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news.ycombinator.com
Instance segmentation model that extracts 3D geometry from 2D floor planshttps://news.ycombinator.com/item?id=47092547Hey HN,I am an ML Engineer and a full-stack software engineer. For the past few weekends, I have been working on a pipeline to solve a PropTech problem: turning messy, highly occluded 2D floor plans into clean, structured data for 3D extrusion. Originally demoed for a firm hiring for the role.The Problem: If you try to use standard object detection (bounding boxes) or basic OCR (tested Qwen, DeepSeek) on architectural plans, it fails instantly. Walls intersect, doors swings and dimension lines heavily occlude the actual structures.The Stack & Architecture: I built an instance segmentation pipeline that relies strictly on pixel-perfect masking to pull the geometry.The Backbone: Swin Transformer + Detectron2.Model trained on 1024X1024 images, with RTX 4090Inference: Inference on CPU
Feb 20, 2026 7:17 PM
bing.com
Does insulated wallpaper and thermal paint actually work?http://www.bing.com/news/apiclick.aspx&aid=&tid=6a85cad9c4d14a19b498d1c128122818&url=https%3a%2f%2fwww.yahoo.com%2fnews%2farticles%2fdoes-insulated-wallpaper-thermal-paint-100000459.html&c=16722894958466085350&mkt=en-usAdd Yahoo as a preferred source to see more of our stories on Google. Thermal paint contains ceramic additives which can reduce cold spots in specific rooms, particularly on external-facing walls.
Feb 1, 2026 1:59 AM
bing.com
Does insulated wallpaper and thermal paint actually work?http://www.bing.com/news/apiclick.aspx&aid=&tid=6a85e596e418479499af102e02a8d136&url=https%3a%2f%2fwww.yahoo.com%2fnews%2farticles%2fdoes-insulated-wallpaper-thermal-paint-100000459.html&c=16722894958466085350&mkt=en-usAdd Yahoo as a preferred source to see more of our stories on Google. Thermal paint contains ceramic additives which can reduce cold spots in specific rooms, particularly on external-facing walls.
Feb 1, 2026 1:59 AM
bing.com
Does insulated wallpaper and thermal paint actually work?http://www.bing.com/news/apiclick.aspx&aid=&tid=6a85e3ccec5f4e93a9fe0de00553dc76&url=https%3a%2f%2fwww.yahoo.com%2fnews%2farticles%2fdoes-insulated-wallpaper-thermal-paint-100000459.html&c=16722894958466085350&mkt=en-usAdd Yahoo as a preferred source to see more of our stories on Google. Thermal paint contains ceramic additives which can reduce cold spots in specific rooms, particularly on external-facing walls.
Feb 1, 2026 1:59 AM
bing.com
Does insulated wallpaper and thermal paint actually work?http://www.bing.com/news/apiclick.aspx&aid=&tid=6a85d5247cad4cfeb04bb1e47f93d984&url=https%3a%2f%2fwww.yahoo.com%2fnews%2farticles%2fdoes-insulated-wallpaper-thermal-paint-100000459.html&c=16722894958466085350&mkt=en-usAdd Yahoo as a preferred source to see more of our stories on Google. Thermal paint contains ceramic additives which can reduce cold spots in specific rooms, particularly on external-facing walls.
Feb 1, 2026 1:59 AM
bing.com
Does insulated wallpaper and thermal paint actually work?http://www.bing.com/news/apiclick.aspx&aid=&tid=6a85e05afcd14616a41907412174d7a9&url=https%3a%2f%2fwww.yahoo.com%2fnews%2farticles%2fdoes-insulated-wallpaper-thermal-paint-100000459.html&c=16722894958466085350&mkt=en-usAdd Yahoo as a preferred source to see more of our stories on Google. Thermal paint contains ceramic additives which can reduce cold spots in specific rooms, particularly on external-facing walls.
