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peter wonka homepage name peter wonka email peter wonka kaust edu sa phone 966 12 808 0235 work full professor in the computer science program at kaust king abdullah university of science and technology cemse address kaust peter wonka cemse building 1 office 2108 4700 king abdullah university of science and technology thuwal 23955 6900 kingdom of saudi arabia research research areas deep learning for visual computing computer vision machine learning computer graphics occasionaly visualization remote sensing image processing data mining current keywords deep learning machine learning machine learning for visual computing generative modeling 3d generative modeling generative diffusion models generative adverserial networks unsupervised learning 3d computer vision 3d reconstruction 3d vision and language neural fields inverse problems depth prediction laser scanning layout synthesis shape modeling sampling image and video editing using generative models additional keywords for current or past research urban planning computational design procedural modeling interactive editing geometry processing architectural geometry geo spatial visualization surface sampling surface remeshing image analysis texture synthesis texture analysis lighting design machine learning for graphics applications optimization deep learning keywords example tools used in previous research machine learning deep learning more deep learning diffusion autoregressive models generative adverserial networks graphical models gaussian process regression optimization integer programming mixed integer programming admm quadratic programing heuristic optimization quadratic assignment functional maps graph cuts current group students post docs and research scientists ruichen zheng previous school imperial college uk jianqi chen previous school beihang university china diego eustachio farchione previous school university of pisa italy fedor rodionov previous school state university of nizhni novgorod russia wenqing cui previous school harbin institute of technology china zhenyu li previous school harbin institute of technology china jian shi previous school the university of leicester uk qian wang previous school wuhan university china aleksandar cvejic previous school novi sad university serbia yunlu chen post doc phd university of amsterdam netherlands xiangjun tang post doc phd zhejiang university china ramzi idoughi research scientist phd university of toulouse france michael birsak research scientist phd tu vienna austria the university country listed in brackets is where the group member came from before joining kaust this list is just to give you an idea on the current group decomposition kaust alumni students post docs and research scientists ahmed abdelreheem phd 2025 previous school cairo university egypt next employment research engineer at amazon thesis shariq bhat phd 2024 previous school national institute of technology srinagar india next employment research scientist at adobe thesis rameen abdal phd 2023 previous school national institute of technology srinagar india next employment post doc at stanford thesis biao zhang phd 2023 previous school xi an jiaotong university china next employment post doc at kaust till 2026 full prof xi an jiaotong china thesis ivan skorokhodov phd 2023 previous school yandex school of data analysis russia next employment research scientist at snap thesis peihao zhu phd 2023 previous school chinese academy of science china next employment research scientist at bytedance thesis anna fruehstueck phd 2023 previous school technical university of vienna austria next employment research scientist at adobe thesis wamiq reyaz para phd 2023 previous school national institute of technology srinagar india next employment thesis jing ren phd 2021 previous school oxford uk next employment post doc at eth zuerich thesis yazeed alharbi phd 2021 previous school purdue usa next employment research scientist at sdaia ksa thesis lama affara phd 2018 previous school aub lebanon next employment assistant prof at beirut arab university thesis yanze zhu previous school xi an jiaotong university china matvey morozov previous school moskov institute of physics and technology dinmukhamed sagynbay ms 2023 previous school nazarbayev university jichen lu ms 2023 next employment phd at kaust ali al nasser ms 2023 next employment phd at kaust tian yu ms previous school harbin institute of technology china next employment phd at kaust abdelrahman eldesokey post doc phd linkoeping sweden next employment kaust abdalla ahmed post doc phd konstanz germany ibraheem alhashim post doc phd simon frasier university canada next employment research scientist at sdaia ksa yiqun wang post doc phd chinese academy of sciences next employment associate prof at chongqing university china dongming yan research scientist current employment full prof at chinese academy of sciences china liangliang nan research scientist current employment associate prof at tu delft netherlands yipeng qin post doc next employment lecturer at cardiff university uk the university country listed in brackets is where the group member came from before joining kaust this list is just to give you an idea on the current group decomposition note for students and post docs interested in joining my group goal of the research group the main goal of the research group is for students post docs research scientists and faculty to collaborate on and publish impactful research since most positions in the group are temporary another important goal is that group members find a good job after leaving the group in academia or industry therefore we would like to give students and post docs the opportunity to focus on publishing impactful first author publications and students to seek out suitable research focused internships in industry what background is a good match for my research i look at multiple criteria when evaluating a student mainly reputation of the undergraduate graduate school gpa the quantitative gre score mathematics skills grades in mathematics courses and programming skills including the design of systems and algorithms design of experiments debugging the students that i recruit are typically either very good in mathematics programming or both a nice bonus is the knowledge of visual computing research experience or publications i am looking for students who are interested in the areas of deep learning machine learning computer vision or computer graphics publications currently for my research i typically target publications in the following venues mainly computer vision computer graphics and machine leanring occasionally visualization and remote sensing the publication venues are not an exclusive list computer vision eccv iccv cvpr ieee pami machine learning neurips iclr computer graphics acm siggraph acm siggraph asia acm tog ieee tvcg visualization ieee visualization ieee tvcg remote sensing ieee tgrs how to contact me if you are interested to join as a student please send me an email including a cv and a recent transcript note for post docs if you are interested to join as a post doc please send a cv including your gpa and publication list almost all post docs i previously hired had publications in some of the venues highlighted above or very related publication venues what are some good courses to prepare for research here are some courses that are beneficial to prepare for my current research the online course offering changes so fast it is hard to keep track basic machine learning e g coursera machine learning andrew ng deep learning e g coursera deep learning specialization udactity nanodegree fastai or stanford optimization e g boyd s convex optimization courses linear algebra e g gilbert strang on youtube boyd s linear dynamical systems