det-joe / fplan-generation

Floorplan Generation

Floorplan Generation Project for MAKET (https://www.maket.ca/)

Data Generation

Due to the lack of floorplan dataset. Try to generate our own dataset from floorplan images on the website https://www.planimage.com/

Reference for Unet model:

O. Ronneberger, P. Fischer, and T. Brox, “U-Net: Convolutional Networks for Biomedical Image Segmentation,” arXiv.org, 18-May-2015. [Online]. Available: https://arxiv.org/abs/1505.04597. [Accessed: 4-May-2021]. T. Sterbak, “U-Net for segmenting seismic images with keras,” Depends on the definition, 14-Apr-2020. [Online]. Available: https://www.depends-on-the-definition.com/unet-keras-segmenting-images/. [Accessed: 15-Jul-2021].

Generate Floorplan Image

Data: Cubicasa5k (https://github.com/CubiCasa/CubiCasa5k) and CubiGraph5k (https://github.com/luyueheng/CubiGraph5K)

Reference for Pix2Pix Model:

J. Brownlee, “How to Develop a Pix2Pix GAN for Image-to-Image Translation,” Machine Learning Mastery, 18-Jan-2021. [Online]. Available: https://machinelearningmastery.com/how-to-develop-a-pix2pix-gan-for-image-to-image-translation/. [Accessed: 15-Jun-2021].

S. Chaillou, “Space Layouts & GANs,” Medium, 13-Jan-2020. [Online]. Available: https://towardsdatascience.com/space-layouts-gans-19861519a5e9. [Accessed: 15-Jul-2021].