Feb 1, 2026 1:59 AM
bing.com
Does insulated wallpaper and thermal paint actually work?http://www.bing.com/news/apiclick.aspx&aid=&tid=6a85ce8cc0ab40399733a19af0b368e9&url=https%3a%2f%2fwww.yahoo.com%2fnews%2farticles%2fdoes-insulated-wallpaper-thermal-paint-100000459.html&c=16722894958466085350&mkt=en-usAdd Yahoo as a preferred source to see more of our stories on Google. Thermal paint contains ceramic additives which can reduce cold spots in specific rooms, particularly on external-facing walls.
Feb 1, 2026 1:59 AM
bing.com
Does insulated wallpaper and thermal paint actually work?http://www.bing.com/news/apiclick.aspx&aid=&tid=6a85c8a506664f38bc8cd194c98d2a5f&url=https%3a%2f%2fwww.yahoo.com%2fnews%2farticles%2fdoes-insulated-wallpaper-thermal-paint-100000459.html&c=16722894958466085350&mkt=en-usAdd Yahoo as a preferred source to see more of our stories on Google. Thermal paint contains ceramic additives which can reduce cold spots in specific rooms, particularly on external-facing walls.
Feb 1, 2026 1:59 AM
bing.com
Does insulated wallpaper and thermal paint actually work?http://www.bing.com/news/apiclick.aspx&aid=&tid=6a85d28d21554ed8849ececfade62954&url=https%3a%2f%2fwww.yahoo.com%2fnews%2farticles%2fdoes-insulated-wallpaper-thermal-paint-100000459.html&c=16722894958466085350&mkt=en-usAdd Yahoo as a preferred source to see more of our stories on Google. Thermal paint contains ceramic additives which can reduce cold spots in specific rooms, particularly on external-facing walls.
Feb 1, 2026 1:59 AM
bing.com
Does insulated wallpaper and thermal paint actually work?http://www.bing.com/news/apiclick.aspx&aid=&tid=6a85ce50bb964b06971fddf7763c59b7&url=https%3a%2f%2fwww.yahoo.com%2fnews%2farticles%2fdoes-insulated-wallpaper-thermal-paint-100000459.html&c=16722894958466085350&mkt=en-usAdd Yahoo as a preferred source to see more of our stories on Google. Thermal paint contains ceramic additives which can reduce cold spots in specific rooms, particularly on external-facing walls.
Feb 1, 2026 1:59 AM
bing.com
Does insulated wallpaper and thermal paint actually work?http://www.bing.com/news/apiclick.aspx&aid=&tid=6a85d5a53463409e8ddf79b3233acc7d&url=https%3a%2f%2fwww.yahoo.com%2fnews%2farticles%2fdoes-insulated-wallpaper-thermal-paint-100000459.html&c=16722894958466085350&mkt=en-usAdd Yahoo as a preferred source to see more of our stories on Google. Thermal paint contains ceramic additives which can reduce cold spots in specific rooms, particularly on external-facing walls.
Feb 1, 2026 1:59 AM
bing.com
Does insulated wallpaper and thermal paint actually work?http://www.bing.com/news/apiclick.aspx&aid=&tid=6a85d0d3b8154c139b66a1c0f95509b3&url=https%3a%2f%2fwww.yahoo.com%2fnews%2farticles%2fdoes-insulated-wallpaper-thermal-paint-100000459.html&c=16722894958466085350&mkt=en-usAdd Yahoo as a preferred source to see more of our stories on Google. Thermal paint contains ceramic additives which can reduce cold spots in specific rooms, particularly on external-facing walls.
Feb 1, 2026 1:59 AM
bing.com
Does insulated wallpaper and thermal paint actually work?http://www.bing.com/news/apiclick.aspx&aid=&tid=6a85d2b109d441dc906685d9b64d59bf&url=https%3a%2f%2fwww.yahoo.com%2fnews%2farticles%2fdoes-insulated-wallpaper-thermal-paint-100000459.html&c=16722894958466085350&mkt=en-usAdd Yahoo as a preferred source to see more of our stories on Google. Thermal paint contains ceramic additives which can reduce cold spots in specific rooms, particularly on external-facing walls.
