@misc{Ehlke2012, type = {Master Thesis}, author = {Ehlke, Moritz}, title = {Simulating X-ray images from deformable shape and intensity models on the GPU}, year = {2012}, language = {en} } @misc{Bindernagel2013, type = {Master Thesis}, author = {Bindernagel, Matthias}, title = {Articulated Statistical Shape Models}, year = {2013}, language = {en} } @inproceedings{EstacioEhlkeTacketal.2021, author = {Estacio, Laura and Ehlke, Moritz and Tack, Alexander and Castro-Gutierrez, Eveling and Lamecker, Hans and Mora, Rensso and Zachow, Stefan}, title = {Unsupervised Detection of Disturbances in 2D Radiographs}, booktitle = {2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI)}, doi = {10.1109/ISBI48211.2021.9434091}, pages = {367 -- 370}, year = {2021}, abstract = {We present a method based on a generative model for detection of disturbances such as prosthesis, screws, zippers, and metals in 2D radiographs. The generative model is trained in an unsupervised fashion using clinical radiographs as well as simulated data, none of which contain disturbances. Our approach employs a latent space consistency loss which has the benefit of identifying similarities, and is enforced to reconstruct X-rays without disturbances. In order to detect images with disturbances, an anomaly score is computed also employing the Frechet distance between the input X-ray and the reconstructed one using our generative model. Validation was performed using clinical pelvis radiographs. We achieved an AUC of 0.77 and 0.83 with clinical and synthetic data, respectively. The results demonstrated a good accuracy of our method for detecting outliers as well as the advantage of utilizing synthetic data.}, language = {en} } @phdthesis{Ehlke2020, author = {Ehlke, Moritz}, title = {3D Reconstruction of Anatomical Structures from 2D X-ray Images}, doi = {https://doi.org/10.14279/depositonce-11553}, year = {2020}, language = {en} } @article{EhlkeRammLameckeretal.2013, author = {Ehlke, Moritz and Ramm, Heiko and Lamecker, Hans and Hege, Hans-Christian and Zachow, Stefan}, title = {Fast Generation of Virtual X-ray Images for Reconstruction of 3D Anatomy}, volume = {19}, journal = {IEEE Transactions on Visualization and Computer Graphics}, number = {12}, doi = {10.1109/TVCG.2013.159}, url = {http://nbn-resolving.de/urn:nbn:de:0297-zib-35928}, pages = {2673 -- 2682}, year = {2013}, language = {en} } @article{DworzakLameckervonBergetal.2009, author = {Dworzak, Jalda and Lamecker, Hans and von Berg, Jens and Klinder, Tobias and Lorenz, Cristian and Kainm{\"u}ller, Dagmar and Seim, Heiko and Hege, Hans-Christian and Zachow, Stefan}, title = {3D Reconstruction of the Human Rib Cage from 2D Projection Images using a Statistical Shape Model}, volume = {5}, journal = {Int. J. Comput. Assist. Radiol. Surg.}, number = {2}, publisher = {Springer}, issn = {1861-6410}, doi = {10.1007/s11548-009-0390-2}, pages = {111 -- 124}, year = {2009}, language = {en} } @misc{EhlkeRammLameckeretal.2012, author = {Ehlke, Moritz and Ramm, Heiko and Lamecker, Hans and Zachow, Stefan}, title = {Efficient projection and deformation of volumetric shape and intensity models for accurate simulation of X-ray images}, journal = {Eurographics Workshop on Visual Computing for Biomedicine (NVIDIA best poster award)}, year = {2012}, language = {en} } @inproceedings{DworzakLameckervonBergetal.2008, author = {Dworzak, Jalda and Lamecker, Hans and von Berg, Jens and Klinder, Tobias and Lorenz, Cristian and Kainm{\"u}ller, Dagmar and Seim, Heiko and Hege, Hans-Christian and Zachow, Stefan}, title = {Towards model-based 3-D reconstruction of the human rib cage from radiographs}, booktitle = {Proc. 7. Jahrestagung der Deutschen Gesellschaft f{\"u}r Computer-Roboterassistierte Chirurgie (CURAC)}, pages = {193 -- 196}, year = {2008}, language = {en} } @inproceedings{LameckerWenckebachHege2006, author = {Lamecker, Hans and Wenckebach, Thomas and Hege, Hans-Christian}, title = {Atlas-based 3D-shape reconstruction from x-ray images}, volume = {Volume I}, booktitle = {Proc. Int. Conf. of Pattern Recognition (ICPR2006)}, publisher = {IEEE Computer Society}, doi = {10.1109/ICPR.2006.279}, pages = {371 -- 374}, year = {2006}, language = {en} } @inproceedings{LameckerWenckebachHegeetal.2006, author = {Lamecker, Hans and Wenckebach, Thomas and Hege, Hans-Christian and N. Duda, Georg and Heller, Markus}, title = {Atlas-basierte 3D-Rekonstruktion des Beckens aus 2D-Projektionsbildern}, booktitle = {Bildverarbeitung f{\"u}r die Medizin 2006: Algorithmen - Systeme - Anwendungen}, publisher = {Springer Berlin Heidelberg}, doi = {10.1007/3-540-32137-3_6}, pages = {26 -- 30}, year = {2006}, language = {en} }