Nermeen Abou Baker

Telefon: +49 208 88254 896
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Nermeen Abou Baker hat ihren B.Sc. in Telekommunikationsingenieurwesen am Higher Institute for Applied Science and Technology in Syrien und ihren M.Sc. in Computersicherheit an der University of Liverpool absolviert.

Seit Januar 2020 ist Nermeen als wissenschaftliche Mitarbeiterin am Institut für Informatik im Labor Neuroinformatik unter der Leitung von Professor Dr. Uwe Handmann im Rahmen des Prosperkolleg-Projekts tätig. Seit dem 15. Februar 2024 ist sie weiterhin im Projekt #digital.zirkulär.ruhr, wo sie KMUs beim Einsatz von Künstlicher Intelligenz für das Ressourcenmanagement und die Zielerreichung in der Circular Economy unterstützt.

In ihrer aktuellen Position nutzt Nermeen ihre früheren Forschungserfahrungen, um Aspekte der Digitalisierung bei der Förderung von Nachhaltigkeit im Circular Digital Economy Lab (CDEL) zu untersuchen. Außerdem unterstützt sie bei Hackathons im Rahmen der Zusammenarbeit mit HRW und der Babeș-Bolyai Universität in Cluj.

Nermeens Forschungsinteressen liegen hauptsächlich in den Bereichen Computer Vision und Sensortechnologien, mit besonderem Schwerpunkt auf der Entwicklung und Implementierung von Abfalltrennungsmechanismen zur Verbesserung von Recyclingsystemen. Ihr Ansatz besteht darin, Transfer-Learning-Methoden zu verwenden, um intelligentere und kosteneffektivere Lösungen zu entwickeln und gleichzeitig den Rechenaufwand für diese zu reduzieren. Diese Forschung trägt dazu bei, die Nachhaltigkeitsziele des Landes NRW im weiteren Sinne zu erreichen.

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14 Einträge « ‹ 1 von 2 › » 
2025
14.
 Baker, Nermeen Abou;  Handmann, Uwe
Rethinking Model Selection Beyond ImageNet Accuracy for Waste Classification Konferenz 
International Conference on Pattern Recognition Applications and Methods (ICPRAM 2025), Porto, Portugal, 2025.
Links | BibTeX | Schlagwörter: 
@conference{ICPRAM-BakHan2025,

title = {Rethinking Model Selection Beyond ImageNet Accuracy for Waste Classification},

author = {Nermeen Abou Baker and Uwe Handmann},

url = {https://icpram.scitevents.org/},

year  = {2025},

date = {2025-02-01},

booktitle = {International Conference on Pattern Recognition Applications and Methods (ICPRAM 2025)},

address = {Porto, Portugal},

keywords = {},

pubstate = {published},

tppubtype = {conference}

}

Schließen
https://icpram.scitevents.org/
Schließen
2024
13.
 Baker, Nermeen Abou;  Handmann, Uwe
One size does not fit all: Benchmarking modelselection scores for image classification Artikel 
In: Scientific Reports (Sci Rep), Bd. 14, Nr. 30239, 2024, ISSN: 2045-2322.
Links | BibTeX | Schlagwörter: 
@article{SciRep-BakHan2024,

title = {One size does not fit all: Benchmarking modelselection scores for image classification},

author = {Nermeen Abou Baker and Uwe Handmann},

url = {https://www.nature.com/articles/s41598-024-81752-w},

doi = {10.1038/s41598-024-81752-w},

issn = {2045-2322},

year  = {2024},

date = {2024-12-01},

urldate = {2024-12-01},

journal = {Scientific Reports (Sci Rep)},

volume = {14},

number = {30239},

publisher = {Nature},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

Schließen
https://www.nature.com/articles/s41598-024-81752-w
doi:10.1038/s41598-024-81752-w
Schließen
12.
 Baker, Nermeen Abou;  Rohrschneider, David;  Handmann, Uwe
Parameter-efficient fine-tuning of large pretrained models for instance segmentation tasks Artikel 
In: Machine Learning and Knowledge Extraction, Bd. 6, Nr. 4, S. 2783–2807, 2024, ISSN: 2504-4990.
Links | BibTeX | Schlagwörter: 
@article{MAKE-BakRohHan2024,

