HOLTKAMP M, STRAUS J, SALHÖFER L, STYCZEN H, SANTOSO MB, ZENSEN S, DEUSCHL C, HOSCH R, FORSTING M, LI Y, UMUTLU L, NENSA F and HAUBOLD J, 2025. Fully automated detection and identification of CSF shunt valves using YOLOv8 and a class-based reference image assignment as a safety mechanism. Scientific reports. 21 November 2025. Vol. 15, no. 1, p. 41188-41188. DOI 10.1038/s41598-025-29201-0.

Holtkamp M, Straus J, Salhöfer L, Styczen H, Santoso MB, Zensen S, Deuschl C, Hosch R, Forsting M, Li Y, Umutlu L, Nensa F, Haubold J, 2025. Fully automated detection and identification of CSF shunt valves using YOLOv8 and a class-based reference image assignment as a safety mechanism. Scientific reports 15, 41188-41188. https://doi.org/10.1038/s41598-025-29201-0

Holtkamp M, Straus J, Salhöfer L, Styczen H, Santoso MB, Zensen S, Deuschl C, Hosch R, Forsting M, Li Y, Umutlu L, Nensa F, & Haubold J. (2025). Fully automated detection and identification of CSF shunt valves using YOLOv8 and a class-based reference image assignment as a safety mechanism. Scientific Reports, 15(1), 41188-41188. https://doi.org/10.1038/s41598-025-29201-0

Holtkamp M, Straus J, Salhöfer L, Styczen H, Santoso MB, Zensen S, Deuschl C, Hosch R, Forsting M, Li Y, Umutlu L, Nensa F, Haubold J (2025) Fully automated detection and identification of CSF shunt valves using YOLOv8 and a class-based reference image assignment as a safety mechanism.. Scientific reports 15:41188-41188. https://doi.org/10.1038/s41598-025-29201-0

Holtkamp M/ Straus J/ Salhöfer L/ Styczen H/ Santoso MB/ Zensen S/ Deuschl C/ Hosch R/ Forsting M/ Li Y/ Umutlu L/ Nensa F/ Haubold J, Fully automated detection and identification of CSF shunt valves using YOLOv8 and a class-based reference image assignment as a safety mechanism., Scientific reports 2025, 41188-41188.