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noam aigerman s homepage noam aigerman pronounced noh uhm like noah with an m at the end associate professor university of montreal associate academic member mila email noam aigerman umontreal ca google maps room 3359 andré aisenstadt building c p 6128 succ centre ville montréal québec canada h3c 3j7 google scholar google scholar bluesky image svg xml calendar i work on problems related to machine learning and 3d geometry namely my research lies at the intersection of geometry processing deep learning and optimization with applications in 3d vision and computer graphics currently i mostly focus on using geometry processing to devise theoretically grounded machine learning approaches for 3d problems and vice versa approaching geometry processing tasks from a machine learning perspective group current ashwath shetty phd 2026 zihan zhu phd 2025 tianshu kuai phd 2024 thomas peschlow msc 2025 joey marten cosupervised with prof derek nowrouzezahrai msc 2025 hongshuo min undergraduate intern 2025 alumni darsh kaushik msc 2024 2026 martin el mqirmi msc 2024 2025 teaching currently upcoming ift6759 advanced machine learning projects winter 2027 ift6115 neural geometry processing autumn 2026 past years ift6759 advanced machine learning projects winter 2026 ift6095 neural geometry processing winter 2025 ift6759 advanced machine learning projects winter 2025 ift6095 neural geometry processing winter 2024 publications nbsp hover over a project s image for a one sentence summary matérn noise for triangulation agnostic flow matching on meshes tianshu kuai arman maesumi daniel ritchie noam aigerman acm transactions on graphics siggraph 2026 paper project page code data generative cutout animation ivan puhachov noam aigerman thibault groueix mikhail bessmeltsev computer graphics forum eurographics 2026 paper project page sketch guided cage based 3d gaussian splatting deformation tianhao xie noam aigerman eugene belilovsky tiberiu popa wacv 2026 paper project page code poissonnet a local global approach for learning on surfaces arman maesumi tanish makadia thibault groueix vladimir g kim daniel ritchie noam aigerman acm transactions on graphics siggraph asia 2025 paper project page code neural kinematic bases for fluids yibo liu paul kry kenny erleben noam aigerman sune darkner teseo schneider siggraph asia 2025 conference proceedings paper code coming soon differentiation through black box quadratic programming solvers connor w magoon fengyu yang noam aigerman shahar z kovalsky neurips 2025 paper code view dependent deformation fields for 2d editing of 3d models martin el mqirmi noam aigerman acm eg expressive symposium 2025 paper code project page instant3dit multiview inpainting for fast editing of 3d objects amir barda matheus gadelha vladimir g kim noam aigerman amit haim bermano thibault groueix cvpr 2025 paper project page meshup multi target mesh deformation via blended score distillation hyunwoo kim itai lang thibault groueix noam aigerman vladimir g kim rana hanocka 3dv 2025 best paper runnerup paper project page temporally consistent surface reconstruction using metrically consistent atlases jan bednarik noam aigerman vladimir g kim siddhartha chaudhuri shaifali parashar mathieu salzmann pascal fua ieee transactions on pattern analysis and machine intelligence tpami 2025 paper code magicclay sculpting meshes with generative neural fields amir barda vladimir kim noam aigerman amit haim bermano thibault groueix siggraph asia 2024 conference proceedings paper project page decollage 3d detailization by controllable localized and learned geometry enhancement qimin chen zhiqin chen vladimir g kim noam aigerman hao zhang siddhartha chaudhuri eccv 2024 paper project page temporal residual jacobians for rig free motion transfer sanjeev muralikrishnan niladri shekhar dutt siddhartha chaudhuri noam aigerman vladimir kim matthew fisher niloy mitra eccv 2024 paper project page generative escher meshes noam aigerman thibault groueix siggraph 2024 conference proceedings paper code tuttenet injective 3d deformations by composition of 2d mesh deformations bo sun thibault groueix chen song qixing huang noam aigerman cvpr 2024 paper code neural semantic surface maps luca morreale noam aigerman vladimir g kim niloy mitra computer graphics forum eurographics 2024 project page explorable mesh deformation subspaces from unstructured 3d generative models arman maesumi paul guerrero vladimir g kim matthew fisher siddhartha chaudhuri noam aigerman daniel ritchie siggraph asia 2023 conference proceedings project page textdeformer geometry manipulation using text guidance william gao noam aigerman thibault groueix vladimir g kim rana hanocka siggraph 2023 conference proceedings project page neural face rigging for animating and retargeting facial meshes in the wild dafei qin jun saito noam aigerman thibault groueix taku komura siggraph 2023 conference proceedings paper neural progressive meshes yun chun chen vladimir g kim noam aigerman alec jacobson siggraph 2023 conference proceedings paper da wand distortion aware selection