Publications
Conference paper
2025:
- R. Brüngel, C. Kendrick, B. Cassidy, B. Bracke, C. M. Friedrich, N. D. Reeves, J. M. Pappachan, and M. H. Yap, “Diabetic Foot Ulcer Grand Challenge 2024: Overview and Baseline Methods,” in Diabetic Foot Ulcers Grand Challenge, 2025, pp. 109–124.Open publication
2024:
- B. Ionescu, H. Müller, A. M. Dragulinescu, A. Idrissi-Yaghir, A. Radzhabov, A. G. S. de Herrera, A. Andrei, A. Stan, A. M. Storås, A. B. Abacha, B. Lecouteux, B. Stein, C. Macaire, C. M. Friedrich, C. S. Schmidt, D. Schwab, E. Esperanca-Rodier, G. Ioannidis, G. Adams, H. Schäfer, H. Manguinhas, I. Coman, J. Schöler, J. Kiesel, J. Rückert, L. Bloch, M. Potthast, M. Heinrich, M. Yetisgen, M. A. Riegler, N. Snider, P. Halvorsen, R. Brüngel, S. A. Hicks, V. Thambawita, V. Kovalev, Y. Prokopchuk, and W.-W. Yim, “Advancing Multimedia Retrieval in Medical, Social Media and Content Recommendation Applications with ImageCLEF 2024,” in Advances in Information Retrieval: 46th European Conference on Information Retrieval, 2024, pp. 44–52.Open publication
- B. Ionescu, H. Müller, A.-M. Drăgulinescu, J. Rückert, A. B. Abacha, A. G. S. de Herrera, L. Bloch, R. Brüngel, A. Idrissi-Yaghir, H. Schäfer, C. S. Schmidt, T. M. G. Pakull, H. Damm, B. Bracke, C. M. Friedrich, A.-G. Andrei, Y. Prokopchuk, D. Karpenka, A. Radzhabov, V. Kovalev, C. Macaire, D. Schwab, B. Lecouteux, E. Esperança-Rodier, W.-W. Yim, Y. Fu, Z. Sun, M. Yetisgen, F. Xia, S. A. Hicks, M. A. Riegler, V. Thambawita, A. Storås, P. Halvorsen, M. Heinrich, J. Kiesel, M. Potthast, and B. Stein, “Overview of the ImageCLEF 2024: Multimedia Retrieval in Medical Applications,” in Experimental IR Meets Multilinguality, Multimodality, and Interaction: 15th International Conference of the CLEF Association, CLEF 2024, Grenoble, France, September 9–12, 2024, Proceedings, 2024, pp. 140–164.Open publication
- J. Rückert, A. Ben Abacha, A. Garcia Seco de Herrera, L. Bloch, R. Brüngel, A. Idrissi-Yaghir, H. Schäfer, B. Bracke, H. Damm, T. M. G. Pakull, C. S. Schmidt, H. Müller, and C. M. Friedrich, “Overview of ImageCLEFmedical 2024 – Caption Prediction and Concept Detection,” in Working Notes of the Conference and Labs of the Evaluation Forum (CLEF 2024), 2024, pp. 1437–1455 [Online]. Available: http://ceur-ws.org/Vol-3740/paper-132.pdfOpen publication
2023:
- R. Brüngel, S. Koitka, and C. M. Friedrich, “Unconditionally Generated and Pseudo-Labeled Synthetic Images for Diabetic Foot Ulcer Segmentation Dataset Extension,” in Diabetic Foot Ulcers Grand Challenge - Third Challenge, Held in Conjunction with MICCAI 2022, 2023, pp. 65–79.Open publication
