{"id":1096809,"date":"2024-10-23T14:59:36","date_gmt":"2024-10-23T21:59:36","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-research-item&#038;p=1096809"},"modified":"2026-02-23T07:35:59","modified_gmt":"2026-02-23T15:35:59","slug":"avatarpilot-decoupling-one-to-one-motions-from-their-semantics-with-weighted-interpolations","status":"publish","type":"msr-research-item","link":"https:\/\/www.microsoft.com\/en-us\/research\/publication\/avatarpilot-decoupling-one-to-one-motions-from-their-semantics-with-weighted-interpolations\/","title":{"rendered":"AvatarPilot: Decoupling One-to-One Motions from their Semantics with Weighted Interpolations"},"content":{"rendered":"<div class=\"nova-legacy-e-text nova-legacy-e-text--size-m nova-legacy-e-text--family-sans-serif nova-legacy-e-text--spacing-none nova-legacy-e-text--color-grey-800 research-detail-middle-section__abstract\">Physical restrictions of the real spaces where users are situated present challenges to remote XR and spatial computing interactions using avatars. Users may not have available space in their physical environment to duplicate the physical set-up of their collaborators, but if avatars are relocated, one-to-one motions may no longer preserve meaning. We propose a solution: using weighted interpolations we can guarantee that everybody is looking or pointing at the same objects, both locally and remotely. At the same time, this preserves the meaning of gestures and postures that are not object-directed (i.e., that are close to the body). We extend this work to locomotion and direct interactions in near space such as grabbing of objects; exploring the limits of our social and scene understanding and finding a new use for Inverse Kinematics (IK). We discuss limitations and applications and open-source the AvatarPilot for general use.<\/div>\n<div id=\"figures\" class=\"js-target-figures\">\n<div class=\"nova-legacy-o-grid nova-legacy-o-grid--gutter-none nova-legacy-o-grid--order-normal nova-legacy-o-grid--horizontal-align-left nova-legacy-o-grid--vertical-align-top\">\n<div class=\"nova-legacy-o-grid__column nova-legacy-o-grid__column--width-12\/12@s-up\">\n<div class=\"nova-legacy-c-image-strip\">\n<div class=\"nova-legacy-c-image-strip__container\">\n<div class=\"publication-figures-image-strip-caption__container\">\n<div class=\"nova-legacy-o-stack nova-legacy-o-stack--gutter-m nova-legacy-o-stack--spacing-none nova-legacy-o-stack--no-gutter-outside\">\n<div class=\"nova-legacy-o-stack__item\">\n<div class=\"nova-legacy-c-image-strip__item\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Physical restrictions of the real spaces where users are situated present challenges to remote XR and spatial computing interactions using avatars. Users may not have available space in their physical environment to duplicate the physical set-up of their collaborators, but if avatars are relocated, one-to-one motions may no longer preserve meaning. We propose a solution: 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