Krenzer, Adrian - Chair of Computer Science VI - Artificial Intelligence and Applied Computer Science

Development and evaluation of a deep learning model to improve the usability of polyp detection systems during interventions. Brand, Markus; Troya, Joel; Krenzer, Adrian; Saßmannshausen, Zita; Zoller, Wolfram G; Meining, Alexander; Lux, Thomas J; Hann, Alexander. In United European Gastroenterology Journal, 10(5), bll 477–484. Wiley Online Library, 2022.

[ BibTeX ]

@article{brand2022development,
  author = {Brand, Markus and Troya, Joel and Krenzer, Adrian and Saßmannshausen, Zita and Zoller, Wolfram G and Meining, Alexander and Lux, Thomas J and Hann, Alexander},
  journal = {United European Gastroenterology Journal},
  keywords = {myown},
  number = 5,
  pages = {477–484},
  publisher = {Wiley Online Library},
  title = {Development and evaluation of a deep learning model to improve the usability of polyp detection systems during interventions},
  volume = 10,
  year = 2022
}

Pilotphase einer Studie zum Einsatz einer neuen, frei verfügbaren Polypendetektionssoftware im klinischen Alltag. Lux, TJ; Banck, M; Saßmannshausen, Z; Troya, J; Krenzer, A; Fitting, D; Sudarevic, B; Zoller, WG; Puppe, F; Meining, A; others. In Zeitschrift für Gastroenterologie, 60(08), bl KA438. Georg Thieme Verlag, 2022.

[ BibTeX ]

@article{lux2022pilotphase,
  author = {Lux, TJ and Banck, M and Saßmannshausen, Z and Troya, J and Krenzer, A and Fitting, D and Sudarevic, B and Zoller, WG and Puppe, F and Meining, A and others},
  journal = {Zeitschrift für Gastroenterologie},
  keywords = {ai},
  number = {08},
  pages = {KA438},
  publisher = {Georg Thieme Verlag},
  title = {Pilotphase einer Studie zum Einsatz einer neuen, frei verfügbaren Polypendetektionssoftware im klinischen Alltag},
  volume = 60,
  year = 2022
}

A video based benchmark data set (ENDOTEST) to evaluate computer-aided polyp detection systems. Fitting, Daniel; Krenzer, Adrian; Troya, Joel; Banck, Michael; Sudarevic, Boban; Brand, Markus; Böck, Wolfgang; Zoller, Wolfram G; Rösch, Thomas; Puppe, Frank; others. In Scandinavian Journal of Gastroenterology, 57(11), bll 1397–1403. Taylor \& Francis, 2022.

[ BibTeX ]

@article{fitting2022video,
  author = {Fitting, Daniel and Krenzer, Adrian and Troya, Joel and Banck, Michael and Sudarevic, Boban and Brand, Markus and Böck, Wolfgang and Zoller, Wolfram G and Rösch, Thomas and Puppe, Frank and others},
  journal = {Scandinavian Journal of Gastroenterology},
  keywords = {myown},
  number = 11,
  pages = {1397–1403},
  publisher = {Taylor \& Francis},
  title = {A video based benchmark data set (ENDOTEST) to evaluate computer-aided polyp detection systems},
  volume = 57,
  year = 2022
}

Pilot study of a new freely available computer-aided polyp detection system in clinical practice. Lux, Thomas J; Banck, Michael; Sa{\ss}mannshausen, Zita; Troya, Joel; Krenzer, Adrian; Fitting, Daniel; Sudarevic, Boban; Zoller, Wolfram G; Puppe, Frank; Meining, Alexander; others. In International Journal of Colorectal Disease, 37(6), bll 1349–1354. Springer, 2022.

[ BibTeX ]

@article{lux2022pilot,
  author = {Lux, Thomas J and Banck, Michael and Sa{\ss}mannshausen, Zita and Troya, Joel and Krenzer, Adrian and Fitting, Daniel and Sudarevic, Boban and Zoller, Wolfram G and Puppe, Frank and Meining, Alexander and others},
  journal = {International Journal of Colorectal Disease},
  keywords = {ai},
  number = 6,
  pages = {1349–1354},
  publisher = {Springer},
  title = {Pilot study of a new freely available computer-aided polyp detection system in clinical practice},
  volume = 37,
  year = 2022
}

Frame-by-frame analysis of a commercially available artificial intelligence polyp detection system in full-length colonoscopies. Brand, Markus; Troya, Joel; Krenzer, Adrian; De Maria, Costanza; Mehlhase, Niklas; Götze, Sebastian; Walter, Benjamin; Meining, Alexander; Hann, Alexander. In Digestion, 103(5), bll 378–385. Karger Publishers, 2022.