- B. Ionescu, H. Müller, A. M. Dragulinescu, A. Popescu, A. Idrissi-Yaghir, A. García Seco de Herrera, A. Andrei, A. Stan, A. M. Storås, A. Ben Abacha, C. M. Friedrich, G. Ioannidis, G. Adams, H. Schäfer, H. Manguinhas, I. Filipovich, I. Coman, J. Deshayes, J. Schöler, J. Rückert, L.-D. Stefan, L. Bloch, M. Yetisgen, M. A. Riegler, M. Dogariu, M. G. Constantin, N. Snider, N. Papachrysos, P. Halvorsen, R. Brüngel, S. Kozlovski, S. Hicks, T. de Lange, V. Thambawita, V. Kovalev, and W.-W. Yim, “ImageCLEF 2023 Highlight: Multimedia Retrieval in Medical, Social Media and Content Recommendation Applications,” in Advances in Information Retrieval: 45th European Conference on Information Retrieval, 2023, pp. 557–567.Open publication
- B. Ionescu, H. Müller, A.-M. Dragulinescu, W.-W. Yim, A. Ben Abacha, N. Snider, G. Adams, M. Yetisgen, J. Rückert, A. García Seco de Herrera, C. M. Friedrich, L. Bloch, R. Brüngel, A. Idrissi-Yaghir, H. Schäfer, S. A. Hicks, M. A. Riegler, V. Thambawita, A. M. Storås, P. Halvorsen, N. Papachrysos, J. Schöler, D. Jha, A.-G. Andrei, I. Coman, V. Kovalev, A. Radzhabov, Y. Prokopchuk, L.-D. Stefan, M.-G. Constantin, M. Dogariu, J. Deshayes, and A. Popescu, “Overview of the ImageCLEF 2023,” in Experimental IR Meets Multilinguality, Multimodality, and Interaction: 14th International Conference of the CLEF Association, CLEF 2023, Thessaloniki, Greece, September 18–21, 2023, Proceedings, 2023, pp. 370–396 [Online]. Available: https://link.springer.com/chapter/10.1007/978-3-031-42448-9_25Open publication
- J. Rückert, A. Ben Abacha, A. G. Seco de Herrera, L. Bloch, R. Brüngel, A. Idrissi-Yaghir, H. Schäfer, H. Müller, and C. M. Friedrich, “Overview of ImageCLEFmedical 2023 – Caption Prediction and Concept Detection,” in CLEF 2023 Working Notes, 2023, pp. 1328–1346 [Online]. Available: https://ceur-ws.org/Vol-3497/paper-108.pdfOpen publication
- M. Eisenmann, A. Reinke, V. Weru, M. D. Tizabi, F. Isensee, T. J. Adler, S. Ali, V. Andrearczyk, M. Aubreville, U. Baid, S. Bakas, N. Balu, S. Bano, J. Bernal, S. Bodenstedt, A. Casella, V. Cheplygina, M. Daum, M. De Bruijne, A. Depeursinge, R. Dorent, J. Egger, D. G. Ellis, S. Engelhardt, M. Ganz, N. Ghatwary, G. Girard, P. Godau, A. Gupta, L. Hansen, K. Harada, M. Heinrich, N. Heller, A. Hering, A. Huaulmé, P. Jannin, A. E. Kavur, O. Kodym, M. Kozubek, J. Li, H. Li, J. Ma, C. Martín-Isla, B. Menze, A. Noble, V. Oreiller, N. Padoy, S. Pati, K. Payette, T. Rädsch, J. Rafael-Patiño, V. S. Bawa, S. Speidel, C. H. Sudre, K. Van Wijnen, M. Wagner, D. Wei, A. Yamlahi, M. H. Yap, C. Yuan, M. Zenk, A. Zia, D. Zimmerer, D. Aydogan, B. Bhattarai, L. Bloch, R. Brüngel, J. Cho, C. Choi, Q. Dou, I. Ezhov, C. M. Friedrich, C. Fuller, R. R. Gaire, A. Galdran, Á. G. Faura, M. Grammatikopoulou, S. Hong, M. Jahanifar, I. Jang, A. Kadkhodamohammadi, I. Kang, F. Kofler, S. Kondo, H. Kuijf, M. Li, M. Luu, T. Martinčič, P. Morais, M. A. Naser, B. Oliveira, D. Owen, S. Pang, J. Park, S. Park, S. Płotka, E. Puybareau, N. Rajpoot, K. Ryu, N. Saeed, A. Shephard, P. Shi, D. Štepec, R. Subedi, G. Tochon, H. R. Torres, H. Urien, J. L. Vilaça, K. A. Wahid, H. Wang, J. Wang, L. Wang, X. Wang, B. Wiestler, M. Wodzinski, F. Xia, J. Xie, Z. Xiong, S. Yang, Y. Yang, Z. Zhao, K. Maier-Hein, P. F. Jäger, A. Kopp-Schneider, and L. Maier-Hein, “Why is the Winner the Best?,” in 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2023, pp. 19955–19966.Open publication