title = {Parameter-efficient fine-tuning of large pretrained models for instance segmentation tasks},

author = {Nermeen Abou Baker and David Rohrschneider and Uwe Handmann},

url = {https://www.mdpi.com/2504-4990/6/4/133},

doi = {10.3390/make6040133},

issn = {2504-4990},

year  = {2024},

date = {2024-12-01},

urldate = {2024-12-01},

journal = {Machine Learning and Knowledge Extraction},

volume = {6},

number = {4},

pages = {2783–2807},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

Schließen
https://www.mdpi.com/2504-4990/6/4/133
doi:10.3390/make6040133
Schließen
11.
 Handmann, Finn;  Baker, Nermeen Abou;  Handmann, Uwe
Plant Control for Fully Automated AI-Driven Product Type Recognition Konferenz 
19th IEEE Conference on Industrial Electronics and Applications (ICIEA 2024), IEEE, Kristiansand, Norway, 2024.
Links | BibTeX | Schlagwörter: 
@conference{ICIEA-FHBakHan2024,

title = {Plant Control for Fully Automated AI-Driven Product Type Recognition},

author = {Finn Handmann and Nermeen Abou Baker and Uwe Handmann},

url = {https://ieeexplore.ieee.org/abstract/document/10664983},

doi = {10.1109/ICIEA61579.2024.10664983},

year  = {2024},

date = {2024-01-01},

booktitle = {19th IEEE Conference on Industrial Electronics and Applications (ICIEA 2024)},

publisher = {IEEE},

address = {Kristiansand, Norway},

keywords = {},

pubstate = {published},

tppubtype = {conference}

}

Schließen
https://ieeexplore.ieee.org/abstract/document/10664983
doi:10.1109/ICIEA61579.2024.10664983
Schließen
2023
10.
 Handmann, Uwe;  Baker, Nermeen Abou
Digitalization & Circular Economy (Poster) Konferenz 
HRW, 2023.
BibTeX | Schlagwörter: 
@conference{HN-NRW-HanBak2023,

title = {Digitalization & Circular Economy (Poster)},

author = {Uwe Handmann and Nermeen Abou Baker},

year  = {2023},

date = {2023-01-01},

urldate = {2023-01-01},

booktitle = {HRW},

keywords = {},

pubstate = {published},

tppubtype = {conference}

}

Schließen
9.
 Baker, Nermeen Abou;  Handmann, Uwe
Don't waste SAM Konferenz 
The 31th European Symposium on Artificial Neural Networks (ESANN 2023), Bruges, Belgium, 2023.
Links | BibTeX | Schlagwörter: 
@conference{ESANN-BakHan2023,

title = {Don't waste SAM},

author = {Nermeen Abou Baker and Uwe Handmann},

url = {https://www.esann.org/sites/default/files/proceedings/2023/ES2023-116.pdf},

doi = {10.14428/esann/2023.ES2023-116},

year  = {2023},

date = {2023-01-01},

urldate = {2023-01-01},

booktitle = {The 31th European Symposium on Artificial Neural Networks (ESANN 2023)},

pages = {429-434},

address = {Bruges, Belgium},

keywords = {},

pubstate = {published},

tppubtype = {conference}

}

Schließen
https://www.esann.org/sites/default/files/proceedings/2023/ES2023-116.pdf
doi:10.14428/esann/2023.ES2023-116
Schließen
8.
 Rohrschneider, David;  Baker, Nermeen Abou;  Handmann, Uwe
Double Transfer Learning to detect Lithium-Ion batteries on X-Ray images Konferenz 
17th International Work-Conference on Artificial Neural Networks (IWANN 2023), Ponta Delgada, Portugal, June 19 - 21, 2023, Proceedings, Part I, Bd. 14134, Lecture Notes in Computer Science (LNCS) Springer Nature, Switzerland, 2023.
Links | BibTeX | Schlagwörter: 
@conference{IWANN-RohBakHan2023,