[ BibTeX ]

@article{brand2022frame,
  author = {Brand, Markus and Troya, Joel and Krenzer, Adrian and De Maria, Costanza and Mehlhase, Niklas and Götze, Sebastian and Walter, Benjamin and Meining, Alexander and Hann, Alexander},
  journal = {Digestion},
  keywords = {ai},
  number = 5,
  pages = {378–385},
  publisher = {Karger Publishers},
  title = {Frame-by-frame analysis of a commercially available artificial intelligence polyp detection system in full-length colonoscopies},
  volume = 103,
  year = 2022
}

Deep Learning using temporal information for automatic polyp detection in videos. Krenzer, Adrian; Sodmann, Philipp; Hasler, Nico; Puppe, Frank. 2022.

[ BibTeX ]

@article{krenzer2022deep,
  author = {Krenzer, Adrian and Sodmann, Philipp and Hasler, Nico and Puppe, Frank},
  keywords = {myown},
  title = {Deep Learning using temporal information for automatic polyp detection in videos},
  year = 2022
}

New concept for colonoscopy including side optics and artificial intelligence. Troya, Joel; Krenzer, Adrian; Flisikowski, Krzysztof; Sudarevic, Boban; Banck, Michael; Hann, Alexander; Puppe, Frank; Meining, Alexander. In Gastrointestinal Endoscopy, 95(4), bll 794–798. Elsevier, 2022.

[ BibTeX ]

@article{troya2022new,
  author = {Troya, Joel and Krenzer, Adrian and Flisikowski, Krzysztof and Sudarevic, Boban and Banck, Michael and Hann, Alexander and Puppe, Frank and Meining, Alexander},
  journal = {Gastrointestinal Endoscopy},
  keywords = {ai},
  number = 4,
  pages = {794–798},
  publisher = {Elsevier},
  title = {New concept for colonoscopy including side optics and artificial intelligence},
  volume = 95,
  year = 2022
}

A User Interface for Automatic Polyp Detection Based on Deep Learning with Extended Vision. Krenzer, Adrian; Troya, Joel; Banck, Michael; Sudarevic, Boban; Flisikowski, Krzysztof; Meining, Alexander; Puppe, Frank. In Medical Image Understanding and Analysis: 26th Annual Conference, MIUA 2022, Cambridge, UK, July 27--29, 2022, Proceedings, bll 851–868. Springer, 2022.

[ BibTeX ]

@inproceedings{krenzer2022user,
  author = {Krenzer, Adrian and Troya, Joel and Banck, Michael and Sudarevic, Boban and Flisikowski, Krzysztof and Meining, Alexander and Puppe, Frank},
  booktitle = {Medical Image Understanding and Analysis: 26th Annual Conference, MIUA 2022, Cambridge, UK, July 27–29, 2022, Proceedings},
  keywords = {AI},
  organization = {Springer},
  pages = {851–868},
  title = {A User Interface for Automatic Polyp Detection Based on Deep Learning with Extended Vision},
  year = 2022
}

Automated classification of polyps using deep learning architectures and few-shot learning. Krenzer, Adrian; Heil, Stefan; Fitting, Daniel; Matti, Safa; Zoller, Wolfram G; Hann, Alexander; Puppe, Frank. 2022.

[ BibTeX ]

@article{krenzer2022automated,
  author = {Krenzer, Adrian and Heil, Stefan and Fitting, Daniel and Matti, Safa and Zoller, Wolfram G and Hann, Alexander and Puppe, Frank},
  keywords = {AI},
  title = {Automated classification of polyps using deep learning architectures and few-shot learning},
  year = 2022
}

Biomedical image analysis competitions: The state of current participation practice. Eisenmann, Matthias; Reinke, Annika; Weru, Vivienn; Tizabi, Minu Dietlinde; Isensee, Fabian; Adler, Tim J; Godau, Patrick; Cheplygina, Veronika; Kozubek, Michal; Ali, Sharib; others. In arXiv preprint arXiv:2212.08568. 2022.