- R. Brüngel, B. Bracke, J. Rückert, and C. M. Friedrich, “Teaching Machine Learning with Industrial Projects in a Joint Computer Science Master Course: Experiences, Challenges, Perspectives,” in 2023 IEEE 2nd German Education Conference (GECon), 2023, pp. 1–6 [Online]. Available: https://ieeexplore.ieee.org/document/10295130Open publication
- K. Meiszl, T. Potthast, T. Schulten, M. Silberbach, D. Wiswede, P. Abbassi, L. Hake, V. Hussein, L. K. de Canaviri, S. D. Mirraziroudsari, F. Ratert, Y. Warnecke, W. Schiprowski, D. Heß, R. Brüngel, and C. M. Friedrich, “App-Guided ICAROS Pro Training via SteamVR Tracking 2.0 and Zephyr BioHarness 3.0,” in 2023 IEEE 12th International Conference on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications (IDAACS), 2023, pp. 430–435 [Online]. Available: http://dx.doi.org/10.1109/idaacs58523.2023.10348820Open publication
2022:
- A. G. Seco de Herrera, B. Ionescu, H. Müller, R. Péteri, A. Ben Abacha, C. M. Friedrich, J. Rückert, L. Bloch, R. Brüngel, A. Idrissi-Yaghir, H. Schäfer, S. Kozlovski, Y. Dicente Cid, V. Kovalev, J. Chamberlain, A. Clark, A. Campello, H. Schindler, J. Deshayes, A. Popescu, L.-D. Ştefan, M. G. Constantin, and M. Dogariu, “ImageCLEF 2022: multimedia retrieval in medical, nature, fusion and internet applications,” in Advances in Information Retrieval: 44th European Conference on IR Research, 2022, pp. 382–389.Open publication
- L. Bloch, R. Brüngel, and C. M. Friedrich, “Boosting EfficientNets Ensemble Performance via Pseudo-Labels and Synthetic Images by pix2pixHD for Infection and Ischaemia Classification in Diabetic Foot Ulcers,” in Diabetic Foot Ulcers Grand Challenge - Second Challenge, DFUC 2021, Held in Conjunction with MICCAI 2021, 2022, pp. 30–49.Open publication
2021:
- R. Brüngel and C. M. Friedrich, “DETR and YOLOv5: Exploring Performance and Self-Training for Diabetic Foot Ulcer Detection,” in 2021 IEEE 34th International Symposium on Computer-Based Medical Systems (CBMS), 2021, pp. 148–153 [Online]. Available: https://ieeexplore.ieee.org/document/9474729Open publication
2017:
- R. Brüngel, J. Rückert, W. Wohlleben, F. Babick, A. Ghanem, C. Gaillard, A. Mech, H. Rauscher, S. Weigel, and C. M. Friedrich, “The NanoDefiner e-tool,” in Proceedings of the 2017 IEEE Nanotechnology Material and Devices Conference, 2017, pp. 71–72.Open publication
Journal article
2025:
