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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: 21 to 40 of 101

Issue DateTitleAuthor(s)
2019ABC Dataset Chunk 0020Koch, Sebastian; Matveev, Albert; Jiang, Zhongshi; Williams, Francis; Artemov, Alexey; Burnaev, Evgeny; Alexa, Marc; Zorin, Denis; Panozzo, Daniele
2019ABC Dataset Chunk 0021Koch, Sebastian; Matveev, Albert; Jiang, Zhongshi; Williams, Francis; Artemov, Alexey; Burnaev, Evgeny; Alexa, Marc; Zorin, Denis; Panozzo, Daniele
2019ABC Dataset Chunk 0022Koch, Sebastian; Matveev, Albert; Jiang, Zhongshi; Williams, Francis; Artemov, Alexey; Burnaev, Evgeny; Alexa, Marc; Zorin, Denis; Panozzo, Daniele
2019ABC Dataset Chunk 0023Koch, Sebastian; Matveev, Albert; Jiang, Zhongshi; Williams, Francis; Artemov, Alexey; Burnaev, Evgeny; Alexa, Marc; Zorin, Denis; Panozzo, Daniele
2019ABC Dataset Chunk 0024Koch, Sebastian; Matveev, Albert; Jiang, Zhongshi; Williams, Francis; Artemov, Alexey; Burnaev, Evgeny; Alexa, Marc; Zorin, Denis; Panozzo, Daniele
2019ABC Dataset Chunk 0025Koch, Sebastian; Matveev, Albert; Jiang, Zhongshi; Williams, Francis; Artemov, Alexey; Burnaev, Evgeny; Alexa, Marc; Zorin, Denis; Panozzo, Daniele
2019ABC Dataset Chunk 0026Koch, Sebastian; Matveev, Albert; Jiang, Zhongshi; Williams, Francis; Artemov, Alexey; Burnaev, Evgeny; Alexa, Marc; Zorin, Denis; Panozzo, Daniele
2019ABC Dataset Chunk 0027Koch, Sebastian; Matveev, Albert; Jiang, Zhongshi; Williams, Francis; Artemov, Alexey; Burnaev, Evgeny; Alexa, Marc; Zorin, Denis; Panozzo, Daniele
2019ABC Dataset Chunk 0028Koch, Sebastian; Matveev, Albert; Jiang, Zhongshi; Williams, Francis; Artemov, Alexey; Burnaev, Evgeny; Alexa, Marc; Zorin, Denis; Panozzo, Daniele
2019ABC Dataset Chunk 0029Koch, Sebastian; Matveev, Albert; Jiang, Zhongshi; Williams, Francis; Artemov, Alexey; Burnaev, Evgeny; Alexa, Marc; Zorin, Denis; Panozzo, Daniele
2019ABC Dataset Chunk 0030Koch, Sebastian; Matveev, Albert; Jiang, Zhongshi; Williams, Francis; Artemov, Alexey; Burnaev, Evgeny; Alexa, Marc; Zorin, Denis; Panozzo, Daniele
2019ABC Dataset Chunk 0031Koch, Sebastian; Matveev, Albert; Jiang, Zhongshi; Williams, Francis; Artemov, Alexey; Burnaev, Evgeny; Alexa, Marc; Zorin, Denis; Panozzo, Daniele
2019ABC Dataset Chunk 0032Koch, Sebastian; Matveev, Albert; Jiang, Zhongshi; Williams, Francis; Artemov, Alexey; Burnaev, Evgeny; Alexa, Marc; Zorin, Denis; Panozzo, Daniele
2019ABC Dataset Chunk 0033Koch, Sebastian; Matveev, Albert; Jiang, Zhongshi; Williams, Francis; Artemov, Alexey; Burnaev, Evgeny; Alexa, Marc; Zorin, Denis; Panozzo, Daniele
2019ABC Dataset Chunk 0034Koch, Sebastian; Matveev, Albert; Jiang, Zhongshi; Williams, Francis; Artemov, Alexey; Burnaev, Evgeny; Alexa, Marc; Zorin, Denis; Panozzo, Daniele
2019ABC Dataset Chunk 0035Koch, Sebastian; Matveev, Albert; Jiang, Zhongshi; Williams, Francis; Artemov, Alexey; Burnaev, Evgeny; Alexa, Marc; Zorin, Denis; Panozzo, Daniele
2019ABC Dataset Chunk 0036Koch, Sebastian; Matveev, Albert; Jiang, Zhongshi; Williams, Francis; Artemov, Alexey; Burnaev, Evgeny; Alexa, Marc; Zorin, Denis; Panozzo, Daniele
2019ABC Dataset Chunk 0037Koch, Sebastian; Matveev, Albert; Jiang, Zhongshi; Williams, Francis; Artemov, Alexey; Burnaev, Evgeny; Alexa, Marc; Zorin, Denis; Panozzo, Daniele
2019ABC Dataset Chunk 0038Koch, Sebastian; Matveev, Albert; Jiang, Zhongshi; Williams, Francis; Artemov, Alexey; Burnaev, Evgeny; Alexa, Marc; Zorin, Denis; Panozzo, Daniele
2019ABC Dataset Chunk 0039Koch, Sebastian; Matveev, Albert; Jiang, Zhongshi; Williams, Francis; Artemov, Alexey; Burnaev, Evgeny; Alexa, Marc; Zorin, Denis; Panozzo, Daniele