[ BibTeX ]

@article{eisenmann2022biomedical,
  author = {Eisenmann, Matthias and Reinke, Annika and Weru, Vivienn and Tizabi, Minu Dietlinde and Isensee, Fabian and Adler, Tim J and Godau, Patrick and Cheplygina, Veronika and Kozubek, Michal and Ali, Sharib and others},
  journal = {arXiv preprint arXiv:2212.08568},
  keywords = {ai},
  title = {Biomedical image analysis competitions: The state of current participation practice},
  year = 2022
}

Deep learning for detection and segmentation of artefact and disease instances in gastrointestinal endoscopy. Ali, Sharib; Dmitrieva, Mariia; Ghatwary, Noha; Bano, Sophia; Polat, Gorkem; Temizel, Alptekin; Krenzer, Adrian; Hekalo, Amar; Guo, Yun Bo; Matuszewski, Bogdan; others. In Medical image analysis, 70, bl 102002. Elsevier, 2021.

[ BibTeX ]
[ URL ]

@article{ali2021deep,
  author = {Ali, Sharib and Dmitrieva, Mariia and Ghatwary, Noha and Bano, Sophia and Polat, Gorkem and Temizel, Alptekin and Krenzer, Adrian and Hekalo, Amar and Guo, Yun Bo and Matuszewski, Bogdan and others},
  journal = {Medical image analysis},
  keywords = {myown},
  pages = 102002,
  publisher = {Elsevier},
  title = {Deep learning for detection and segmentation of artefact and disease instances in gastrointestinal endoscopy},
  volume = 70,
  year = 2021
}

Semi-Automated Machine Learning Video Annotation for Gastroenterologists. Krenzer, Adrian; Makowski, Kevin; Hekalo, Amar; Puppe, Frank. In Studies in health technology and informatics, 281, bll 484–485. 2021.

[ BibTeX ]
[ URL ]

@article{krenzer2021semi,
  author = {Krenzer, Adrian and Makowski, Kevin and Hekalo, Amar and Puppe, Frank},
  journal = {Studies in health technology and informatics},
  keywords = {myown},
  pages = {484–485},
  title = {Semi-Automated Machine Learning Video Annotation for Gastroenterologists},
  volume = 281,
  year = 2021
}

Entwicklung des Polypendetektionssystems ENDOMIND und Vergleich mit einem kommerziell erhältlichen CADe System. Fitting, D; Krenzer, A; Troya, J; Böck, W; Meining, A; Alexander, H; others. In Zeitschrift für Gastroenterologie, 59(08), bl A-325. Georg Thieme Verlag KG, 2021.

[ BibTeX ]
[ URL ]

@article{fitting2021entwicklung,
  author = {Fitting, D and Krenzer, A and Troya, J and Böck, W and Meining, A and Alexander, H and others},
  journal = {Zeitschrift für Gastroenterologie},
  keywords = {myown},
  number = {08},
  pages = {A–325},
  publisher = {Georg Thieme Verlag KG},
  title = {Entwicklung des Polypendetektionssystems ENDOMIND und Vergleich mit einem kommerziell erhältlichen CADe System},
  volume = 59,
  year = 2021
}

Fast Machine Learning Annotation in the Medical Domain: A Semi-Automated Video Annotation Tool for Gastroenterologists. Krenzer, Adrian; Makowski, Kevin; Hekalo, Amar; Fitting, Daniel; Troya, Joel; Zoller, Wolfram G; Hann, Alexander; Puppe, Frank. In BioMedical Engineering OnLine. 2021.

[ BibTeX ]
[ URL ]

@article{krenzer2021fast,
  author = {Krenzer, Adrian and Makowski, Kevin and Hekalo, Amar and Fitting, Daniel and Troya, Joel and Zoller, Wolfram G and Hann, Alexander and Puppe, Frank},
  journal = {BioMedical Engineering OnLine},
  keywords = {myown},
  title = {Fast Machine Learning Annotation in the Medical Domain: A Semi-Automated Video Annotation Tool for Gastroenterologists},
  year = 2021
}

Künstliche Intelligenz zur Detektion von Kolonpolypen-Detaillierte Aufarbeitung relevanter Faktoren mittels Einzelbildanalyse. Brand, M; Troya, J; Krenzer, A; Mehlhase, N; Walter, B; Meining, A; Hann, A. In Zeitschrift für Gastroenterologie, 59(08), bl A-327. Georg Thieme Verlag KG, 2021.