- K. Meiszl, F. Ratert, T. Schulten, D. Wiswede, L. Kuhlmann de Canaviri, T. Potthast, M. Silberbach, L. Hake, Y. Warnecke, W. Schiprowski, M. Merschhemke, C. M. Friedrich, and R. Brüngel, “Conventional Training Integrated with SteamVR Tracking 2.0: Body Stability and Coordination Training Evaluation on ICAROS Pro,” Sensors, vol. 25, no. 9, p. 2840, 2025 [Online]. Available: https://www.mdpi.com/1424-8220/25/9/2840Open publication
- B. Cassidy, C. McBride, C. Kendrick, N. D. Reeves, J. M. Pappachan, C. J. Fernandez, E. Chacko, R. Brüngel, C. M. Friedrich, M. Alotaibi, A. A. AlWabel, M. Alderwish, K.-Y. Lai, and M. H. Yap, “An enhanced harmonic densely connected hybrid transformer network architecture for chronic wound segmentation utilising multi-colour space tensor merging,” Computers in Biology and Medicine, vol. 192, p. 110172, 2025 [Online]. Available: https://www.sciencedirect.com/science/article/pii/S0010482525005232Open publication
2024:
- M. H. Yap, B. Cassidy, M. Byra, T. Liao, H. Yi, A. Galdran, Y.-H. Chen, R. Brüngel, S. Koitka, C. M. Friedrich, Y. Lo, C. Yang, K. Li, Q. Lao, M. A. G. Ballester, G. Carneiro, Y.-J. Ju, J.-D. Huang, J. M. Pappachan, N. D. Reeves, V. Chandrabalan, D. Dancey, and C. Kendrick, “Diabetic foot ulcers segmentation challenge report: Benchmark and analysis,” Medical Image Analysis, pp. 103153–103153, 2024 [Online]. Available: https://www.sciencedirect.com/science/article/pii/S1361841524000781Open publication
- J. Rückert, L. Bloch, R. Brüngel, A. Idrissi-Yaghir, H. Schäfer, C. S. Schmidt, S. Koitka, O. Pelka, A. B. Abacha, A. G. Seco de Herrera, H. Müller, P. A. Horn, F. Nensa, and C. M. Friedrich, “ROCOv2: Radiology Objects in COntext Version 2, an Updated Multimodal Image Dataset,” Scientific Data, vol. 11, no. 1, p. 688, 2024 [Online]. Available: https://www.nature.com/articles/s41597-024-03496-6Open publication
2023:
- L. Kuhlmann de Canaviri, K. Meiszl, V. Hussein, P. Abbassi, S. D. Mirraziroudsari, L. Hake, T. Potthast, F. Ratert, T. Schulten, M. Silberbach, Y. Warnecke, D. Wiswede, W. Schiprowski, D. Heß, R. Brüngel, and C. M. Friedrich, “Static and Dynamic Accuracy and Occlusion Robustness of SteamVR Tracking 2.0 in Multi-Base Station Setups,” Sensors, vol. 23, no. 2, pp. 725–725, 2023.Open publication
- R. Brüngel, J. Rückert, P. Müller, F. Babick, C. M. Friedrich, A. Ghanem, V.-D. Hodoroaba, A. Mech, S. Weigel, W. Wohlleben, and H. Rauscher, “NanoDefiner Framework and e-Tool Revisited According to the European Commission’s Nanomaterial Definition 2022/C 229/01,” Nanomaterials, vol. 13, no. 6, pp. 990–990, 2023.Open publication
2022:
