TY - JOUR AU - Simone Balocco AU - Carlo Gatta AU - Francesco Ciompi AU - A. Wahle AU - Petia Radeva AU - S. Carlier AU - G. Unal AU - E. Sanidas AU - F. Mauri AU - X. Carillo AU - T. Kovarnik AU - C. Wang AU - H. Chen AU - T. P. Exarchos AU - D. I. Fotiadis AU - F. Destrempes AU - G. Cloutier AU - Oriol Pujol AU - Marina Alberti AU - E. G. Mendizabal-Ruiz AU - M. Rivera AU - T. Aksoy AU - R. W. Downe AU - I. A. Kakadiaris PY - 2014// TI - Standardized evaluation methodology and reference database for evaluating IVUS image segmentation T2 - CMIG JO - Computerized Medical Imaging and Graphics SP - 70 EP - 90 VL - 38 IS - 2 KW - IVUS (intravascular ultrasound) KW - Evaluation framework KW - Algorithm comparison KW - Image segmentation N2 - This paper describes an evaluation framework that allows a standardized and quantitative comparison of IVUS lumen and media segmentation algorithms. This framework has been introduced at the MICCAI 2011 Computing and Visualization for (Intra)Vascular Imaging (CVII) workshop, comparing the results of eight teams that participated.We describe the available data-base comprising of multi-center, multi-vendor and multi-frequency IVUS datasets, their acquisition, the creation of the reference standard and the evaluation measures. The approaches address segmentation of the lumen, the media, or both borders; semi- or fully-automatic operation; and 2-D vs. 3-D methodology. Three performance measures for quantitative analysis havebeen proposed. The results of the evaluation indicate that segmentation of the vessel lumen and media is possible with an accuracy that is comparable to manual annotation when semi-automatic methods are used, as well as encouraging results can be obtained also in case of fully-automatic segmentation. The analysis performed in this paper also highlights the challenges in IVUS segmentation that remains to besolved. L1 - http://refbase.cvc.uab.es/files/BGC2013.pdf UR - http://dx.doi.org/10.1016/j.compmedimag.2013.07.001 N1 - MILAB; LAMP; HuPBA; 600.046; 600.063; 600.079 ID - Simone Balocco2014 ER -