Activities per year
Abstract
Computer vision and machine learning algorithms are often used for quality control for industrial products. Nowadays, neural networks can perform very well to detect the desired objects. Sometimes, the system has limited resources and is not capable of processing complex algorithms or use neural networks. Here, simpler algorithms are used for shape or object detection. The scope of the present work is to even lower the complexity of the shape matching algorithm by converting a shape detection algorithm to an integer version and evaluate the results. This allows to remove floating-point units (FPU) of processors and reduce the area of a System-on-Chip (SoC) design of a smart image sensor.
Original language | English |
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Title of host publication | 2021 IEEE Sensors Applications Symposium, SAS 2021 - Proceedings |
Publisher | IEEE Publications |
Pages | 1-6 |
Number of pages | 6 |
ISBN (Electronic) | 9781728194318 |
ISBN (Print) | 978-1-7281-9432-5 |
DOIs | |
Publication status | Published - 23 Aug 2021 |
Event | 16th IEEE Sensors Applications Symposium: SAS 2021 - Virtual, Sundsvall, Sweden Duration: 23 Aug 2021 → 25 Aug 2021 |
Publication series
Name | 2021 IEEE Sensors Applications Symposium, SAS 2021 - Proceedings |
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Conference
Conference | 16th IEEE Sensors Applications Symposium |
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Country/Territory | Sweden |
City | Virtual, Sundsvall |
Period | 23/08/21 → 25/08/21 |
Keywords
- Image sensors
- Program processors
- Machine learning algorithms
- Shape
- Neural networks
- Quality control
- Sensors
- Computer vision
- Shape matching
- Shape detection
- Integer optimization
- Object detection
- Sensor SoC
- Edge
ASJC Scopus subject areas
- Artificial Intelligence
- Instrumentation
- Computer Vision and Pattern Recognition
- Computer Science Applications
Activities
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Evaluation of an Integer Optimized Shape Matching Algorithm
Gernot Fiala (Speaker)
23 Aug 2021 → 25 Aug 2021Activity: Talk or presentation › Talk at conference or symposium › Science to science
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16th IEEE Sensors Applications Symposium
Gernot Fiala (Participant)
23 Aug 2021 → 25 Aug 2021Activity: Participation in or organisation of › Conference or symposium (Participation in/Organisation of)