[ BibTeX ]
[ URL ]

@article{brand2021kunstliche,
  author = {Brand, M and Troya, J and Krenzer, A and Mehlhase, N and Walter, B and Meining, A and Hann, A},
  journal = {Zeitschrift für Gastroenterologie},
  keywords = {myown},
  number = {08},
  pages = {A–327},
  publisher = {Georg Thieme Verlag KG},
  title = {Künstliche Intelligenz zur Detektion von Kolonpolypen-Detaillierte Aufarbeitung relevanter Faktoren mittels Einzelbildanalyse},
  volume = 59,
  year = 2021
}

Endoscopic Detection and Segmentation of Gastroenterological Diseases with Deep Convolutional Neural Networks. Krenzer, Adrian; Hekalo, Amar; Puppe, Frank. Vol. 2595, S. Ali; C. Daul; J. Rittscher; D. Stoyanov; E. Grisan (reds.). CEUR-WS, 2020.

[ BibTeX ]
[ URL ]

@proceedings{krenzer2020endoscopic,
  author = {Krenzer, Adrian and Hekalo, Amar and Puppe, Frank},
  editor = {Ali, Sharib and Daul, Christian and Rittscher, Jens and Stoyanov, Danail and Grisan, Enrico},
  keywords = {myown},
  month = {04},
  publisher = {CEUR-WS},
  title = {Endoscopic Detection and Segmentation of Gastroenterological Diseases with Deep Convolutional Neural Networks},
  volume = 2595,
  year = 2020
}

Bigger Networks are not Always Better: Deep Convolutional Neural Networks for Automated Polyp Segmentation. Krenzer, Adrian; Frank, Puppe. 2020.

[ BibTeX ]
[ URL ]

@article{krenzer2020bigger,
  author = {Krenzer, Adrian and Frank, Puppe},
  keywords = {myown},
  title = {Bigger Networks are not Always Better: Deep Convolutional Neural Networks for Automated Polyp Segmentation},
  year = 2020
}

Künstliche Intelligenz zur Detektion von Kolonpolypen - eine systematische Aufarbeitung relevanter Faktoren. Brand, M; Troya, JS; Krenzer, A; De Maria, C; Mehlhase, N; Walter, B; Meining, A; Hann, A. In Zeitschrift für Gastroenterologie, 58(08), bl PKV-33. {\copyright} Georg Thieme Verlag KG, 2020.

[ BibTeX ]
[ URL ]

@article{brand2020kunstliche,
  author = {Brand, M and Troya, JS and Krenzer, A and De Maria, C and Mehlhase, N and Walter, B and Meining, A and Hann, A},
  journal = {Zeitschrift für Gastroenterologie},
  keywords = {myown},
  number = {08},
  pages = {PKV–33},
  publisher = {{\copyright} Georg Thieme Verlag KG},
  title = {Künstliche Intelligenz zur Detektion von Kolonpolypen - eine systematische Aufarbeitung relevanter Faktoren},
  volume = 58,
  year = 2020
}

Augmented Intelligence for Quality Control of Manual Assembly Processes using Industrial Wearable Systems. Krenzer, Adrian; Stein, Nikolai; Griebel, Matthias; Flath, Christoph. 2019.

[ BibTeX ]
[ URL ]

@article{krenzer2019augmented,
  author = {Krenzer, Adrian and Stein, Nikolai and Griebel, Matthias and Flath, Christoph},
  keywords = {myown},
  title = {Augmented Intelligence for Quality Control of Manual Assembly Processes using Industrial Wearable Systems},
  year = 2019
}

Term	Course
Summer 2023	Programmieren mit Neuronalen Netzen
Winter 2022/2023	Künstliche Intelligenz II
Summer 2022	Programmieren mit Neuronalen Netzen
Winter 2021/2022	Künstliche Intelligenz II
Summer 2021	Softwaretechnik
Winter 2020/2021	Künstliche Intelligenz II
Summer 2020	Softwaretechnik

Dr. Adrian Krenzer

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