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Cyclegan Network for Sheet Metal Welding Drawing Translation. (arXiv:2209.14106v1 [cs.CV])
Sept. 29, 2022, 1:11 a.m. | Zhiwei Song, Hui Yao, Dan Tian, Gaohui Zhan
cs.LG updates on arXiv.org arxiv.org
In intelligent manufacturing, the quality of machine translation engineering
drawings will directly affect its manufacturing accuracy. Currently, most of
the work is manually translated, greatly reducing production efficiency. This
paper proposes an automatic translation method for welded structural
engineering drawings based on Cyclic Generative Adversarial Networks
(CycleGAN). The CycleGAN network model of unpaired transfer learning is used to
learn the feature mapping of real welding engineering drawings to realize
automatic translation of engineering drawings. U-Net and PatchGAN are the main …
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