- M. Eisenmann, A. Reinke, V. Weru, M. D. Tizabi, F. Isensee, T. J. Adler, P. Godau, V. Cheplygina, M. Kozubek, S. Ali, A. Gupta, J. Kybic, A. Noble, C. O. de Solórzano, S. Pachade, C. Petitjean, D. Sage, D. Wei, E. Wilden, D. Alapatt, V. Andrearczyk, U. Baid, S. Bakas, N. Balu, S. Bano, V. S. Bawa, J. Bernal, S. Bodenstedt, A. Casella, J. Choi, O. Commowick, M. Daum, A. Depeursinge, R. Dorent, J. Egger, H. Eichhorn, S. Engelhardt, M. Ganz, G. Girard, L. Hansen, M. Heinrich, N. Heller, A. Hering, A. Huaulmé, H. Kim, B. Landman, H. B. Li, J. Li, J. Ma, A. Martel, C. Martín-Isla, B. Menze, C. I. Nwoye, V. Oreiller, N. Padoy, S. Pati, K. Payette, C. Sudre, K. van Wijnen, A. Vardazaryan, T. Vercauteren, M. Wagner, C. Wang, M. H. Yap, Z. Yu, C. Yuan, M. Zenk, A. Zia, D. Zimmerer, R. Bao, C. Choi, A. Cohen, O. Dzyubachyk, A. Galdran, T. Gan, T. Guo, P. Gupta, M. Haithami, E. Ho, I. Jang, Z. Li, Z. Luo, F. Lux, S. Makrogiannis, D. Müller, Y. Oh, S. Pang, C. Pape, G. Polat, C. R. Reed, K. Ryu, T. Scherr, V. Thambawita, H. Wang, X. Wang, K. Xu, H. Yeh, D. Yeo, Y. Yuan, Y. Zeng, X. Zhao, J. Abbing, J. Adam, N. Adluru, N. Agethen, S. Ahmed, Y. A. Khalil, M. Alenyà, E. Alhoniemi, C. An, T. Anwar, T. W. Arega, N. Avisdris, D. B. Aydogan, Y. Bai, M. B. Calisto, B. D. Basaran, M. Beetz, C. Bian, H. Bian, K. Blansit, L. Bloch, R. Bohnsack, S. Bosticardo, J. Breen, M. Brudfors, R. Brüngel, M. Cabezas, A. Cacciola, Z. Chen, Y. Chen, D. T. Chen, M. Cho, M.-K. Choi, C. X. C. Xie, D. Cobzas, J. Cohen-Adad, J. C. Acero, S. K. Das, M. de Oliveira, H. Deng, G. Dong, L. Doorenbos, C. Efird, D. Fan, M. F. Serj, A. Fenneteau, L. Fidon, P. Filipiak, R. Finzel, N. R. Freitas, C. M. Friedrich, M. Fulton, F. Gaida, F. Galati, C. Galazis, C. H. Gan, Z. Gao, S. Gao, M. Gazda, B. Gerats, N. Getty, A. Gibicar, R. Gifford, S. Gohil, M. Grammatikopoulou, D. Grzech, O. Güley, T. Günnemann, C. Guo, S. Guy, H. Ha, L. Han, I. S. Han, A. Hatamizadeh, T. He, J. Heo, S. Hitziger, S. Hong, S. Hong, R. Huang, Z. Huang, M. Huellebrand, S. Huschauer, M. Hussain, T. Inubushi, E. I. Polat, M. Jafaritadi, S. Jeong, B. Jian, Y. Jiang, Z. Jiang, Y. Jin, S. Joshi, A. Kadkhodamohammadi, R. A. Kamraoui, I. Kang, J. Kang, D. Karimi, A. Khademi, M. I. Khan, S. A. Khan, R. Khantwal, K.-J. Kim, T. Kline, S. Kondo, E. Kontio, A. Krenzer, A. Kroviakov, H. Kuijf, S. Kumar, F. La Rosa, A. Lad, D. Lee, M. Lee, C. Lena, H. Li, L. Li, X. Li, F. Liao, K. Liao, A. L. Oliveira, C. Lin, S. Lin, A. Linardos, M. G. Linguraru, H. Liu, T. Liu, D. Liu, Y. Liu, J. Lourenço-Silva, J. Lu, J. Lu, I. Luengo, C. B. Lund, H. M. Luu, Y. Lv, Y. Lv, U. Macar, L. Maechler, S. M. L., K. Marshall, M. Mazher, R. McKinley, A. Medela, F. Meissen, M. Meng, D. Miller, S. H. Mirjahanmardi, A. Mishra, S. Mitha, H. Mohy-ud-Din, T. C. W. Mok, G. K. Murugesan, E. N. Karthik, S. Nalawade, J. Nalepa, M. Naser, R. Nateghi, H. Naveed, Q.