| dc.contributor.author | Ellis, Kevin | |
| dc.contributor.author | Ritchie, Daniel | |
| dc.contributor.author | Solar-Lezama, Armando | |
| dc.contributor.author | Tenenbaum, Joshua B. | |
| dc.date.accessioned | 2021-12-20T20:16:42Z | |
| dc.date.available | 2021-11-08T21:02:24Z | |
| dc.date.available | 2021-12-20T20:16:42Z | |
| dc.date.issued | 2018 | |
| dc.identifier.uri | https://hdl.handle.net/1721.1/137831.2 | |
| dc.description.abstract | © 2018 Curran Associates Inc.All rights reserved. We introduce a model that learns to convert simple hand drawings into graphics programs written in a subset of LAT E X. The model combines techniques from deep learning and program synthesis. We learn a convolutional neural network that proposes plausible drawing primitives that explain an image. These drawing primitives are a specification (spec) of what the graphics program needs to draw. We learn a model that uses program synthesis techniques to recover a graphics program from that spec. These programs have constructs like variable bindings, iterative loops, or simple kinds of conditionals. With a graphics program in hand, we can correct errors made by the deep network and extrapolate drawings. | en_US |
| dc.description.sponsorship | NSF (Awards GRFP-1753684, CCF-1231216) | en_US |
| dc.description.sponsorship | DARPA (Grant FA8750-14-2-0242) | en_US |
| dc.description.sponsorship | AFOSR (Award FA9550-16-1-0012) | en_US |
| dc.language.iso | en | |
| dc.relation.isversionof | https://papers.nips.cc/paper/7845-learning-to-infer-graphics-programs-from-hand-drawn-images | 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 | Neural Information Processing Systems (NIPS) | en_US |
| dc.title | Learning to Infer Graphics Programs from Hand-Drawn Images | en_US |
| dc.type | Article | en_US |
| dc.identifier.citation | Ellis, Kevin, Ritchie, Daniel, Solar-Lezama, Armando and Tenenbaum, Joshua B. 2018. "Learning to Infer Graphics Programs from Hand-Drawn Images." | en_US |
| dc.contributor.department | Massachusetts Institute of Technology. Computer Science and Artificial Intelligence Laboratory | en_US |
| dc.eprint.version | Final published version | en_US |
| dc.type.uri | http://purl.org/eprint/type/ConferencePaper | en_US |
| eprint.status | http://purl.org/eprint/status/NonPeerReviewed | en_US |
| dc.date.updated | 2019-07-10T13:27:12Z | |
| dspace.date.submission | 2019-07-10T13:27:13Z | |
| mit.metadata.status | Publication Information Needed | en_US |
