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:20230103T035307Z LOCATION:Room 324\, Level 3\, West Wing DTSTART;TZID=Asia/Seoul:20221206T153000 DTEND;TZID=Asia/Seoul:20221206T170000 UID:siggraphasia_SIGGRAPH Asia 2022_sess155_papers_319@linklings.com SUMMARY:Differentiable rendering using RGBXY derivatives and optimal trans port DESCRIPTION:Technical Communications, Technical Papers\n\nDifferentiable r endering using RGBXY derivatives and optimal transport\n\nXing, Luan, Yan, Hu, Qian...\n\nWe present a novel differentiable rendering framework that is reformulated from the Lagrangian view. Inspired by fluid simulation, t raditional differentiable rendering approach can be viewed as the Eulerian method due to the fact that image derivatives are computed locally on a f ixed grid of screen-space pixels. In contrast, our method tackles this pro blem from the Lagrangian viewpoint, where pixels are considered as fluid p articles that are movable across the image plane locations, capturing glob al and long-range object motions efficiently. We guide the underlying geom etry point at each pixel through robust correspondence finding and track h ow they change with respect to the optimizable scene parameters. As the ef ficacy of our technique hinges with the quality of the searched correspond ence, we present a study of different distance calculation metrics includi ng bipartite graph matching, flow estimation and optimal transport. Furthe r, we evaluate the effectiveness of our proposed framework on various inve rse rendering applications and demonstrate superior convergence behavior c ompared to state-of-the-art baselines.\n\nRegistration Category: FULL ACCE SS, ON-DEMAND ACCESS\n\nLanguage: ENGLISH\n\nFormat: IN-PERSON, ON-DEMAND URL:https://sa2022.siggraph.org/en/full-program/?id=papers_319&sess=sess15 5 END:VEVENT END:VCALENDAR