IKEA-Manual: Seeing Shape Assembly Step by StepDownload PDF

05 Jun 2022, 11:14 (modified: 14 Oct 2022, 02:13)NeurIPS 2022 Datasets and Benchmarks Readers: Everyone
Abstract: Human-designed visual manuals are crucial components in shape assembly activities. They provide step-by-step guidance on how we should move and connect different parts in a convenient and physically-realizable way. While there has been an ongoing effort in building agents that perform assembly tasks, the information in human-design manuals has been largely overlooked. We identify that this is due to 1) a lack of realistic 3D assembly objects that have paired manuals and 2) the difficulty of extracting structured information from purely image-based manuals. Motivated by this observation, we present IKEA-Manual, a dataset consisting of 102 IKEA objects paired with assembly manuals. We provide fine-grained annotations on the IKEA objects and assembly manuals, including decomposed assembly parts, assembly plans, manual segmentation, and 2D-3D correspondence between 3D parts and visual manuals. We illustrate the broad application of our dataset on four tasks related to shape assembly: assembly plan generation, part segmentation, pose estimationand 3D part assembly.
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License: We licensed the annotations of visual manuals under CC BY-NC-SA 4.0. Copyright of the original visual manuals and 3D models are owned by their creators respectively. A more detailed breakdown of licenses will be included in the metadata of the dataset.
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