---
_id: '225'
abstract:
- lang: eng
text: Image Processing is fundamental for any camera-based vision system. In order
to automate the prototyping process of image processing solutions to some extend,
we propose a holistic, adaptive approach that comprises concepts for specification,
composition, recommendation, execution, and rating of image processing functionality.
The fundamental idea is to realize image processing applications according to
Service-oriented Computing design principles. That is, distinct image processing
functionality is encapsulated in terms of stateless services. Services are then
used as building blocks for more complex image processing functionality. To automatically
compose complex image processing functionality, our proposed approach incorporates
a flexible, Artificial Intelligence planning-based forward search algorithm. Decision-making
between alternative composition steps is supported by a learning recommendation
system, which keeps track of valid composition steps by automatically constructing
a composition grammar. In addition, it adapts to solutions of high quality by
means of feedback-based Reinforcement Learning techniques. A concrete use case
serves as proof of concept and demonstrates the feasibility of our holistic, adaptive
approach.
author:
- first_name: Alexander
full_name: Jungmann, Alexander
last_name: Jungmann
- first_name: Bernd
full_name: Kleinjohann, Bernd
last_name: Kleinjohann
citation:
ama: 'Jungmann A, Kleinjohann B. A Holistic and Adaptive Approach for Automated
Prototyping of Image Processing Functionality. In: Proceedings of the 21st
IEEE International Conference on Emerging Technologies and Factory Automation
(ETFA). ; 2016:1--8. doi:10.1109/ETFA.2016.7733522'
apa: Jungmann, A., & Kleinjohann, B. (2016). A Holistic and Adaptive Approach
for Automated Prototyping of Image Processing Functionality. In Proceedings
of the 21st IEEE International Conference on Emerging Technologies and Factory
Automation (ETFA) (pp. 1--8). https://doi.org/10.1109/ETFA.2016.7733522
bibtex: '@inproceedings{Jungmann_Kleinjohann_2016, title={A Holistic and Adaptive
Approach for Automated Prototyping of Image Processing Functionality}, DOI={10.1109/ETFA.2016.7733522},
booktitle={Proceedings of the 21st IEEE International Conference on Emerging Technologies
and Factory Automation (ETFA)}, author={Jungmann, Alexander and Kleinjohann, Bernd},
year={2016}, pages={1--8} }'
chicago: Jungmann, Alexander, and Bernd Kleinjohann. “A Holistic and Adaptive Approach
for Automated Prototyping of Image Processing Functionality.” In Proceedings
of the 21st IEEE International Conference on Emerging Technologies and Factory
Automation (ETFA), 1--8, 2016. https://doi.org/10.1109/ETFA.2016.7733522.
ieee: A. Jungmann and B. Kleinjohann, “A Holistic and Adaptive Approach for Automated
Prototyping of Image Processing Functionality,” in Proceedings of the 21st
IEEE International Conference on Emerging Technologies and Factory Automation
(ETFA), 2016, pp. 1--8.
mla: Jungmann, Alexander, and Bernd Kleinjohann. “A Holistic and Adaptive Approach
for Automated Prototyping of Image Processing Functionality.” Proceedings of
the 21st IEEE International Conference on Emerging Technologies and Factory Automation
(ETFA), 2016, pp. 1--8, doi:10.1109/ETFA.2016.7733522.
short: 'A. Jungmann, B. Kleinjohann, in: Proceedings of the 21st IEEE International
Conference on Emerging Technologies and Factory Automation (ETFA), 2016, pp. 1--8.'
date_created: 2017-10-17T12:41:35Z
date_updated: 2022-01-06T06:55:34Z
ddc:
- '040'
doi: 10.1109/ETFA.2016.7733522
file:
- access_level: closed
content_type: application/pdf
creator: florida
date_created: 2018-03-21T10:34:35Z
date_updated: 2018-03-21T10:34:35Z
file_id: '1508'
file_name: 225-07733522.pdf
file_size: 1323587
relation: main_file
success: 1
file_date_updated: 2018-03-21T10:34:35Z
has_accepted_license: '1'
page: 1--8
project:
- _id: '1'
name: SFB 901
- _id: '10'
name: SFB 901 - Subprojekt B2
- _id: '3'
name: SFB 901 - Project Area B
publication: Proceedings of the 21st IEEE International Conference on Emerging Technologies
and Factory Automation (ETFA)
status: public
title: A Holistic and Adaptive Approach for Automated Prototyping of Image Processing
Functionality
type: conference
user_id: '15504'
year: '2016'
...