| # MidcurveNN | |
| Midcurve by Neural Networks | |
|  | |
| --- | |
| license: apache-2.0 | |
| --- | |
| ## Description | |
| - Goal: Given a 2D closed shape (closed polygon) find its midcurve (polyline, closed or open) | |
| - Input: set of points or set of connected lines, non-intersecting, simple, convex, closed polygon | |
| - Output: another set of points or set of connected lines, open/branched polygons possible | |
| ## ToDos | |
| - Based on code at https://github.com/yogeshhk/MidcurveNN/tree/master/src/simpleencoderdecoder prepare Trainer class to train model using dataset uploaded here. Push model here | |
| - Prepare Gradio demo space here as well as inferencing API which takes profile image and generates midcurve image | |
| ## Publications/Talks | |
| - Vixra paper MidcurveNN: Encoder-Decoder Neural Network for Computing Midcurve of a Thin Polygon, viXra.org e-Print archive, viXra:1904.0429 http://vixra.org/abs/1904.0429 | |
| - ODSC proposal https://confengine.com/odsc-india-2019/proposal/10090/midcurvenn-encoder-decoder-neural-network-for-computing-midcurve-of-a-thin-polygon | |
| - CAD Conference 2021, Barcelona, pages 223-225 http://www.cad-conference.net/files/CAD21/CAD21_223-225.pdf | |
| - CAD & Applications 2022 Journal paper 19(6) http://www.cad-journal.net/files/vol_19/CAD_19(6)_2022_1154-1161.pdf | |
| - Google Developers Dev Library https://devlibrary.withgoogle.com/products/ml/repos/yogeshhk-MidcurveNN | |
| ## Citation | |
| ``` | |
| @article{MidcurveNN, | |
| doi = {https://doi.org/10.14733/cadaps.2022.1154-1161}, | |
| url = {https://www.cad-journal.net/files/vol_19/CAD_19(6)_2022_1154-1161.pdf}, | |
| author = {Kulkarni, Yogesh H.}, | |
| keywords = {Midcurve, Encoder-Decoder, Neural Network}, | |
| title = {MidcurveNN: Neural Network for Computing Midcurve of a Thin Polygon}, | |
| publisher = {CAD Solutions, LLC}, | |
| journal={Computer-Aided Design & Applications}, | |
| volume={19}, | |
| issue={6}, | |
| pages={1154-1161}, | |
| year = {2022} | |
| } | |
| ``` |