{"id":23,"date":"2019-08-16T15:04:11","date_gmt":"2019-08-16T15:04:11","guid":{"rendered":"http:\/\/cs.smu.ca\/~jiju\/?page_id=23"},"modified":"2026-03-26T11:11:46","modified_gmt":"2026-03-26T14:11:46","slug":"dr-jiju-poovvancheri","status":"publish","type":"page","link":"https:\/\/cs.smu.ca\/~jiju\/","title":{"rendered":"Dr. Jiju Poovvancheri"},"content":{"rendered":"\n<div class=\"wp-block-media-text alignwide is-stacked-on-mobile\" style=\"grid-template-columns:25% auto\"><figure class=\"wp-block-media-text__media\"><img decoding=\"async\" loading=\"lazy\" width=\"2017\" height=\"2305\" src=\"http:\/\/cs.smu.ca\/~jiju\/wp-content\/uploads\/2021\/01\/A04I9667.jpg\" alt=\"\" class=\"wp-image-1159 size-full\"\/><\/figure><div class=\"wp-block-media-text__content\">\n<p>An Associate Professor in the Department of Math &amp; Computing Science at Saint Mary\u2019s University, Halifax, Canada, with prior postdoctoral appointments at the Graphics Lab, Department of Computer Science, University of Victoria, and the Geospatial Intelligence Lab, University of Calgary. Completed a PhD at the Indian Institute of Technology Madras (IIT Madras) under the supervision of&nbsp;<a rel=\"noreferrer noopener\" href=\"https:\/\/ed.iitm.ac.in\/~raman\/\" target=\"_blank\"><strong>Prof. Ramanathan Muthuganapathy<\/strong><\/a>, and a Master&#8217;s degree at the National Institute of Technology Karnataka.<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-spacer\" style=\"height: 61px;\" aria-hidden=\"true\">\u00a0<\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Research Interests<\/strong><\/h2>\n\n\n\n<p>My research lies at the intersection of <strong>3D computer vision, computer graphics, geometric learning, and spatial computing<\/strong>, with a focus on developing scalable, learning-based algorithms for understanding and modeling large-scale 3D environments. Motivated by challenges in <em>urban, environmental and planetary sensing<\/em>, my work emphasizes principled integration of <em>geometry, topology, and machine learning<\/em> for robust perception from 3D data.<\/p>\n\n\n\n<p>A central theme of my research is the analysis of <strong>point clouds acquired from LiDAR and RGB-D sensors<\/strong>, where I design methods that are both computationally efficient and structurally aware. Rather than treating 3D data as unstructured inputs, my work leverages spatial data structures, geometric priors, and topological representations to improve scalability, generalization, and interpretability of learning-based models.<\/p>\n\n\n\n<p>My recent and ongoing work focuses on:<\/p>\n\n\n\n<ul>\n<li><strong>Point cloud processing and representation learning<\/strong> for large-scale LiDAR and RGB-D data<\/li>\n\n\n\n<li><strong>Semantic surface reconstruction<\/strong> and scene understanding in complex urban environments<\/li>\n\n\n\n<li><strong>Spatial data structures and hierarchical representations<\/strong> for efficient 3D computation<\/li>\n\n\n\n<li><strong>Geometric and topological deep learning<\/strong>, including topology-aware sampling, feature learning, and structural regularization<\/li>\n<\/ul>\n\n\n\n<p>The broader goal of my research is to enable <em>next-generation 3D spatial intelligence<\/em> that supports applications such as <strong>digital twins, urban modeling and simulation, autonomous perception, and environmental monitoring<\/strong>, while remaining grounded in solid geometric and algorithmic foundations.