Fetoscopy laser photocoagulation is a widely used procedure for the treatment of Twin-to-Twin Transfusion Syndrome (TTTS), that occur in mono-chorionic multiple pregnancies due to placental vascular anastomoses. This procedure is particularly challenging due to limited field of view, poor manoeuvrability of the fetoscope, poor visibility due to fluid turbidity, variability in light source, and unusual position of the placenta. This may lead to increased procedural time and incomplete ablation, resulting in persistent TTTS. Computer-assisted intervention may help overcome these challenges by expanding the fetoscopic field of view through video mosaicking and providing better visualization of the vessel network. However, the research and development in this domain remain limited due to unavailability of high-quality data to encode the intra- and inter-procedure variability. Through the Fetoscopic Placental Vessel Segmentation and Registration (FetReg) challenge, we present a large-scale multi-centre dataset for the development of generalized and robust semantic segmentation and video mosaicking algorithms for the fetal environment with a focus on creating drift-free mosaics from long duration fetoscopy videos. In this paper, we provide an overview of the FetReg dataset, challenge tasks, evaluation metrics and baseline methods for both segmentation and registration. Baseline methods results on the FetReg dataset shows that our dataset poses interesting challenges, which can be modelled and competed for through our crowd-sourcing initiative of the FetReg challenge.
翻译:远距光谱激光光化是治疗双向双向交融综合症(TTTS)的一个广泛使用的程序,这种综合症因胎盘血管动脉畸形而出现,在单色多发妊娠中出现,这种程序特别具有挑战性。但是,由于视野有限,视觉透镜的操纵性差,由于流动易变性、光源变化和胎盘位置异常,可见度差,这可能导致程序时间增加和不完全的衰减,导致长期TTTTS。 计算机辅助干预通过视频透视和提供更好的船只网络视觉化,可以帮助克服这些挑战。然而,由于缺少高质量的数据来编码内部和过程之间的变异性,这一程序的研发仍然有限。 通过Fetoscopic Plental Vessel Coverlation and Registration(Fetreg) 挑战,我们通过一个快速的多中心数据集成模型来应对这些挑战。 通过视频解析和清晰的视觉观察域域域域域域域域域域域域域域域域域域域域域域域,我们通过一个清晰的精确的分解和视觉数据分析方法来显示我们从纸质、直基路路路路段段段段段段段段段内数据分析数据,我们造图的精确路路段段数据分析,为我们从我们从纸路路路路路路段内数据到路路路路段的测法的测法的测路路路路路路路路路路路路路路路路路段段的测路路路路路路。