS image sensor (CIS)
for mobile applications. To reduce the overall latency, focal-plane
processing is adopted by using the proposed analog census transform
circuit (ACTC), and the image readout is pipelined with the following
stereo matching process. In addition, a novel focal-plane rectification
pixel array (FRPA) merges the rectification with the image readout
without any additional processing latency. For area-efficient pixel
design, sparse rectification is proposed, and the image rectification is
implemented with only two additional switches in each pixel. A stereo
matching digital processor (SMDP) is integrated with the CIS for cost
aggregation. We present the full design including the layout with a 65
nm CMOS process, and the FRPA, the ACTC, and the SMDP achieve 11.0 ms
latency with complete stereo matching stages, which is suitable for a
smooth user interface. As a result, the 2-chip stereo matching system
dissipates 573.9 μJ/frame and achieves 17% energy reduction compared to
a previous stereo matching SoC.
- article_number: 7745972
-
pdf_url:
https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=7745972
-
html_url:
https://ieeexplore.ieee.org/document/7745972/
-
abstract_url:
https://ieeexplore.ieee.org/document/7745972/
-
publication_title: IEEE Transactions on Circuits and
Systems I: Regular Papers
- conference_location:
- conference_dates:
- publication_number: 8919
- is_number: 7755810
- publication_year: 2016
- publication_date: Dec. 2016
- start_page: 2180
- end_page: 2188
- citing_paper_count: 6
- citing_patent_count: 0
- download_count: 1014
- insert_date: 20161116
-
index_terms:
-
ieee_terms:
- Transforms
- Estimation
- Voltage measurement
- Distortion
- MOSFET
- Layout
- Glass
-
author_terms:
- CMOS image sensor
- rectification
- stereo vision
-
dynamic_index_terms:
- Rank Transformation
- Census Transform
- Stereo Matching
- Image Sensor
- Camera Sensor
- Image Correction
- Image Rectification
- CMOS Process
- Pixel Array
- Cost Aggregation
- Processing Latency
- Ms Latency
- Imaging Readout
- Control Signal
- Image Pairs
- Depth Map
- Function Of Depth
- Peak Signal-to-noise Ratio
- PSNR
- Ion Selectivity
- Depth Estimation
- Central Pixel
- Head-mounted Display
- Lower Row
- Pixel Of Interest
- Stereo Images
- Matching Cost
- Depth Error
- Focal Length Of Lens
- Maximum Frame Rate
- Maximal Frame
- Readout Circuit
- Single Readout
- Pipelining
- Cured-in-place Pipe
- Pipe Line
- Stereo Camera
-
authors:
-
Author Name: Changhyeon Kim
Affiliation: School of Electrical Engineering,
Korea Advanced Institute of Science and Technology (KAIST), Daejeon,
South Korea
Author URL:
https://ieeexplore.ieee.org/author/37085538224
ID: 37085538224
Order: 1
Author Affiliations:
-
School of Electrical Engineering, Korea Advanced Institute of
Science and Technology (KAIST), Daejeon, South Korea
-
Author Name: Kyeongryeol Bong
Affiliation: School of Electrical Engineering,
Korea Advanced Institute of Science and Technology (KAIST), Daejeon,
South Korea
Author URL:
https://ieeexplore.ieee.org/author/37085520085
ID: 37085520085
Order: 2
Author Affiliations:
-
School of Electrical Engineering, Korea Advanced Institute of
Science and Technology (KAIST), Daejeon, South Korea
-
Author Name: Sungpill Choi
Affiliation: School of Electrical Engineering,
Korea Advanced Institute of Science and Technology (KAIST), Daejeon,
South Korea
Author URL:
https://ieeexplore.ieee.org/author/37085345650
ID: 37085345650
Order: 3
Author Affiliations:
-
School of Electrical Engineering, Korea Advanced Institute of
Science and Technology (KAIST), Daejeon, South Korea
-
Author Name: Kyuho Jason Lee
Affiliation: School of Electrical Engineering,
Korea Advanced Institute of Science and Technology (KAIST), Daejeon,
South Korea
Author URL:
https://ieeexplore.ieee.org/author/37085494449
ID: 37085494449
Order: 4
Author Affiliations:
-
School of Electrical Engineering, Korea Advanced Institute of
Science and Technology (KAIST), Daejeon, South Korea
-
Author Name: Hoi-Jun Yoo
Affiliation: School of Electrical Engineering,
Korea Advanced Institute of Science and Technology (KAIST), Daejeon,
South Korea
Author URL:
https://ieeexplore.ieee.org/author/37274307200
ID: 37274307200
Order: 5
Author Affiliations:
-
School of Electrical Engineering, Korea Advanced Institute of
Science and Technology (KAIST), Daejeon, South Korea
Image Sensor
- sensor_type: CMOS
- resolution: 320x240
- dynamic_range: Not specified
- pixel_size: 7µm x 7µm
- dark_current: Not specified
Optical Data
- focal_length: 14 mm
- aperture: Not specified
- field_of_view: Not specified
- distortion: Not specified
Performance Metrics
- frame_rate: 60 fps
- power_consumption: 34.4 mW
Applications & Benefits
-
cell_imaging: Depth estimation for hand gesture
recognition in mobile applications.
-
benefits: Low latency and low power consumption
suitable for mobile devices.
Supporting Organizations
-
supported_by: Ministry of Science, ICT and Future
Planning, Korea.
Manuscript Details
- publication_date: Dec. 2016
Relevancy Score
- score: 9
-
missing_fields:
- dynamic_range
- dark_current
- signal_to_noise_ratio
- noise
Processed JSON Filename
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