Raphael Brüngel, M.Sc.

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.
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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.
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• 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.
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• 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.pdf
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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.
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• 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.
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• 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_25
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• 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.pdf
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• 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.
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• 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/10295130
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• 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/idaacs58523.2023.10348820
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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.
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• 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.
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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/9474729
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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.
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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/1424-8220/25/9/2840
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• 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/S0010482525005232
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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/S1361841524000781
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• 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/s41597-024-03496-6
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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.
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• 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.
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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/2212.08568
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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.
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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.
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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.shtml
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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/caption
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2023:

• R. Brüngel, IEEE Programme Committee Member. 2023.
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• 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/
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