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nce department brown visual computing contact information cit room 445 115 waterman street providence ri 02912 office hours book a slot info for prospective students teaching fall 2025 csci 1230 introduction to computer graphics spring 2025 csci 2240 advanced computer graphics fall 2024 csci 1230 introduction to computer graphics spring 2024 csci 2240 advanced computer graphics talks videos deep learning for 3d geometry sgp 2024 summer school with zoë marschner learning to represent shapes with programs sgp 2022 summer school neurosymbolic generative models for structured 3d content 3d geometry and vision 3dgv seminar we need a deeper network brown csci 1470 2470 fall 2020 end of semester song probabilistic programming for computer graphics probprog 2018 resources graphics phd mentoring slack workspace an online discussion community for those who mentor graphics phd students send me email if you d like to join deep learning for 3d geometry my slides for the course that zoë marschner and i taught at sgp 24 the siggraph logo gallery an interactive gallery of paper figures featuring the siggraph name and or logo optimeet a tool for coordinated scheduling of multiple meetings reu site ai for computational creativity website for our nsf reu site explorecsr socially reponsible ai for computational creativity website for our undergrad research experience program in partnership with google research learning to generate 3d shapes and scenes website for our cvpr 2021 workshop learning 3d generative models website for our cvpr 2020 workshop learning generative models of 3d structures slides from our eurographics 2019 tutorial three phase paper writing an algorithm for writing technical papers about i am an associate professor of computer science at brown university where i co lead the brown visual computing group my research sits at the intersection of computer graphics artificial intelligence and machine learning especially how ai and ml tools can make the process of creating graphics content easier more accessible and more enjoyable i m particularly interested in technologies for creating manipulating and analyzing 3d shapes and scenes and these days i m excited about neurosymbolic methods for doing so combining the best aspects of procedural models and deep neural networks my research is funded by gifts from adobe autodesk roblox pixar and nvidia as well as grants from darpa and the national science foundation including an nsf career award i received my phd from stanford university where i worked with pat hanrahan in the graphics lab and with noah goodman in the computation and cognition lab i received my undergraduate degree from the university of california berkeley my erdős number is 4 daniel ritchie niloy mitra leonidas guibas boris aronov paul erdős my bacon number is 3 though only if you count all film credits not just cast appearances daniel ritchie john lasseter tom hanks kevin bacon this debatably makes my erdős bacon number 7 news november 2025 applications are open for our nsf summer reu site artificial intelligence for computational creativity the application deadline is february 3 october 2025 applications are now open for the spring 2026 edition of our explorecsr program socially responsible artificial intelligence september 2025 four papers accepted to siggraph asia 2025 june 2025 new paper on zero shot single view 3d scene modeling led by awesome collaborators at sfu accepted to iccv 2025 march 2025 aditya and rao had papers accepted to cvpr 2025 archive publications genhsi controllable generation of human scene interaction videos zekun li rui zhou rahul sajnani xiaoyan cong daniel ritchie and srinath sridhar wacv 2026 project page arxiv code procedural scene programs for open universe scene generation llm free error correction via program search maxim gumin do heon han seung jean yoo aditya ganeshan r kenny jones kailiang fu rio aguina kang stewart morris and daniel ritchie siggraph asia 2025 arxiv partcomposer learning and composing part level concepts from single image examples junyu liu r kenny jones and daniel ritchie siggraph asia 2025 project page arxiv code migumi making tightly coupled integral joints millable aditya ganeshan kurt fleischer wenzel jakob ariel shamir daniel ritchie takeo igarashi and maria larsson siggraph asia 2025 project page paper code dataset poissonnet a local global approach for learning on surfaces arman maesumi tanish makadia thibault groueix vladimir kim daniel ritchie and noam aigerman siggraph asia 2025 project page paper code diorama unleashing zero shot single view 3d scene modeling qirui wu denys iliash daniel ritchie manolis savva and angel x chang iccv 2025 project page arxiv highlight gigahands a massive annotated dataset of bimanual hand activities rao fu dingxi zhang alex jiang wanjia fu austin funk daniel ritchie and srinath sridhar cvpr 2025 project page arxiv highlight pattern analogies learning to perform programmatic