{"id":388,"date":"2025-12-25T13:47:48","date_gmt":"2025-12-25T04:47:48","guid":{"rendered":"https:\/\/icistohoku.wordpress.com\/?page_id=388"},"modified":"2025-12-25T13:47:48","modified_gmt":"2025-12-25T04:47:48","slug":"research_en","status":"publish","type":"page","link":"https:\/\/www.ic.is.tohoku.ac.jp\/?page_id=388","title":{"rendered":"RESEARCH (EN)"},"content":{"rendered":"\n<div class=\"wp-block-group alignfull has-accent-background-color has-background has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" style=\"margin-top:0;margin-bottom:0;padding-top:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40)\">\n<div class=\"wp-block-columns alignwide are-vertically-aligned-center is-layout-flex wp-container-core-columns-is-layout-a0d91a25 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h2 class=\"wp-block-heading has-albert-sans-font-family has-medium-font-size\" style=\"line-height:1.5\"><strong>Our lab aims to enable fast and flexible operations through perception\u2013action systems. With visual servoing as our core theme, we study and design vision recognition and motion control in an integrated manner, pursuing research from both fundamental\/theoretical and system development\/application perspectives\u2014ranging from high-speed vision system development to understanding the principles of biological locomotion and interaction.<\/strong><\/h2>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignfull has-accent-5-background-color has-background has-global-padding is-layout-constrained wp-container-core-group-is-layout-36f65c2d wp-block-group-is-layout-constrained\" style=\"margin-top:0;margin-bottom:0;padding-top:var(--wp--preset--spacing--50);padding-right:var(--wp--preset--spacing--50);padding-bottom:var(--wp--preset--spacing--50);padding-left:var(--wp--preset--spacing--50)\">\n<div class=\"wp-block-columns alignwide is-layout-flex wp-container-core-columns-is-layout-a0d91a25 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:60%\">\n<figure class=\"wp-block-image size-full is-style-rounded wp-duotone-unset-2 is-style-rounded--1\"><img decoding=\"async\" src=\"http:\/\/www.ic.is.tohoku.ac.jp\/wordpress\/wp-content\/uploads\/2025\/12\/screenshot-2025-12-09-at-14.26.57.png\" alt=\"\" class=\"wp-image-329\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:40%\">\n<h2 class=\"wp-block-heading\"><strong><strong>Visual servoing<\/strong><\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Visual servoing refers to a theoretical framework that couples visual information processing with a system\u2019s dynamics. Within this framework, we propose feature extraction methods suited for feedback control and robot\u2013camera system designs that are robust to calibration errors. More recently, we have also been exploring an approach that uses generative AI to create target images, eliminating the pre-step of preparing target images that has been a key challenge in image-based visual servoing (IBVS).<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignfull has-base-background-color has-background has-global-padding is-layout-constrained wp-container-core-group-is-layout-36f65c2d wp-block-group-is-layout-constrained\" style=\"margin-top:0;margin-bottom:0;padding-top:var(--wp--preset--spacing--50);padding-right:var(--wp--preset--spacing--50);padding-bottom:var(--wp--preset--spacing--50);padding-left:var(--wp--preset--spacing--50)\">\n<div class=\"wp-block-columns alignwide is-layout-flex wp-container-core-columns-is-layout-a0d91a25 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:40%\">\n<h2 class=\"wp-block-heading\"><strong><br><strong>3D measurement<\/strong><\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Humans perceive the real world in three dimensions by integrating information from the left and right eyes. By reproducing this mechanism using projectors and cameras and acquiring 3D information from real scenes, we can enable three-dimensional visual servoing. In recent years, demand for high-precision 3D measurement has also been growing in manufacturing, for tasks such as quality inspection and shape evaluation.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In our lab, we study scan-based 3D measurement using a line scanner. A line scanner mounted at the tip of an articulated robot arm scans an object, and the results from multiple scans are integrated to generate a 3D point cloud. We also aim to identify and reduce point-cloud distortions caused by deviations between the planned and actual trajectories by leveraging consistency in the acquired data, ultimately enabling accurate 3D measurement and its applications to 3D visual servoing and quality inspection.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:60%\">\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<div class=\"embed-youtube\"><iframe loading=\"lazy\" title=\"\u8a08\u6e2c\u6642\u306e\u69d8\u5b50\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/gJoZYf7HsDU?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/div>\n<\/div><\/figure>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns alignwide is-layout-flex wp-container-core-columns-is-layout-a0d91a25 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:50%\">\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<div class=\"embed-youtube\"><iframe loading=\"lazy\" title=\"\u8a08\u6e2c\u70b9\u7fa4\u306e\u4f8b1\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/u2n_CVN2l_U?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/div>\n<\/div><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:50%\">\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<div class=\"embed-youtube\"><iframe loading=\"lazy\" title=\"\u8a08\u6e2c\u70b9\u7fa4\u306e\u4f8b2\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/dkchpoh3ft0?