using neural mesh parameterization richard liu noam aigerman vladimir g kim rana hanocka cvpr 2023 paper project page learning proximal operators to discover multiple optima lingxiao li noam aigerman vladimir g kim jiajin li kristjan greenewald mikhail yurochkin justin solomon iclr 2023 paper code isometric energies for recovering injectivity in constrained mapping xingyi du danny m kaufman qingnan zhou shahar z kovalsky yajie yan noam aigerman tao ju siggraph asia 2022 conference proceedings project page patchrd detail preserving shape completion by learning patch retrieval and deformation bo sun vladimir g kim noam aigerman qixing huang siddhartha chaudhuri eccv 2022 paper code learning joint surface atlases theo deprelle thibault groueix noam aigerman vladimir g kim mathieu aubry eccv workshop on learning to generate 3d shapes and scenes 2022 paper code neural jacobian fields learning intrinsic mappings of arbitrary meshes noam aigerman kunal gupta vladimir g kim siddhartha chaudhuri jun saito thibault groueix acm transactions on graphics siggraph 2022 paper code mobius convolutions for spherical cnns thomas mitchel noam aigerman vladimir g kim michael kazhdan siggraph 2022 conference proceedings paper code neural convolutional surfaces luca morreale noam aigerman paul guerrero vladimir g kim niloy mitra cvpr 2022 project page glass geometric latent augmentation for shape spaces sanjeev muralikrishnan siddhartha chaudhuri noam aigerman vladimir g kim matthew fisher niloy mitra cvpr 2022 paper differentiable surface triangulation marie julie rakotosaona noam aigerman niloy mitra maks ovsjanikov paul guerrero acm transactions on graphics siggraph asia 2021 paper code optimizing global injectivity for constrained parameterization xingyi du danny m kaufman qingnan zhou shahar z kovalsky yajie yan noam aigerman tao ju acm transactions on graphics siggraph asia 2021 project page temporally coherent surface reconstruction via metric consistent atlases jan bednarik vladimir g kim siddhartha chaudhuri shaifali parashar mathieu salzmann pascal fua noam aigerman iccv 2021 paper video swept volumes via spacetime numerical continuation silvia sellán noam aigerman alec jacobson acm transactions on graphics siggraph 2021 project page decor gan 3d shape detailization by conditional refinement zhiqin chen vladimir g kim matthew fisher noam aigerman hao zhang siddhartha chaudhuri cvpr 2021 oral paper code neural surface maps luca morreale noam aigerman vladimir g kim niloy j mitra cvpr 2021 project page learning delaunay surface elements for mesh reconstruction marie julie rakotosaona paul guerrero noam aigerman niloy j mitra maks ovsjanikov cvpr 2021 oral project page joint learning of 3d shape retrieval and deformation mikaela angelina uy vladimir g kim minhyuk sung noam aigerman siddhartha chaudhuri leonidas guibas cvpr 2021 project page developability of heightfields via rank minimization silvia sellán noam aigerman alec jacobson acm transactions on graphics siggraph 2020 project page neural subdivision hsueh ti derek liu vladimir g kim siddhartha chaudhuri noam aigerman alec jacobson acm transactions on graphics siggraph 2020 paper code lifting simplices to find injectivity xingyi du noam aigerman qingnan zhou shahar kovalsky yajie yan danny m kaufman tao ju acm transactions on graphics siggraph 2020 paper project page code data set video neural cages for detail preserving 3d deformations wang yifan noam aigerman vladimir g kim siddhartha chaudhuri olga sorkine hornung cvpr 2020 oral paper project page coupling explicit and implicit surface representations for generative 3d modeling omid poursaeed matthew fisher noam aigerman vladimir g kim eccv 2020 project page spherical orbifold tutte embeddings noam aigerman shahar kovalsky yaron lipman acm transactions on graphics siggraph 2017 paper low res code convolutional neural networks on surfaces via seamless toric covers haggai maron meirav galun noam aigerman miri trope nadav dym ersin yumer vladimir g kim yaron lipman acm transactions on graphics siggraph 2017 paper low res code hyperbolic orbifold tutte embeddings noam aigerman yaron lipman acm transactions on graphics siggraph asia 2016 paper low res code orbifold tutte embeddings noam aigerman yaron lipman acm transactions on graphics siggraph asia 2015 paper low res code large scale bounded distortion mappings shahar kovalsky noam aigerman ronen basri yaron lipman acm transactions on graphics siggraph asia 2015 paper low res project page seamless surface mappings noam aigerman roi poranne yaron lipman acm transactions on graphics siggraph 2015 paper low res lifted bijections for low distortion surface mappings noam aigerman roi poranne yaron lipman acm transactions on graphics siggraph 2014 paper low res controlling singular values with semidefinite programming shahar kovalsky noam aigerman ronen basri yaron lipman acm transactions on graphics siggraph 2014 paper low res project page injective and bounded distortion mappings in 3d noam aigerman yaron lipman acm transactions on graphics siggraph 2013 paper low res project page code data research in a nutshell