image edits by analogy aditya ganeshan thibault groueix paul guerrero radomír měch matthew fisher and daniel ritchie cvpr 2025 project page arxiv learning to edit visual programs with self supervision r kenny jones renhao zhang aditya ganeshan and daniel ritchie neurips 2024 project page arxiv code parsel parameterized shape editing with language aditya ganeshan ryan y huang xianghao xu r kenny jones and daniel ritchie siggraph asia 2024 project page arxiv cliptortionist zero shot text driven deformation for manufactured 3d shapes xianghao xu srinath sridhar and daniel ritchie arxiv preprint arxiv r3ds reality linked 3d scenes for panoramic scene understanding qirui wu sonia raychaudhuri daniel ritchie manolis savva and angel x chang eecv 2024 project page arxiv one noise to rule them all learning a unified model of spatially varying noise patterns arman maesumi dylan hu krishi saripalli vladimir kim matthew fisher sören pirk and daniel ritchie siggraph 2024 project page arxiv paper learning to infer generative template programs for visual concepts r kenny jones siddhartha chaudhuri and daniel ritchie icml 2024 project page arxiv possibleimpossibles exploratory procedural design of impossible structures yuanbo li tianyi ma zaineb aljumayaat and daniel ritchie eurographics 2024 paper code charactermixer rig aware interpolation of 3d characters xiao zhan rao fu and daniel ritchie eurographics 2024 project page arxiv paper generalizing single view 3d shape retrieval to occlusions and unseen objects qirui wu daniel ritchie manolis savva and angel x chang 3dv 2024 project page arxiv open universe indoor scene generation using llm program synthesis and uncurated object databases rio aguina kang maxim gumin do heon han stewart morris seung jean yoo aditya ganeshan r kenny jones qiuhong anna wei kailiang fu and daniel ritchie arxiv preprint arxiv editing motion graphics videos via motion vectorization transformation sharon zhang jiaju ma daniel ritchie jiajun wu and maneesh agrawala siggraph asia 2023 project page arxiv explorable mesh deformation subspaces from unstructured 3d generative models arman maesumi paul guerrero vladimir kim matthew fisher siddhartha chaudhuri noam aigerman and daniel ritchie siggraph asia 2023 project page paper arxiv improving unsupervised visual program inference with code rewriting families aditya ganeshan r kenny jones and daniel ritchie iccv 2023 project page paper arxiv oral presentation shapecoder discovering abstractions for visual programs from unstructured primitives r kenny jones paul guerrero niloy mitra and daniel ritchie siggraph 2023 project page arxiv unsupervised 3d shape reconstruction by part retrieval and assembly xianghao xu paul guerrero matthew fisher siddhartha chaudhuri and daniel ritchie cvpr 2023 arxiv clip sculptor zero shot generation of high fidelity and diverse shapes from natural language aditya sanghi rao fu vivian liu karl d d willis hooman shayani amir hosein khasahmadi srinath sridhar and daniel ritchie cvpr 2023 project page arxiv neurosymbolic models for computer graphics daniel ritchie paul guerrero r kenny jones niloy mitra adriana schulz karl d d willis and jiajun wu eurographics 2023 star arxiv paper shapecrafter a recursive text conditioned 3d shape generation model rao fu xiao zhan yiwen chen daniel ritchie and srinath sridhar neurips 2022 arxiv project page shred 3d shape region decomposition with learned local operations r kenny jones aalia habib and daniel ritchie siggraph asia 2022 arxiv project page the shape part slot machine contact based reasoning for generating 3d shapes from parts kai wang paul guerrero vladimir kim siddhartha chaudhuri minhyuk sung and daniel ritchie eccv 2022 arxiv unsupervised kinematic motion detection for part segmented 3d shape collections xianghao xu yifan ruan srinath sridhar and daniel ritchie siggraph 2022 paper arxiv code plad learning to infer shape programs with pseudo labels and approximate distributions r kenny jones homer walke and daniel ritchie cvpr 2022 project page arxiv the neurally guided shape parser grammar based labeling of 3d shape regions with approximate inference r kenny jones aalia habib rana hanocka and daniel ritchie cvpr 2022 project page arxiv learning to infer kinematic hierarchies for novel object instances hameed abdul rashid miles freeman ben abbatematteo george konidaris and daniel ritchie icra 2022 arxiv learning body aware 3d shape generative models bryce blinn alexander ding r kenny jones manolis savva srinath sridhar and daniel ritchie arxiv preprint arxiv shapemod macro operation discovery for 3d shape programs r kenny jones david charatan paul guerrero niloy mitra and daniel ritchie siggraph 2021 project page arxiv roominoes generating novel 3d floor plans from existing 3d rooms kai wang xianghao xu leon lei natalie lindsay selena ling angel x chang manolis savva and daniel ritchie sgp 2021 paper talk inferring cad modeling sequences using zone graphs xianghao xu wenzhe peng chin yi cheng