BEGIN:VCALENDAR VERSION:2.0 PRODID:Linklings LLC BEGIN:VTIMEZONE TZID:Asia/Seoul X-LIC-LOCATION:Asia/Seoul BEGIN:STANDARD TZOFFSETFROM:+0900 TZOFFSETTO:+0900 TZNAME:KST DTSTART:18871231T000000 DTSTART:19881009T020000 END:STANDARD END:VTIMEZONE BEGIN:VEVENT DTSTAMP:20230103T035311Z LOCATION:Room 324\, Level 3\, West Wing DTSTART;TZID=Asia/Seoul:20221208T110000 DTEND;TZID=Asia/Seoul:20221208T123000 UID:siggraphasia_SIGGRAPH Asia 2022_sess164_papers_357@linklings.com SUMMARY:Motion Guided Deep Dynamic 3D Garments DESCRIPTION:Technical Papers\n\nMotion Guided Deep Dynamic 3D Garments\n\n Zhang, Ceylan, Mitra\n\nRealistic dynamic garments on animated characters have many AR/VR applications. While authoring such dynamic garment geomet ry is still a challenging task, data-driven simulation provides an attract ive alternative, especially if it can be controlled simply using the motio n of the underlying character. In this work, we focus on motion guided dyn amic 3D garments, especially for loose garments. In a data-driven setup, w e first learn a generative space of plausible garment geometries. Then, we learn a mapping to this space to capture the motion dependent dynamic d eformations, conditioned on the previous state of the garment as well as i ts relative position with respect to the underlying body. Technically, we model garment dynamics, driven using the input character motion, by predic ting per-frame local displacements in a canonical state of the garment tha t is enriched with frame-dependent skinning weights to bring the garment to the global space. We resolve any remaining per-frame collisions by pred icting residual local displacements. The resultant garment geometry is use d as history to enable iterative roll-out prediction. We demonstrate plaus ible generalization to unseen body shapes and motion inputs, and show impr ovements over multiple state-of-the-art alternatives.\n\nRegistration Cate gory: FULL ACCESS, ON-DEMAND ACCESS\n\nLanguage: ENGLISH\n\nFormat: IN-PER SON, ON-DEMAND URL:https://sa2022.siggraph.org/en/full-program/?id=papers_357&sess=sess16 4 END:VEVENT END:VCALENDAR