Pix3D: Dataset and Methods for Single-Image 3D Shape Modeling

• Published in: 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition pp. 2974 - 2983
• Main Authors: Sun, Xingyuan, Wu, Jiajun, Zhang, Xiuming, Zhang, Zhoutong, Zhang, Chengkai, Xue, Tianfan, Tenenbaum, Joshua B., Freeman, William T.
• Format: Conference Proceeding
• Language: English
• Published: IEEE 01.06.2018
• Subjects: Benchmark testing; Image reconstruction; Pose estimation; Shape; Solid modeling; Three-dimensional displays; Two dimensional displays

We study 3D shape modeling from a single image and make contributions to it in three aspects. First, we present Pix3D, a large-scale benchmark of diverse image-shape pairs with pixel-level 2D-3D alignment. Pix3D has wide applications in shape-related tasks including reconstruction, retrieval, viewpo...