{"id":317,"date":"2019-02-15T04:07:10","date_gmt":"2019-02-15T04:07:10","guid":{"rendered":"https:\/\/cde.nus.edu.sg\/ece\/?page_id=317"},"modified":"2024-10-17T11:32:37","modified_gmt":"2024-10-17T03:32:37","slug":"sami","status":"publish","type":"page","link":"https:\/\/cde.nus.edu.sg\/ece\/research\/research-areas\/sami\/","title":{"rendered":"Signal Analysis &amp; Machine Intelligence"},"content":{"rendered":"\n\n\t\t\t\t\t<ul id=\"menu-research\"><li id=\"menu-item-14033\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/research\/research-areas\/\">Research Areas<\/a>\n<ul>\n\t<li id=\"menu-item-14353\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/research\/research-areas\/communications-network\/\">Communications &amp; Networks<\/a><\/li>\n\t<li id=\"menu-item-14354\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/research\/research-areas\/control-intelligent-systems-robotics\/\">Control, Intelligent Systems &amp; Robotics<\/a><\/li>\n\t<li id=\"menu-item-14355\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/research\/research-areas\/ices\/\">Integrated Circuits &amp; Embedded Systems<\/a><\/li>\n\t<li id=\"menu-item-14356\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/research\/research-areas\/microelectronic-technologies-devices\/\">Microelectronic Technologies &amp; Devices<\/a><\/li>\n\t<li id=\"menu-item-14357\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/research\/research-areas\/microwave-radio-frequency\/\">Microwave &amp; Radio Frequency<\/a><\/li>\n\t<li id=\"menu-item-14358\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/research\/research-areas\/power-and-energy-group\/\">Power and Energy Systems<\/a><\/li>\n\t<li id=\"menu-item-14359\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/research\/research-areas\/sami\/\">Signal Analysis &amp; Machine Intelligence<\/a><\/li>\n<\/ul>\n<\/li>\n<li id=\"menu-item-14035\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/research\/research-centers\/\">Research Centers<\/a>\n<ul>\n\t<li id=\"menu-item-14361\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/research\/research-centers\/cism\/\">Center for Intelligent Sensor and MEMS<\/a><\/li>\n\t<li id=\"menu-item-14362\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/research\/research-centers\/gems\/\">Green Energy Management and Smart Grid Research Center<\/a><\/li>\n\t<li id=\"menu-item-14363\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/research\/research-centers\/osec\/\">Optical Science and Engineering Center<\/a><\/li>\n\t<li id=\"menu-item-14360\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/research\/research-centers\/star\/\">Satellite Technology And Research Centre<\/a><\/li>\n<\/ul>\n<\/li>\n<li id=\"menu-item-14034\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/research\/research-statistics\/\">Research Statistics<\/a><\/li>\n<\/ul>\t\n\t<h2>\n\t\tSignal Analysis &amp; Machine Intelligence\n\t<\/h2>\n\t<p>The Signal Analysis and Machine Intelligence (SAMI) group, part of the Electrical and Computer Engineering Department at the National University of Singapore, engages in cutting-edge research across a wide range of artificial intelligence topics. These include machine learning, computer vision, medical image processing, human language technology, and generative AI.<\/p>\n<p>SAMI is home to world-class faculty and researchers who collaborate on real-world problems with industry and research partners globally. The group is renowned for its long-standing expertise in computer vision, machine learning, brain imaging analysis, and human-robot interaction.<\/p>\n<p>SAMI emphasizes use-inspired research, striving to model, annotate, search, and organize visual and verbal knowledge with significant potential impact in fields such as medicine, manufacturing, education, entertainment, and defense. A key objective is to develop engineering systems capable of &#8220;seeing,&#8221; &#8220;hearing,&#8221; and interacting intelligently with the world around them.