-M. Nguyen, C. N. Quoc, B. Nichyporuk, B. Oliveira, D. Owen, J. B. Pal, J. Pan, W. Pan, W. Pang, B. Park, V. Pawar, K. Pawar, M. Peven, L. Philipp, T. Pieciak, S. Plotka, M. Plutat, F. Pourakpour, D. Preložnik, K. Punithakumar, A. Qayyum, S. Queirós, A. Rahmim, S. Razavi, J. Ren, M. Rezaei, J. A. Rico, Z. Rieu, M. Rink, J. Roth, Y. Ruiz-Gonzalez, N. Saeed, A. Saha, M. Salem, R. Sanchez-Matilla, K. Schilling, W. Shao, Z. Shen, R. Shi, P. Shi, D. Sobotka, T. Soulier, B. S. Fadida, D. Stoyanov, T. S. H. Mun, X. Sun, R. Tao, F. Thaler, A. Théberge, F. Thielke, H. Torres, K. A. Wahid, J. Wang, Y. Wang, W. Wang, X. Wang, J. Wen, N. Wen, M. Wodzinski, Y. Wu, F. Xia, T. Xiang, C. Xiaofei, L. Xu, T. Xue, Y. Yang, L. Yang, K. Yao, H. Yao, A. Yazdani, M. Yip, H. Yoo, F. Yousefirizi, S. Yu, L. Yu, J. Zamora, R. A. Zeineldin, D. Zeng, J. Zhang, B. Zhang, J. Zhang, F. Zhang, H. Zhang, Z. Zhao, Z. Zhao, J. Zhao, C. Zhao, Q. Zheng, Y. Zhi, Z. Zhou, B. Zou, K. Maier-Hein, P. F. Jäger, A. Kopp-Schneider, and L. Maier-Hein, “Biomedical image analysis competitions: The state of current participation practice,” arXiv, 2022 [Online]. Available: https://arxiv.org/abs/2212.08568Open publication
2021:
- M. H. Yap, R. Hachiuma, A. Alavi, R. Brüngel, B. Cassidy, M. Goyal, H. Zhu, J. Rückert, M. Olshansky, X. Huang, H. Saito, S. Hassanpour, C. M. Friedrich, D. B. Ascher, A. Song, H. Kajita, D. Gillespie, N. D. Reeves, J. M. Pappachan, C. O’Shea, and E. Frank, “Deep learning in diabetic foot ulcers detection: A comprehensive evaluation,” Computers in Biology and Medicine, no. 135, 2021.Open publication
2020:
- A. Mech, W. Wohlleben, A. Ghanem, V.-D. Hodoroaba, S. Weigel, F. Babick, R. Brüngel, C. M. Friedrich, K. Rasmussen, and H. Rauscher, “Nano or not nano? A structured approach for identifying nanomaterials according to the European Commission’s definition,” Small : nano micro, vol. 16 (2020), no. 36, pp. 1–16, 2020.Open publication
Meeting Abstract
2019:
- R. Brüngel, J. Rückert, and C. M. Friedrich, “DiffPro-ML: Unterstützung differenzierter, projektorientierter Lehre für maschinelles Lernen,” presented at the 64. Jahrestagung der Deutschen Gesellschaft für Medizinische Informatik, Biometrie und Epidemiologie e. V., 2019, p. 287 [Online]. Available: https://www.egms.de/static/en/meetings/gmds2019/19gmds122.shtmlOpen publication
Organization of exhibition, workshop, congress, trade fair
2024:
- J. Rückert, B. Bracke, H. Damm, R. Brüngel, L. Bloch, C. M. Friedrich, H. Müller, A. Garcia Seco de Herrera, C. S. Schmidt, T. M. G. Pakull, A. Ben Abacha, A. Idrissi-Yaghir, and H. Schäfer, Organisation 8th ImageCLEFmedical - Caption task und Organisation des Tasks auf dem CLEF Labs Workshop. 2024 [Online]. Available: https://www.imageclef.org/2024/medical/captionOpen publication
2023:
- R. Brüngel, IEEE Programme Committee Member. 2023.Open publication
- C. Friedrich, A. Idrissi-Yaghir, H. Schäfer, R. Brüngel, J. Rückert, and L. Bloch, Organisation 7th ImageCLEFmedical - Caption task und Organisation des Tasks auf dem CLEF Labs Workshop. 2023 [Online]. Available: https://www.imageclef.org/2023/medical/caption/Open publication