dc.contributor.author | Cui, Qiaodong | |
dc.contributor.author | Rong, Victor | |
dc.contributor.author | Chen, Desai | |
dc.contributor.author | Matusik, Wojciech | |
dc.date.accessioned | 2023-09-15T15:37:50Z | |
dc.date.available | 2023-09-15T15:37:50Z | |
dc.date.issued | 2023-08-01 | |
dc.identifier.issn | 0730-0301 | |
dc.identifier.uri | https://hdl.handle.net/1721.1/152166 | |
dc.description.abstract | Packing 3D objects into a known container is a very common task in many industries such as packaging, transportation, and manufacturing. This important problem is known to be NP-hard and even approximate solutions are challenging. This is due to the difficulty of handling interactions between objects with arbitrary 3D geometries and a vast combinatorial search space. Moreover, the packing must be {\it interlocking-free} for real-world applications. In this work, we first introduce a novel packing algorithm to search for placement locations given an object. Our method leverages a discrete voxel representation. We formulate collisions between objects as correlations of functions computed efficiently using Fast Fourier Transform (FFT). To determine the best placements, we utilize a novel cost function, which is also computed efficiently using FFT. Finally, we show how interlocking detection and correction can be addressed in the same framework resulting in interlocking-free packing. We propose a challenging benchmark with thousands of 3D objects to evaluate our algorithm. Our method demonstrates state-of-the-art performance on the benchmark when compared to existing methods in both density and speed. | en_US |
dc.publisher | ACM | en_US |
dc.relation.isversionof | https://doi.org/10.1145/3592126 | en_US |
dc.rights | Article is made available in accordance with the publisher's policy and may be subject to US copyright law. Please refer to the publisher's site for terms of use. | en_US |
dc.source | Association for Computing Machinery | en_US |
dc.title | Dense, Interlocking-Free and Scalable Spectral Packing of Generic 3D Objects | en_US |
dc.type | Article | en_US |
dc.identifier.citation | Cui, Qiaodong, Rong, Victor, Chen, Desai and Matusik, Wojciech. 2023. "Dense, Interlocking-Free and Scalable Spectral Packing of Generic 3D Objects." ACM Transactions on Graphics, 42 (4). | |
dc.contributor.department | Massachusetts Institute of Technology. Computer Science and Artificial Intelligence Laboratory | |
dc.relation.journal | ACM Transactions on Graphics | en_US |
dc.identifier.mitlicense | PUBLISHER_POLICY | |
dc.eprint.version | Final published version | en_US |
dc.type.uri | http://purl.org/eprint/type/JournalArticle | en_US |
eprint.status | http://purl.org/eprint/status/PeerReviewed | en_US |
dc.date.updated | 2023-08-01T07:53:49Z | |
dc.language.rfc3066 | en | |
dc.rights.holder | The author(s) | |
dspace.date.submission | 2023-08-01T07:53:50Z | |
mit.journal.volume | 42 | en_US |
mit.journal.issue | 4 | en_US |
mit.license | PUBLISHER_POLICY | |
mit.metadata.status | Authority Work and Publication Information Needed | en_US |