<\/p>\n<p><strong>Laboratories and Research Centers<\/strong>:<\/p>\n<ul>\n<li><a href=\"https:\/\/cde.nus.edu.sg\/ece\/lvlab\/\">Learning and Vision Laboratory (Asst. Prof Xinchao Wang)<\/a><\/li>\n<li><a href=\"https:\/\/cde.nus.edu.sg\/ece\/vision-machine-learning-lab\/\">Show Lab (Asst. Prof Mike Shou)<\/a><\/li>\n<li><a href=\"http:\/\/tanrobby.github.io\" target=\"_blank\" rel=\"noopener\">Vision and AI Lab (Assoc. Prof Robby Tan)<\/a><\/li>\n<li><a href=\"https:\/\/sites.google.com\/view\/yeolab\">Computational Brain Imaging Group (Assoc. Prof Thomas Yeo)<\/a><\/li>\n<\/ul>\n\t\t<nav>\n\t\t\t<ul>\n\t\t\t\t\t\t\t\t<li data-index=\"0\">\n\t\t\t\t\t<h5>\n\t\t\t\t\t\t<a href=\"void(0);\">Research Focus\n\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li data-index=\"1\">\n\t\t\t\t\t<h5>\n\t\t\t\t\t\t<a href=\"void(0);\">People\n\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t<\/li>\n\t\t\t\t\t\t\t<\/ul>\n\t\t<\/nav>\n\t\t\t\t\t<h5>\n\t\t\t\t\t\t\t\t\t\t\t\tResearch Focus\n\t\t\t\t\t\t\t\t\t\t\t<\/h5>\n\t\t\t\t\t<ul>\n<li><strong><u>Learning and Vision Lab: Asst. Prof Xinchao Wang<\/u><\/strong><\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cde.nus.edu.sg\/wp-content\/uploads\/sites\/3\/2019\/02\/Computer-Vision.png\" alt=\"Computer Vision\" width=\"349\" height=\"398\" \/><\/p>\n<p>The Computer Vision and Machine Learning group has focused on the most original research and technologies at the edges for computer vision, machine learning and their applications in real life. The group undertakes research projects from both industry and national research programs, that include fundamental machine learning and deep learning algorithms, cutting-edge face\/human and image\/video analytics technologies, and intelligent search and recommendation systems. The group delivered top performing systems in international benchmarking, such as ILSVRC2017 for image localization and MS-Celeb-1M for large-scale face recognition.<\/p>\n<ul>\n<li><strong><u>Show Lab: Asst. Prof Mike Shou<\/u><\/strong><\/li>\n<\/ul>\n<p>Show lab aims to build AI Assistant on various platforms, including social media, metaverse\/AR glass, robot, with the ability of understanding and creating video, audio, language collectively. This involves techniques like: Video Understanding e.g. video detection, segmentation in space and time, multi-modal e.g. video+language, video+audio, AI-Human interaction, generation and Digitization e.g. photorealistic avatar, video diffusion model.<\/p>\n<ul>\n<li><strong><u>Vision and AI Lab: Assoc. Prof Robby Tan<\/u><\/strong><\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cde.nus.edu.sg\/ece\/wp-content\/uploads\/sites\/3\/2024\/10\/Vision-AI-Lab-1024x323.png\" alt=\"\" width=\"1024\" height=\"323\" \/><\/p>\n<p>Vision AI group focuses on research areas are in machine learning and AI, with a strong focus on computer vision, deep learning and foundation models. In computer vision, the group addresses the challenges in adverse outdoor conditions, human-centric analysis, and image forensics, particularly in detecting and analyzing fake images and videos. In foundation models, the work is geared up to multimodal input and agentic AI, with emphasis on agent reasoning and collaborations. The group aims to uncover the foundational principles behind knowledge acquisition and intelligence, integrating theoretical exploration with practical applications, in the domain of computer vision and beyond.