\u200b<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong><span class=\"tadv-color\" style=\"color: #ff6663;\">Open Positions<\/span><\/strong><\/h4>\n\n\n\n<p>We have a few available positions at the level of PhD, MSc and BSc. See the <a href=\"http:\/\/cs.smu.ca\/~jiju\/index.php\/group-2\/\">group<\/a> page for more details.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Professional Activities<\/strong><\/h2>\n\n\n\n<ul>\n<li>Editorial\n<ul>\n<li>Associate Editor, <strong>IEEE Access<\/strong>, 2019-<\/li>\n\n\n\n<li>Guest Editor, Special Issue on &#8220;<a rel=\"noreferrer noopener\" href=\"https:\/\/www.mdpi.com\/journal\/remotesensing\/special_issues\/2B27K0M3T0\" target=\"_blank\"><strong>Advances in Understanding and 3D Semantic Modeling of Large-Scale Urban Scenes from Point Clouds<\/strong> II<\/a>&#8221; for <strong>Remote Sensing<\/strong>, submission deadline March 2024.<\/li>\n\n\n\n<li>Guest Editor, Special Issue on &#8220;<a rel=\"noreferrer noopener\" href=\"https:\/\/www.mdpi.com\/journal\/remotesensing\/special_issues\/7FIL9JIE58\" target=\"_blank\"><strong>Advances in Understanding and 3D Semantic Modeling of Large-Scale Urban Scenes from Point Clouds<\/strong><\/a>&#8221; for <strong>Remote Sensing<\/strong>, submission deadline Feb 2023.<\/li>\n\n\n\n<li>Guest Editor, Special Issue on &#8220;<strong><a rel=\"noreferrer noopener\" href=\"https:\/\/www.mdpi.com\/journal\/remotesensing\/special_issues\/Advances_in_Deep_Learning_based_3D_Scene_Understanding_from_LiDAR\" target=\"_blank\">Advances in Deep Learning based 3D Scene Understanding from LiDAR<\/a><\/strong>&#8221; for <strong>Remote Sensing<\/strong>, submission deadline Jan 2023.<\/li>\n\n\n\n<li>Guest Editor, Special issue on &#8220;<a rel=\"noreferrer noopener\" href=\"https:\/\/www.mdpi.com\/journal\/sensors\/special_issues\/LiDAR_Virtual_Cities\" target=\"_blank\"><strong>LiDAR based Virtual City Creation<\/strong><\/a>&#8221; for <strong>Sensors<\/strong>, 2019-20.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Session Chair\/Committees\n<ul>\n<li>Session chair, 3D Data Construction, Processing and Evaluation (Posters), IEEE IGARSS 2023<\/li>\n\n\n\n<li>NSERC CS Scholarship Committee (Member), 2022-25<\/li>\n\n\n\n<li>Science Atlantic CS Committee (Member), 2023-<\/li>\n\n\n\n<li>AARMS CRG Scientific Machine Learning (Member), 2021-<\/li>\n\n\n\n<li>IEEE GRSS Image Analysis &amp; Data Fusion (Member), 2023-<\/li>\n\n\n\n<li>Program Committee (Member)- NeurIPS 2026, CVPR 2026, &#8217;25, ICCV 2025, ECCV 2026, &#8217;24, CRV 2026, &#8217;24, CVPR USM3D 2025, &#8217;24, ISVC 2025-2019<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Ad hoc Reviewer\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n<ul>\n<li>Funding agencies\n<ul>\n<li>NSERC DG<\/li>\n\n\n\n<li>MITACS Accelerate <\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Journals-\n<ul>\n<li>IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)<\/li>\n\n\n\n<li>IEEE Transactions on Image Processing (TIP)<\/li>\n\n\n\n<li>IEEE Transactions on Geoscience &amp; Remote Sensing (TGRS)<\/li>\n\n\n\n<li>IEEE Transactions on Intelligent Transportation Systems<\/li>\n\n\n\n<li>Computer Vision and Image