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AI for Good Innovate for Impact



                      5      References


                      [1]   Di, X., & Yu, P. Q. (2021). Deep Reinforcement Learning for Producing Furniture Layout in
                      Indoor Scenes. arXiv preprint arXiv:2101.07462. https:// arxiv .org/ abs/ 2101 .074621

                      [2]   Roy, U. K., & Roy, M. (n.d.). Space standardisation of low-income housing units in India.
                      Channel i. Retrieved from https:// channeli .in/ media/ faculty _biodata/ papers/ caf820fa -5f9d
                      -4774 -8e80 -cb997b8a22ab .pdf2

                      [3]   Wang, Y., et al. (2024). I-Design: Personalized LLM Interior Designer. arXiv preprint
                      arXiv:2404.02838. https:// arxiv .org/ html/ 2404 .02838v13


                      [4]   Apple Inc. (2022). Create parametric 3D room scans with RoomPlan. WWDC22. https://
                      developer .apple .com/ videos/ play/ wwdc2022/ 10127/ 4

                      [5]   Wang, X., et al. (2023). Floor Segmentation Approach Using FCM and CNN. Applied
                      Technology and Artificial Intelligence in Machine Learning, 2(1). https:// www .acadlore .com/
                      article/ ATAIML/ 2023 _2 _1/ ataiml0201045

                      [6]   van Rees, E. (2021). RIEGL 3D Voxel Analysis Module enables surface comparisons in
                      underground, cave, or tunnel environments. Geo Week News. https:// www .geoweeknews
                      .com/ news/ riegl -3d -voxel -analysis -module -enables -surface -comparisons -in -underground -cave
                      -or -tunnel -environments6

                      [7]   Planner 5D. (2024). AI floor plan generator. https:// planner5d .com/ use/ ai -floor -plan
                      -generator7

                      [8]   Voxelgrid. (2024). 2D digitalization. https:// www .voxelgrid .com/ en/ 2d -digitalization ?tab
                      = 09
                      [9]   Maket AI. (2024). Maximizing Efficiency in Architecture with AI Floor Plan Generators. https://
                      www .maket .ai/ post/ maximizing -efficiency -in -architecture -with -ai -floor -plan -generators10

                      [10]    Di, X., & Yu, P. Q. (2021). Deep Reinforcement Learning for Furniture Layout Simulation
                      in Indoor Graphics Scenes. SIMDL. https:// simdl .github .io/ files/ 2 .pdf

































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