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Registered Relief Depth (RRD) borobudur dataset for single-frame depth prediction on one-side artifacts

机译:用于单帧文物的单帧深度预测的注册浮雕深度(RRD)Borobudur数据集

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摘要

Single-frame depth prediction is an efficient 3D reconstruction method for one-side artifacts. However, for this purpose, ground truth images, where the pixels are associated with the actual depth, are needed. The small number of publicly accessible datasets is an issue with the restoration of cultural heritage objects. In addition, relief data with irregular characteristics due to nature and human treatment, such as decolorization caused by moss and chemical reaction is still not available. We therefore created a dataset of Borobudur temple reliefs registered with their depth for data availability to solve these problems. This data collection consists of 4608 × 3456 (4K) resolution and profound RGB frames and we call this dataset the Registered Relief Depth (RRD) Borobudur Dataset. The RGB images have been taken using an Olympus EM10 II Camera with a 14 mm f/3.5 lens and the depth images were obtained directly using an ASUS XTION scanner, acquired on the temple's reliefs at 15000–25000 lux day time. The registration process of RGB data and depth information was manually performed via control points and was directly supervised by the archaeologist. Apart of enriching the data availability, this dataset can become an opportunity for International researchers to understand more about Indonesian Cultural Heritages.
机译:单帧深度预测是一种用于一侧伪影的有效的3D重建方法。然而,为了此目的,需要像素与实际深度相关联的地面真相图像。少数公开访问的数据集是恢复文化遗产对象的问题。此外,由于性质和人类治疗而具有不规则特性的浮雕数据,例如由苔藓和化学反应引起的脱色,仍然不可用。因此,我们创建了一个在他们的深度注册的Borobudur Temple救济的数据集以解决这些问题的数据。此数据收集由4608×3456(4K)分辨率和深刻的RGB帧组成,我们调用了该数据集注册的浮雕深度(RRD)Borobudur DataSet。已经使用具有14毫米/ 3.5镜头的Olympus EM10 II相机进行了RGB图像,并且使用华硕Xtiion扫描仪直接获得了深度图像,在寺庙的浮雕时获得了15000-25000 Lux Day Time。 RGB数据和深度信息的注册过程通过控制点手动执行,并由考古学家直接监督。除了丰富数据可用性之外,该数据集可以成为国际研究人员了解更多关于印度尼西亚文化遗产的机会。

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