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/div>\n<\/div><\/figure>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignfull has-accent-4-background-color has-background has-global-padding is-layout-constrained wp-container-core-group-is-layout-36f65c2d wp-block-group-is-layout-constrained\" style=\"margin-top:0;margin-bottom:0;padding-top:var(--wp--preset--spacing--50);padding-right:var(--wp--preset--spacing--50);padding-bottom:var(--wp--preset--spacing--50);padding-left:var(--wp--preset--spacing--50)\">\n<div class=\"wp-block-columns alignwide is-layout-flex wp-container-core-columns-is-layout-a0d91a25 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:60%\">\n<figure class=\"wp-block-image size-full is-style-rounded wp-duotone-unset-4 is-style-rounded--3\"><img decoding=\"async\" src=\"http:\/\/www.ic.is.tohoku.ac.jp\/wordpress\/wp-content\/uploads\/2025\/12\/img_9694-1.jpg\" alt=\"\" class=\"wp-image-346\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:40%\">\n<h2 class=\"wp-block-heading\"><strong><strong>Robotic manipulation<\/strong><\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Driven by labor shortages and the need to reduce manual work, there is strong demand to replace repetitive tasks with robots. However, variations in objects and uncertainty in physical contact can make even seemingly simple tasks difficult for robots.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In our lab, we couple a robot arm equipped with an anthropomorphic (human-like) hand with human hand motions, and use imitation learning to acquire basic skills from demonstrations. We then improve performance through reinforcement learning in simulation, and iteratively refine and retrain the policy through real-world deployment. Through this cycle, we aim for continuous and efficient performance improvement, enabling automation of tasks that have been difficult to achieve with conventional approaches and reducing setup and maintenance costs.<\/p>\n<\/div>\n<\/div>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<div class=\"embed-youtube\"><iframe loading=\"lazy\" title=\"Robot Arm Test\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/UQ44be8gsh8?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/div>\n<\/div><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignfull has-accent-background-color has-background has-global-padding is-layout-constrained wp-container-core-group-is-layout-36f65c2d wp-block-group-is-layout-constrained\" style=\"margin-top:0;margin-bottom:0;padding-top:var(--wp--preset--spacing--50);padding-right:var(--wp--preset--spacing--50);padding-bottom:var(--wp--preset--spacing--50);padding-left:var(--wp--preset--spacing--50)\">\n<div class=\"wp-block-columns alignwide is-layout-flex wp-container-core-columns-is-layout-a0d91a25 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:40%\">\n<h3 class=\"wp-block-heading\"><strong>Systems Science of <br>Bio-Navigation <br>(Bio-movement Informatics)<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Some biological perception\u2013action systems operate based on mechanisms that are fundamentally different from those of artificial systems. From a systems biology perspective that analyzes living organisms as systems, our lab aims to elucidate the mechanisms of cognition, behavior, memory, and interaction in cells and animals, as well as the navigation strategies of various organisms built upon these mechanisms.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:60%\">\n<figure class=\"wp-block-image size-full is-style-rounded wp-duotone-unset-6 is-style-rounded--5\"><img decoding=\"async\" src=\"http:\/\/www.ic.is.tohoku.ac.jp\/wordpress\/wp-content\/uploads\/2025\/12\/screenshot-2025-12-09-at-14.29.57.png\" alt=\"\" class=\"wp-image-332\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-style-rounded wp-duotone-unset-8 is-style-rounded--7\"><img loading=\"lazy\" decoding=\"async\" width=\"2268\" height=\"1152\" src=\"http:\/\/www.ic.is.tohoku.ac.jp\/wordpress\/wp-content\/uploads\/2025\/12\/screenshot-2025-12-09-at-15.38.13.png\" alt=\"\" class=\"wp-image-349\" srcset=\"https:\/\/www.ic.is.tohoku.ac.jp\/wordpress\/wp-content\/uploads\/2025\/12\/screenshot-2025-12-09-at-15.38.13.png 2268w, https:\/\/www.ic.is.tohoku.ac.jp\/wordpress\/wp-content\/uploads\/2025\/12\/screenshot-2025-12-09-at-15.38.13-300x152.png 300w, https:\/\/www.ic.is.tohoku.ac.jp\/wordpress\/wp-content\/uploads\/2025\/12\/screenshot-2025-12-09-at-15.38.13-1024x520.png 1024w, https:\/\/www.ic.is.tohoku.ac.jp\/wordpress\/wp-content\/uploads\/2025\/12\/screenshot-2025-12-09-at-15.38.13-768x390.png 768w, https:\/\/www.ic.is.tohoku.ac.jp\/wordpress\/wp-content\/uploads\/2025\/12\/screenshot-2025-12-09-at-15.38.13-1536x780.png 1536w, https:\/\/www.ic.is.tohoku.ac.jp\/wordpress\/wp-content\/uploads\/2025\/12\/screenshot-2025-12-09-at-15.38.13-2048x1040.png 2048w\" sizes=\"auto, (max-width: 2268px) 100vw, 2268px\" \/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Our lab aims to enable fast and flexible operations through perception\u2013action systems. With visual servoing as our core theme, we study and design vision recognition and motion control in an integrated manner, pursuing research from both fundamental\/theoretical and system development\/application perspectives\u2014ranging from high-speed vision system development to understanding the principles of biological locomotion and interaction. [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-388","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/www.ic.is.tohoku.ac.jp\/index.php?rest_route=\/wp\/v2\/pages\/388","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ic.is.tohoku.ac.jp\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.ic.is.tohoku.ac.jp\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.ic.is.tohoku.ac.jp\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ic.is.tohoku.ac.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=388"}],"version-history":[{"count":0,"href":"https:\/\/www.ic.is.tohoku.ac.jp\/index.php?rest_route=\/wp\/v2\/pages\/388\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.ic.is.tohoku.ac.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=388"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}