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Procedural Generation with Wave Function Collapse and Model Synthesis | Unity Devlog

In this video, I discuss the technical details of the Wave Function Collapse algorithm, and the closely related predecessor, Model Synthesis. I really enjoy both of these algorithms, and like many, I actually use parts of both in my projects. Stick around for more details on implementation in later videos. For now check out the resources below. Follow me on Twitter.   / _dv_gen_   Constraint satisfaction wikipedia article. https://en.wikipedia.org/wiki/Constra... Sudoku as a constraint satisfaction problem.   / solving-sudoku-think-constraint-satisfacti...   Minesweeper as a constraint satisfaction problem. https://lvngd.com/blog/solving-minesw... Wordle as a constraint satisfaction problem. https://towardsdatascience.com/how-to... Constraint satisfaction techniques in planning and scheduling. https://link.springer.com/article/10.... Cognitive dissonance reduction as constraint satisfaction. https://psycnet.apa.org/record/1996-0... BenzAI: A program to design benzenoids with defined properties using constraint programming. https://www.researchgate.net/publicat... Harnessing constraint programming for poetry composition. https://helda.helsinki.fi/bitstream/h... Finding alternative music scales. http://public.tepper.cmu.edu/jnh/scal... Texture synthesis wikipedia article. https://en.wikipedia.org/wiki/Texture... Alexi A. Efros's page on texture synthesis. https://people.eecs.berkeley.edu/~efr... Michele Conni's review of recent advances in texture synthesis.    • Recent advances in texture synthesis   Paul Merrell's website on model synthesis. https://paulmerrell.org/model-synthesis/ Maxim Gumin's wave function collapse github. https://github.com/mxgmn/WaveFunction... Cainos pixel art tiles. https://cainos.itch.io/pixel-art-top-... Wikipedia article on Shannon information entropy.    • Entropy and Time   Paul Merrell's video on thermodynamic entropy.    • Entropy and Time   Wikipedia article on arc consistency. https://en.wikipedia.org/wiki/Local_c... Boris the Brave's article on arc consistency. https://www.boristhebrave.com/2021/08... Wikipedia article on backtracking. https://en.wikipedia.org/wiki/Backtra... Boris the Brave's article on modifying in parts. https://www.boristhebrave.com/2021/10... Marian Kleineberg's article on infinite wave function collapse. https://marian42.de/article/wfc/ Marian Kleineberg's twitter.   / marian42_   Rob Lang's Clomper devlog discussing infinite wave function collapse.    • Infinite Wave Function Collapse | Ind...   Boris the Brave's wave function collapse / model synthesis asset for Unity. This was used to demonstrating some features I have not yet implemented. https://assetstore.unity.com/packages... Boris the Brave's DeBroglie wave function collapse / model synthesis C# library. https://github.com/BorisTheBrave/DeBr... Music: Pamgaea by Kevin MacLeod Free download: https://filmmusic.io/song/4193-pamgaea License (CC BY 4.0): Standard License Out Of The Blue by Purrple Cat | https://purrplecat.com Music promoted by https://www.free-stock-music.com Creative Commons / Attribution-ShareAlike 3.0 Unported (CC BY-SA 3.0) https://creativecommons.org/licenses/... The Life and Death of a Certain K. Zabriskie, Patriarch by Chris Zabriskie is licensed under a Creative Commons Attribution 4.0 license. https://creativecommons.org/licenses/... Source: http://chriszabriskie.com/vendaface/ Artist: http://chriszabriskie.com/ Moonrise by Reed Mathis YouTube Audio Library Music: Floating Cities by Kevin MacLeod Free download: https://filmmusic.io/song/3765-floati... License (CC BY 4.0): Standard License Jellyfish in Space by Kevin MacLeod is licensed under a Creative Commons Attribution 4.0 license. Creative Commons — Attribution 4.0 International — CC BY 4.0 Source: http://incompetech.com/music/royalty-... Artist: http://incompetech.com/ Intuit256 by Kevin MacLeod is licensed under a Creative Commons Attribution 4.0 license. Creative Commons — Attribution 4.0 International — CC BY 4.0 Source: http://incompetech.com/music/royalty-... Artist: http://incompetech.com/ Music: Deep Haze by Kevin MacLeod Free download: https://filmmusic.io/song/3633-deep-haze License (CC BY 4.0): Standard License