<\/p>\n<ul>\n<li>\n<h4><strong><u>Computational Brain Imaging Group: Assoc. Prof Thomas Yeo<\/u><\/strong><\/h4>\n<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/cde.nus.edu.sg\/wp-content\/uploads\/sites\/3\/2019\/02\/Computational.jpg\" alt=\"Computational\" width=\"366\" height=\"auto\" \/><\/p>\n<p>The Computational Brain Imaging Group develops machine learning algorithms to generate scientific discoveries from population-level datasets with brain MRI, behavioral, genetic and other physiological measures. We are particularly interested in mapping brain networks in individuals and using brain network features to predict individual-level behavioral traits, mental disorder symptoms and disease progression. Insights from population-level studies are in turn used to develop personalized treatments for mental disorders.<\/p>\n\t\t\t\t\t<h5>\n\t\t\t\t\t\t\t\t\t\t\t\tPeople\n\t\t\t\t\t\t\t\t\t\t\t<\/h5>\n\t\t\t\t\t<table border=\"1\">\n<tbody>\n<tr>\n<td>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cde.nus.edu.sg\/ece\/wp-content\/uploads\/sites\/3\/2019\/02\/231122-Robby-Tan-7141-225x300.jpg\" alt=\"\" width=\"120\" height=\"160\" \/><\/p>\n<p><strong>Robby Tantowi TAN<\/strong><br \/>ASSOCIATE PROFESSOR<br \/>Area Director (Signal Analysis &amp; Machine Intelligence)<\/p>\n<p><a href=\"http:\/\/tanrobby.github.io\/\" target=\"_blank\" rel=\"noopener noreferrer\">Website<\/a><\/p>\n<p><a href=\"https:\/\/scholar.google.com.sg\/citations?user=MOD0gv4AAAAJ\" target=\"_blank\" rel=\"noopener noreferrer\">Google Scholar<\/a><\/p>\n<p>E4-05-22<\/p>\n<p>+65 6601 5250<\/p>\n<p><a href=\"mailto:elertt@nus.edu.sg\">Click here to Email<\/a><\/p>\n<p>Computer Vision and Deep Learning<\/p>\n<\/td>\n<td>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cde.nus.edu.sg\/ece\/wp-content\/uploads\/sites\/3\/2019\/02\/231121-Thomas-Yeo-5705-225x300.jpg\" alt=\"\" width=\"120\" height=\"160\" \/><\/p>\n<p><strong>YEO Boon Thye, Thomas<\/strong><br \/>ASSOCIATE PROFESSOR<br \/>Joint Appointment with NUSMed<\/p>\n<p><a href=\"\/ece\/staff\/yeo-boon-thye-thomas\/\" target=\"_blank\" rel=\"noopener noreferrer\">Biography<\/a><\/p>\n<p><a href=\"https:\/\/scholar.google.com.sg\/citations?user=BOUzsU8AAAAJ\" target=\"_blank\" rel=\"noopener noreferrer\">Google Scholar<\/a><\/p>\n<p>E2-03-26<\/p>\n<p>+65 6516 1110<\/p>\n<p><a href=\"mailto:thomas.yeo@nus.edu.sg\">Click here to Email<\/a><\/p>\n<p>Development of machine learning algorithms and statistical models for the large-scale analysis of high-dimensional brain imaging data<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p><img decoding=\"async\" src=\"\/wp-content\/uploads\/sites\/3\/2019\/03\/elezzy.jpg\" alt=\"Elezzy\" width=\"120\" height=\"auto\" \/>\u00a0<\/p>\n<p><strong>ZHOU Zhiying, Steven<\/strong><br \/>ASSOCIATE PROFESSOR OF PRACTICE<br \/>Director (NUS Masters&#8217; Programmes &amp; Lifelong Education, China)<\/p>\n<p><a href=\"\/ece\/staff\/zhou-zhiying-steven\/\" target=\"_blank\" rel=\"noopener noreferrer\">Biography<\/a><\/p>\n<p><a href=\"https:\/\/scholar.google.com.sg\/citations?user=g2z2GqAAAAAJ\" target=\"_blank\" rel=\"noopener noreferrer\">Google Scholar<\/a><\/p>\n<p>E2-02-03<\/p>\n<p>+65 6516 3754<\/p>\n<p><a href=\"mailto:elezzy@nus.edu.sg\">Click here to Email<\/a><\/p>\n<p>Computer and machine vision Mixed Reality \/ Augmented Reality Multimodal Human Computer Interface Computer-Human Interaction Interactive and digital media<\/p>\n<\/td>\n<td>\n<p><img decoding=\"async\" src=\"\/wp-content\/uploads\/sites\/3\/2019\/02\/CHEN-Tsuhan.jpg\" alt=\"Chen Tsuhan\" width=\"120\" height=\"auto\" \/>\u00a0<\/p>\n<p><strong>CHEN, Tsuhan<\/strong><br \/>PROFESSOR BY COURTESY<br \/>Deputy President (Research &amp; Technology)<\/p>\n<p><a href=\"\/ece\/staff\/chen-tsuhan\/\" target=\"_blank\" rel=\"noopener noreferrer\">Biography<\/a><\/p>\n<p>+65 6601 7308<\/p>\n<p><a href=\"mailto:dprtchen@nus.edu.sg\">Click here to Email<\/a><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"\/wp-content\/uploads\/sites\/3\/2021\/03\/XinchaoWang_Nov2020.jpg\" alt=\"Rpt\" width=\"103\" height=\"138\" \/>\u00a0<\/p>\n<p><strong>Wang Xinchao<\/strong><br \/>ASSISTANT PROFESSOR<\/p>\n<p><a href=\"\/ece\/staff\/wang-xinchao\/\" target=\"_blank\" rel=\"noopener noreferrer\">Biography<\/a><\/p>\n<p>E4-04-14<\/p>\n<p>+65 