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ABC: A Big CAD Model Dataset For Geometric Deep Learning

We introduce ABC-Dataset, a collection of one million Computer-Aided Design (CAD) models for research of geometric deep learning methods and applications. Each model is a collection of explicitly parametrized curves and surfaces, providing ground truth for differential quantities, patch segmentation, geometric feature detection, and shape reconstruction. Sampling the parametric descriptions of surfaces and curves allows generating data in different formats and resolutions, enabling fair comparisons for a wide range of geometric learning algorithms. As a use case for our dataset, we perform a large-scale benchmark for estimation of surface normals, comparing existing data driven methods and evaluating their performance against both the ground truth and traditional normal estimation methods.

For more information visit the ABC dataset website

We are grateful to Onshape for providing the CAD models and support. The copyright of these CAD models is owned by their creators. For licensing details, see Onshape Terms of Use 1.g.ii. (https://www.onshape.com/legal/terms-of-use#your_content). This work was supported in part through the NYU IT High Performance Computing resources, services, and staff expertise. Funding provided by NSF award MRI-1229185. We thank the Skoltech CDISE HPC Zhores cluster staff for computing cluster provision. This work was supported in part by NSF CAREER award 1652515, the NSF grants IIS-1320635, DMS-1436591, and 1835712, the Russian Science Foundation under Grant 19-41-04109, and gifts from Adobe Research, nTopology Inc, and NVIDIA.

Collection's Items: 1 to 20 of 101

Issue DateTitleAuthor(s)
2019ABC Dataset Chunk 0000Koch, Sebastian; Matveev, Albert; Jiang, Zhongshi; Williams, Francis; Artemov, Alexey; Burnaev, Evgeny; Alexa, Marc; Zorin, Denis; Panozzo, Daniele
2019ABC Dataset Chunk 0001Koch, Sebastian; Matveev, Albert; Jiang, Zhongshi; Williams, Francis; Artemov, Alexey; Burnaev, Evgeny; Alexa, Marc; Zorin, Denis; Panozzo, Daniele
2019ABC Dataset Chunk 0002Koch, Sebastian; Matveev, Albert; Jiang, Zhongshi; Williams, Francis; Artemov, Alexey; Burnaev, Evgeny; Alexa, Marc; Zorin, Denis; Panozzo, Daniele
2019ABC Dataset Chunk 0003Koch, Sebastian; Matveev, Albert; Jiang, Zhongshi; Williams, Francis; Artemov, Alexey; Burnaev, Evgeny; Alexa, Marc; Zorin, Denis; Panozzo, Daniele
2019ABC Dataset Chunk 0004Koch, Sebastian; Matveev, Albert; Jiang, Zhongshi; Williams, Francis; Artemov, Alexey; Burnaev, Evgeny; Alexa, Marc; Zorin, Denis; Panozzo, Daniele
2019ABC Dataset Chunk 0005Koch, Sebastian; Matveev, Albert; Jiang, Zhongshi; Williams, Francis; Artemov, Alexey; Burnaev, Evgeny; Alexa, Marc; Zorin, Denis; Panozzo, Daniele
2019ABC Dataset Chunk 0006Koch, Sebastian; Matveev, Albert; Jiang, Zhongshi; Williams, Francis; Artemov, Alexey; Burnaev, Evgeny; Alexa, Marc; Zorin, Denis; Panozzo, Daniele
2019ABC Dataset Chunk 0007Koch, Sebastian; Matveev, Albert; Jiang, Zhongshi; Williams, Francis; Artemov, Alexey; Burnaev, Evgeny; Alexa, Marc; Zorin, Denis; Panozzo, Daniele
2019ABC Dataset Chunk 0008Koch, Sebastian; Matveev, Albert; Jiang, Zhongshi; Williams, Francis; Artemov, Alexey; Burnaev, Evgeny; Alexa, Marc; Zorin, Denis; Panozzo, Daniele
2019ABC Dataset Chunk 0009Koch, Sebastian; Matveev, Albert; Jiang, Zhongshi; Williams, Francis; Artemov, Alexey; Burnaev, Evgeny; Alexa, Marc; Zorin, Denis; Panozzo, Daniele
2019ABC Dataset Chunk 0010Koch, Sebastian; Matveev, Albert; Jiang, Zhongshi; Williams, Francis; Artemov, Alexey; Burnaev, Evgeny; Alexa, Marc; Zorin, Denis; Panozzo, Daniele
2019ABC Dataset Chunk 0011Koch, Sebastian; Matveev, Albert; Jiang, Zhongshi; Williams, Francis; Artemov, Alexey; Burnaev, Evgeny; Alexa, Marc; Zorin, Denis; Panozzo, Daniele
2019ABC Dataset Chunk 0012Koch, Sebastian; Matveev, Albert; Jiang, Zhongshi; Williams, Francis; Artemov, Alexey; Burnaev, Evgeny; Alexa, Marc; Zorin, Denis; Panozzo, Daniele
2019ABC Dataset Chunk 0013Koch, Sebastian; Matveev, Albert; Jiang, Zhongshi; Williams, Francis; Artemov, Alexey; Burnaev, Evgeny; Alexa, Marc; Zorin, Denis; Panozzo, Daniele
2019ABC Dataset Chunk 0014Koch, Sebastian; Matveev, Albert; Jiang, Zhongshi; Williams, Francis; Artemov, Alexey; Burnaev, Evgeny; Alexa, Marc; Zorin, Denis; Panozzo, Daniele
2019ABC Dataset Chunk 0015Koch, Sebastian; Matveev, Albert; Jiang, Zhongshi; Williams, Francis; Artemov, Alexey; Burnaev, Evgeny; Alexa, Marc; Zorin, Denis; Panozzo, Daniele
2019ABC Dataset Chunk 0016Koch, Sebastian; Matveev, Albert; Jiang, Zhongshi; Williams, Francis; Artemov, Alexey; Burnaev, Evgeny; Alexa, Marc; Zorin, Denis; Panozzo, Daniele
2019ABC Dataset Chunk 0017Koch, Sebastian; Matveev, Albert; Jiang, Zhongshi; Williams, Francis; Artemov, Alexey; Burnaev, Evgeny; Alexa, Marc; Zorin, Denis; Panozzo, Daniele
2019ABC Dataset Chunk 0018Koch, Sebastian; Matveev, Albert; Jiang, Zhongshi; Williams, Francis; Artemov, Alexey; Burnaev, Evgeny; Alexa, Marc; Zorin, Denis; Panozzo, Daniele
2019ABC Dataset Chunk 0019Koch, Sebastian; Matveev, Albert; Jiang, Zhongshi; Williams, Francis; Artemov, Alexey; Burnaev, Evgeny; Alexa, Marc; Zorin, Denis; Panozzo, Daniele