Estimating Cloth Simulation Parameters From a Static Drape Using Neural Networks
We present a neural network learning approach for estimating a set of cloth simulation parameters from a static drape of a given fabric. We use a variant of Cusick's drape, which is used in the fashion textile industry to classify fabric according to mechanical properties. In order to produce a...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
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IEEE
2020-01-01
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| Series: | IEEE Access |
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| Online Access: | https://ieeexplore.ieee.org/document/9239275/ |
| _version_ | 1818917753246973952 |
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| author | Eunjung Ju Myung Geol Choi |
| author_facet | Eunjung Ju Myung Geol Choi |
| author_sort | Eunjung Ju |
| collection | DOAJ |
| description | We present a neural network learning approach for estimating a set of cloth simulation parameters from a static drape of a given fabric. We use a variant of Cusick's drape, which is used in the fashion textile industry to classify fabric according to mechanical properties. In order to produce a large enough set of reliable training data, we first randomly sample simulation parameters using a Gaussian mixture model that is fitted with 400 sets of primary simulation parameters derived from real fabrics. Then, we simulate our modified Cusick's drape for each sample parameter set. To learn the training data, we propose a two-stream fully connected neural network model. We prove the suitability of our neural network model through comparisons of the learning errors and accuracy with other similar neural network and linear regression models. Additionally, to demonstrate the practicality of our method, we reproduce the drape shapes of real fabrics using the simulation parameters estimated from the trained neural networks. |
| first_indexed | 2024-12-20T00:39:04Z |
| format | Article |
| id | doaj.art-848cf7a281f74ea7948291ea21b69af8 |
| institution | Directory Open Access Journal |
| issn | 2169-3536 |
| language | English |
| last_indexed | 2024-12-20T00:39:04Z |
| publishDate | 2020-01-01 |
| publisher | IEEE |
| record_format | Article |
| series | IEEE Access |
| spelling | doaj.art-848cf7a281f74ea7948291ea21b69af82022-12-21T19:59:41ZengIEEEIEEE Access2169-35362020-01-01819511319512110.1109/ACCESS.2020.30337659239275Estimating Cloth Simulation Parameters From a Static Drape Using Neural NetworksEunjung Ju0https://orcid.org/0000-0002-4549-9277Myung Geol Choi1https://orcid.org/0000-0002-6089-9455CLO Virtual Fashion Inc., Seoul, South KoreaDigital Media Department, The Catholic University of Korea, Bucheon, South KoreaWe present a neural network learning approach for estimating a set of cloth simulation parameters from a static drape of a given fabric. We use a variant of Cusick's drape, which is used in the fashion textile industry to classify fabric according to mechanical properties. In order to produce a large enough set of reliable training data, we first randomly sample simulation parameters using a Gaussian mixture model that is fitted with 400 sets of primary simulation parameters derived from real fabrics. Then, we simulate our modified Cusick's drape for each sample parameter set. To learn the training data, we propose a two-stream fully connected neural network model. We prove the suitability of our neural network model through comparisons of the learning errors and accuracy with other similar neural network and linear regression models. Additionally, to demonstrate the practicality of our method, we reproduce the drape shapes of real fabrics using the simulation parameters estimated from the trained neural networks.https://ieeexplore.ieee.org/document/9239275/Fabricscomputer simulationparameter estimationartificial neural networksCusick’s drape |
| spellingShingle | Eunjung Ju Myung Geol Choi Estimating Cloth Simulation Parameters From a Static Drape Using Neural Networks IEEE Access Fabrics computer simulation parameter estimation artificial neural networks Cusick’s drape |
| title | Estimating Cloth Simulation Parameters From a Static Drape Using Neural Networks |
| title_full | Estimating Cloth Simulation Parameters From a Static Drape Using Neural Networks |
| title_fullStr | Estimating Cloth Simulation Parameters From a Static Drape Using Neural Networks |
| title_full_unstemmed | Estimating Cloth Simulation Parameters From a Static Drape Using Neural Networks |
| title_short | Estimating Cloth Simulation Parameters From a Static Drape Using Neural Networks |
| title_sort | estimating cloth simulation parameters from a static drape using neural networks |
| topic | Fabrics computer simulation parameter estimation artificial neural networks Cusick’s drape |
| url | https://ieeexplore.ieee.org/document/9239275/ |
| work_keys_str_mv | AT eunjungju estimatingclothsimulationparametersfromastaticdrapeusingneuralnetworks AT myunggeolchoi estimatingclothsimulationparametersfromastaticdrapeusingneuralnetworks |