Feb 1, 2026 1:59 AM
bing.com
Does insulated wallpaper and thermal paint actually work?http://www.bing.com/news/apiclick.aspx&aid=&tid=6a85df1b24b9403c9f555e077f61ce2d&url=https%3a%2f%2fwww.yahoo.com%2fnews%2farticles%2fdoes-insulated-wallpaper-thermal-paint-100000459.html&c=16722894958466085350&mkt=en-usAdd Yahoo as a preferred source to see more of our stories on Google. Thermal paint contains ceramic additives which can reduce cold spots in specific rooms, particularly on external-facing walls.
Feb 1, 2026 1:59 AM
bing.com
Does insulated wallpaper and thermal paint actually work?http://www.bing.com/news/apiclick.aspx&aid=&tid=6a85d0ef7ff34d98905143d21334069c&url=https%3a%2f%2fwww.yahoo.com%2fnews%2farticles%2fdoes-insulated-wallpaper-thermal-paint-100000459.html&c=16722894958466085350&mkt=en-usAdd Yahoo as a preferred source to see more of our stories on Google. Thermal paint contains ceramic additives which can reduce cold spots in specific rooms, particularly on external-facing walls.
Feb 1, 2026 1:59 AM
bing.com
Does insulated wallpaper and thermal paint actually work?http://www.bing.com/news/apiclick.aspx&aid=&tid=6a85d797b1a646ceac045d55ac0d7338&url=https%3a%2f%2fwww.yahoo.com%2fnews%2farticles%2fdoes-insulated-wallpaper-thermal-paint-100000459.html&c=16722894958466085350&mkt=en-usAdd Yahoo as a preferred source to see more of our stories on Google. Thermal paint contains ceramic additives which can reduce cold spots in specific rooms, particularly on external-facing walls.
Feb 1, 2026 1:59 AM
bing.com
Does insulated wallpaper and thermal paint actually work?http://www.bing.com/news/apiclick.aspx&aid=&tid=6a85da1030f047dea4c017b7cc7957b1&url=https%3a%2f%2fwww.yahoo.com%2fnews%2farticles%2fdoes-insulated-wallpaper-thermal-paint-100000459.html&c=16722894958466085350&mkt=en-usAdd Yahoo as a preferred source to see more of our stories on Google. Thermal paint contains ceramic additives which can reduce cold spots in specific rooms, particularly on external-facing walls.
Feb 1, 2026 1:59 AM
bing.com
Does insulated wallpaper and thermal paint actually work?http://www.bing.com/news/apiclick.aspx&aid=&tid=6a85ca548db54788b7a6062618fc2dac&url=https%3a%2f%2fwww.yahoo.com%2fnews%2farticles%2fdoes-insulated-wallpaper-thermal-paint-100000459.html&c=16722894958466085350&mkt=en-usAdd Yahoo as a preferred source to see more of our stories on Google. Thermal paint contains ceramic additives which can reduce cold spots in specific rooms, particularly on external-facing walls.
Feb 1, 2026 1:59 AM
bing.com
Does insulated wallpaper and thermal paint actually work?http://www.bing.com/news/apiclick.aspx&aid=&tid=6a85e1cc7f6c4a00b62d8298d4f0fee3&url=https%3a%2f%2fwww.yahoo.com%2fnews%2farticles%2fdoes-insulated-wallpaper-thermal-paint-100000459.html&c=16722894958466085350&mkt=en-usAdd Yahoo as a preferred source to see more of our stories on Google. Thermal paint contains ceramic additives which can reduce cold spots in specific rooms, particularly on external-facing walls.
Feb 1, 2026 1:59 AM
bing.com
Does insulated wallpaper and thermal paint actually work?http://www.bing.com/news/apiclick.aspx&aid=&tid=6a85e42a42024b48bb60fac2e34bb900&url=https%3a%2f%2fwww.yahoo.com%2fnews%2farticles%2fdoes-insulated-wallpaper-thermal-paint-100000459.html&c=16722894958466085350&mkt=en-usAdd Yahoo as a preferred source to see more of our stories on Google. Thermal paint contains ceramic additives which can reduce cold spots in specific rooms, particularly on external-facing walls.
Feb 1, 2026 1:59 AM