karl d d willis and daniel ritchie cvpr 2021 project page arxiv shape from tracing towards reconstructing 3d object geometry and svbrdf material from images via differentiable path tracing purvi goel loudon cohen james guesman vikas thamizharasan james tompkin and daniel ritchie 3dv 2020 paper project page motion annotation programs a scalable approach to annotating kinematic articulations in large 3d shape collections xianghao xu david charatan sonia raychaudhuri hanxiao jiang mae heitmann vladimir kim siddhartha chaudhuri manolis savva angel x chang and daniel ritchie 3dv 2020 paper project page shapeassembly learning to generate programs for 3d shape structure synthesis r kenny jones theresa barton xianghao xu kai wang ellen jiang paul guerrero niloy mitra and daniel ritchie siggraph asia 2020 paper project page ganhopper multi hop gan for unsupervised image to image translation wallace lira johannes merz daniel ritchie daniel cohen or and hao zhang eccv 2020 arxiv learning generative models of 3d structures siddhartha chaudhuri daniel ritchie jiajun wu kai xu and hao zhang eurographics 2020 star paper presentation video learning style compatibility between objects in a real world 3d asset database yifan liu ruolan tang and daniel ritchie pacific graphics 2019 paper supplemental planit planning and instantiating indoor scenes with relation graph and spatial prior networks kai wang yu an lin ben weissmann manolis savva angel x chang and daniel ritchie siggraph 2019 paper fast forward video fast and flexible indoor scene synthesis via deep convolutional generative models daniel ritchie kai wang and yu an lin cvpr 2019 arxiv learning to describe scenes with programs yunchao liu zheng wu daniel ritchie william t freeman joshua b tenenbaum and jiajun wu iclr 2019 openreview learning to infer graphics programs from hand drawn images kevin ellis daniel ritchie armando solar lezama and joshua b tenenbaum neurips 2018 arxiv spotlight presentation improving shape deformation in unsupervised image to image translation aaron gokaslan vivek ramanujan daniel ritchie kwang in kim and james tompkin eccv 2018 arxiv code deep convolutional priors for indoor scene synthesis kai wang manolis savva angel x chang and daniel ritchie siggraph 2018 pdf code scancomplete large scale scene completion and semantic segmentation for 3d scans angela dai daniel ritchie martin bokeloh scott reed jürgen sturm and matthias nießner cvpr 2018 arxiv video example based authoring of procedural modeling programs with structural and continuous variability daniel ritchie sarah jobalia and anna thomas eurographics 2018 pdf supplemental an improved training procedure for neural autoregressive data completion maxime voisin and daniel ritchie nips 2017 bayesian deep learning workshop arxiv code neurally guided procedural models amortized inference for procedural graphics programs using neural networks daniel ritchie anna thomas pat hanrahan and noah d goodman nips 2016 pdf supplemental video demo arxiv deep amortized inference for probabilistic programs daniel ritchie paul horsfall and noah d goodman arxiv preprint pdf arxiv probabilistic programming for procedural modeling and design daniel ritchie stanford university doctoral dissertation 2016 pdf stanford library c3 lightweight incrementalized mcmc for probabilistic programs using continuations and callsite caching daniel ritchie andreas stuhlmüller and noah d goodman aistats 2016 pdf slides code controlling procedural modeling programs with stochastically ordered sequential monte carlo daniel ritchie ben mildenhall noah d goodman and pat hanrahan siggraph 2015 pdf slides code demo generating design suggestions under tight constraints with gradient based probabilistic programming daniel ritchie sharon lin noah d goodman and pat hanrahan eurographics 2015 pdf slides video code best paper honorable mention quicksand a lightweight embedding of probabilistic programming for procedural modeling and design daniel ritchie 3rd nips workshop on probabilistic programming pdf slides project page talk first class runtime generation of high performance types using exotypes zachary devito daniel ritchie matthew fisher and pat hanrahan pldi 2014 pdf project page probabilistic color by numbers suggesting pattern colorizations using factor graphs sharon lin daniel ritchie matthew fisher and pat hanrahan siggraph 2013 pdf project page example based synthesis of 3d object arrangements matthew fisher daniel ritchie manolis savva thomas funkhouser and pat hanrahan siggraph asia 2012 pdf project page d tour style based exploration of design example galleries daniel ritchie ankita kejriwal and scott r klemmer uist 2011 pdf video dynamic local remeshing for elastoplastic simulation martin wicke daniel ritchie bryan m klingner sebastian burke jonathan r shewchuk and james f o brien siggraph 2010 pdf video 1 video 2 project page interactive simulation of surgical needle insertion and steering nuttapong chentanez ron alterovitz daniel rit...