6601 6396<\/p>\n<p><a href=\"mailto:xinchao@nus.edu.sg\">Click here to Email<\/a><\/p>\n<\/td>\n<td>\n<p><img decoding=\"async\" src=\"\/wp-content\/uploads\/sites\/3\/2021\/05\/zhengshou_stanford_photo.jpg\" alt=\"Elefjia\" width=\"158\" height=\"auto\" \/><\/p>\n<p><strong>Mike Z. Shou<\/strong><br \/>ASSISTANT PROFESSOR<\/p>\n<p><a href=\"\/ece\/staff\/shou-zheng-mike\/\" target=\"_blank\" rel=\"noopener noreferrer\">Biography<\/a><\/p>\n<p><a href=\"https:\/\/scholar.google.com\/citations?user=h1-3lSoAAAAJ&amp;hl\" target=\"_blank\" rel=\"noopener noreferrer\">Google Scholar<\/a><\/p>\n<p>E4-04-15<\/p>\n<p>+65 6601 6252<\/p>\n<p><a href=\"mailto:mikeshou@nus.edu.sg\">Click here to Email<\/a><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p><img decoding=\"async\" src=\"\/wp-content\/uploads\/sites\/3\/2021\/03\/Zhou-Juan-Helen.jpg\" alt=\"Zhou Juan Helen\" width=\"120\" height=\"auto\" \/>\u00a0<\/p>\n<p><strong>Zhou Juan, Helen<\/strong><br \/>ASSOCIATE PROFESSOR<br \/>Joint Appointment with YLLSoM<\/p>\n<p><a href=\"\/ece\/staff\/zhou-juan-helen\/\" target=\"_blank\" rel=\"noopener noreferrer\">Biography<\/a><\/p>\n<p><a href=\"https:\/\/scholar.google.com.sg\/citations?user=4Z1S3_oAAAAJ&amp;hl=en%20target=\" target=\"_blank\" rel=\"noopener noreferrer\">Google Scholar<\/a><\/p>\n<p>+65 6601 4918<\/p>\n<p><a href=\"mailto:helen.zhou@nus.edu.sg\">Click here to Email<\/a><\/p>\n<p>Computer Vision, and Deep Learning<\/p>\n<\/td>\n<td>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cde.nus.edu.sg\/ece\/wp-content\/uploads\/sites\/3\/2023\/02\/skylarJY2-236x300.jpg\" alt=\"\" width=\"126\" height=\"160\" \/><\/p>\n<p><strong>Yueming Jin<br \/><\/strong>ASSISTANT PROFESSOR<br \/>Joint Appointment with Department of Biomedical Engineering<\/p>\n<p><a href=\"https:\/\/yuemingjin.github.io\/\" target=\"_blank\" rel=\"noopener\">Biography<\/a><\/p>\n<p><a href=\"https:\/\/scholar.google.com\/citations?user=s_kbB4oAAAAJ&amp;hl=en\" target=\"_blank\" rel=\"noopener\">Google Scholar<\/a><\/p>\n<p>Surgical AI, Medical Image Analysis,<\/p>\n<p>Machine Learning<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><!--more--><\/p>\n\t\t\t\t\t<!-- \/content -->\n\t<!-- \/tabs -->\n\n","protected":false},"excerpt":{"rendered":"<p>Research Areas Communications &amp; Networks Control, Intelligent Systems &amp; Robotics Integrated Circuits &amp; Embedded Systems Microelectronic Technologies &amp; Devices Microwave &amp; Radio Frequency Power and Energy Systems Signal Analysis &amp; Machine Intelligence Research Centers Center for Intelligent Sensor and MEMS Green Energy Management and Smart Grid Research Center Optical Science and Engineering Center Satellite Technology [&hellip;]<\/p>\n","protected":false},"author":29,"featured_media":0,"parent":254,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"site-sidebar-layout":"default","site-content-layout":"default","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"footnotes":""},"class_list":["post-317","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/cde.nus.edu.sg\/ece\/wp-json\/wp\/v2\/pages\/317","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cde.nus.edu.sg\/ece\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/cde.nus.edu.sg\/ece\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/cde.nus.edu.sg\/ece\/wp-json\/wp\/v2\/users\/29"}],"replies":[{"embeddable":true,"href":"https:\/\/cde.nus.edu.sg\/ece\/wp-json\/wp\/v2\/comments?post=317"}],"version-history":[{"count":11,"href":"https:\/\/cde.nus.edu.sg\/ece\/wp-json\/wp\/v2\/pages\/317\/revisions"}],"predecessor-version":[{"id":20637,"href":"https:\/\/cde.nus.edu.sg\/ece\/wp-json\/wp\/v2\/pages\/317\/revisions\/20637"}],"up":[{"embeddable":true,"href":"https:\/\/cde.nus.edu.sg\/ece\/wp-json\/wp\/v2\/pages\/254"}],"wp:attachment":[{"href":"https:\/\/cde.nus.edu.sg\/ece\/wp-json\/wp\/v2\/media?parent=317"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}