Understanding, Elsevier (CVIU)<\/li>\n\n\n\n<li>Image &amp; Vision Computing, Elsevier (IVC)<\/li>\n\n\n\n<li>Computer Graphics Forum, Wiley (CGF)<\/li>\n\n\n\n<li>Computers &amp; Graphics, Elsevier (C &amp; G)<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<ul>\n<li>Conferences-\n<ul>\n<li>NeurIPS, CVPR, ICCV, ECCV, WACV, BMVC, CRV, ISVC, INDOOR3D, SIBGRAPI, ISPRS Congress <\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Memberships<\/strong><\/h2>\n\n\n\n<ul>\n<li>ACM SIGGRAPH<\/li>\n\n\n\n<li>ASIA Graphics Association<\/li>\n\n\n\n<li>Solid Modeling Association (SMA)<\/li>\n\n\n\n<li>ACM SIGSPATIAL<\/li>\n\n\n\n<li>Institute of Electrical &amp; Electronics Engineers (IEEE)<\/li>\n\n\n\n<li>IEEE Computer Society<\/li>\n\n\n\n<li>IEEE Geoscience &amp; Remote Sensing Society<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Contact<\/strong><\/h2>\n\n\n\n<p>Office: MN130, McNally North (<em><span class=\"tadv-background-color\" style=\"background-color: #ffffff;\"><span class=\"tadv-color\" style=\"color: #0986bb;\"><strong>see the map below<\/strong><\/span><\/span><\/em>),<br>Department of Math &amp; Computing Science,<br>Saint Mary&#8217;s University,<br>923 Robie Street, Halifax, Canada-B3H3C3<br>e-mail: jiju.poovvancheri@smu.ca\/jijupnair2000@gmail.com<br>phone: +1 902 420 5787 <style> .fa {   padding: 10px;   font-size: 20px;   width: 50px;   text-align: center;   text-decoration: none;   border-radius: 30%; } .fa:hover {     opacity: 0.7; } .fa-google {   background: #dd4b39;   color: white; } .fa-linkedin {   background: #007bb5;   color: white; } .fa-github {   background: #000000;   color: white; } .fa-slack {   background: #4B0082;   color: white; } } <\/style><\/p>\n\n\n\n<figure><iframe loading=\"lazy\" style=\"border: 0;\" src=\"https:\/\/www.google.com\/maps\/embed?pb=!1m18!1m12!1m3!1d1236.251918238263!2d-63.58287430000013!3d44.63157130633311!2m3!1f0!2f0!3f0!3m2!1i1024!2i768!4f13.1!3m3!1m2!1s0x4b5a223ee2305a45%3A0xe993bcb69f8e44d9!2sMcNally+North%2C+Saint+Mary's+University!5e0!3m2!1sen!2sca!4v1566058633582!5m2!1sen!2sca\" width=\"600\" height=\"450\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>An Associate Professor in the Department of Math &amp; Computing Science at Saint Mary\u2019s University, Halifax, Canada, with prior postdoctoral&hellip;<\/p>\n","protected":false},"author":1,"featured_media":624,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":[],"_links":{"self":[{"href":"https:\/\/cs.smu.ca\/~jiju\/index.php\/wp-json\/wp\/v2\/pages\/23"}],"collection":[{"href":"https:\/\/cs.smu.ca\/~jiju\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/cs.smu.ca\/~jiju\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/cs.smu.ca\/~jiju\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/cs.smu.ca\/~jiju\/index.php\/wp-json\/wp\/v2\/comments?post=23"}],"version-history":[{"count":194,"href":"https:\/\/cs.smu.ca\/~jiju\/index.php\/wp-json\/wp\/v2\/pages\/23\/revisions"}],"predecessor-version":[{"id":2275,"href":"https:\/\/cs.smu.ca\/~jiju\/index.php\/wp-json\/wp\/v2\/pages\/23\/revisions\/2275"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/cs.smu.ca\/~jiju\/index.php\/wp-json\/wp\/v2\/media\/624"}],"wp:attachment":[{"href":"https:\/\/cs.smu.ca\/~jiju\/index.php\/wp-json\/wp\/v2\/media?parent=23"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}