DL3DV-10K: A Large-Scale Scene Dataset for Deep Learning-based 3D Vision

Figure 1. We introduce DL3DV-10K, a large-scale, scene dataset capturing real-world scenarios. DL3DV-10K contains 10,510 videos at 4K resolution spanning 65 types of point-of-interest (POI) locations, covering a wide range of everyday areas. With the fine-grained annotation on scene diversity and complexity, DL3DV-10K enables a comprehensive benchmark for novel view synthesis and supports learning-based 3D representation techniques in acquiring a universal prior at scale.