title = {Double Transfer Learning to detect Lithium-Ion batteries on X-Ray images},

author = {David Rohrschneider and Nermeen Abou Baker and Uwe Handmann},

url = {https://link.springer.com/chapter/10.1007/978-3-031-43085-5_14},

doi = {10.1007/978-3-031-43085-5_14},

year  = {2023},

date = {2023-01-01},

urldate = {2023-01-01},

booktitle = {17th International Work-Conference on Artificial Neural Networks (IWANN 2023), Ponta Delgada, Portugal, June 19 - 21, 2023, Proceedings, Part I},

volume = {14134},

pages = {175-188},

address = {Springer Nature, Switzerland},

series = {Lecture Notes in Computer Science (LNCS)},

keywords = {},

pubstate = {published},

tppubtype = {conference}

}

Schließen
https://link.springer.com/chapter/10.1007/978-3-031-43085-5_14
doi:10.1007/978-3-031-43085-5_14
Schließen
7.
 Baker, Nermeen Abou;  Handmann, Uwe
E-Waste Recycling Gets Smarter with Digitalization Konferenz 
10th IEEE Conference on Technologies for Sustainability (SUSTECH 2023), IEEE, Portland, Oregon USA, 2023.
BibTeX | Schlagwörter: 
@conference{SUSTECH-BakHan2023,

title = {E-Waste Recycling Gets Smarter with Digitalization},

author = {Nermeen Abou Baker and Uwe Handmann},

year  = {2023},

date = {2023-01-01},

urldate = {2023-01-01},

booktitle = {10th IEEE Conference on Technologies for Sustainability (SUSTECH 2023)},

publisher = {IEEE},

address = {Portland, Oregon USA},

keywords = {},

pubstate = {published},

tppubtype = {conference}

}

Schließen
2022
6.
 Baker, Nermeen Abou;  Zengeler, Nico;  Handmann, Uwe
A Transfer Learning Evaluation of Deep Neural Networks for Image Classification Artikel 
In: Machine Learning and Knowledge Extraction, Bd. 4, Nr. 1, S. 22–41, 2022, ISSN: 2504-4990.
Links | BibTeX | Schlagwörter: 
@article{MAKE-BakZenHan2022,

title = {A Transfer Learning Evaluation of Deep Neural Networks for Image Classification},

author = {Nermeen Abou Baker and Nico Zengeler and Uwe Handmann},

url = {https://www.mdpi.com/2504-4990/4/1/2},

doi = {10.3390/make4010002},

issn = {2504-4990},

year  = {2022},

date = {2022-01-01},

urldate = {2022-01-01},

journal = {Machine Learning and Knowledge Extraction},

volume = {4},

number = {1},

pages = {22--41},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

Schließen
https://www.mdpi.com/2504-4990/4/1/2
doi:10.3390/make4010002
Schließen
5.
 Baker, Nermeen Abou;  Handmann, Uwe
An approach for smart and cost-efficient automated E-Waste recycling for small to medium-sized devices using multi-sensors Konferenz 
IEEE Sensors 2022, Dallas, Texas, USA, 2022.
Links | BibTeX | Schlagwörter: 
@conference{Sensors-BakHan2022,

title = {An approach for smart and cost-efficient automated E-Waste recycling for small to medium-sized devices using multi-sensors},

author = {Nermeen Abou Baker and Uwe Handmann},

url = {https://ieeexplore.ieee.org/document/9967195},

doi = {10.1109/SENSORS52175.2022.9967195},

year  = {2022},

date = {2022-01-01},

urldate = {2022-01-01},

booktitle = {IEEE Sensors 2022},

address = {Dallas, Texas, USA},

keywords = {},

pubstate = {published},

tppubtype = {conference}

}

Schließen
https://ieeexplore.ieee.org/document/9967195
doi:10.1109/SENSORS52175.2022.9967195
Schließen
14 Einträge « ‹ 1 von 2 › »

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