{"id":866,"date":"2025-09-25T09:34:59","date_gmt":"2025-09-25T09:34:59","guid":{"rendered":"https:\/\/ivory-network.eu\/?page_id=866"},"modified":"2026-09-17T12:05:39","modified_gmt":"2026-09-17T12:05:39","slug":"866-2","status":"publish","type":"page","link":"https:\/\/ivory-network.eu\/index.php\/866-2\/","title":{"rendered":"DC03. \u00a0Research Journal"},"content":{"rendered":"<p>[et_pb_section fb_built=&#8221;1&#8243; _builder_version=&#8221;4.23.1&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;post_content&#8221;][et_pb_row _builder_version=&#8221;4.23.1&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;post_content&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.23.1&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;post_content&#8221;][et_pb_code _builder_version=&#8221;4.23.1&#8243; 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-->.ip-partner{display:flex;align-items:center;justify-content:flex-start;gap:8px;min-height:32px}.ip-partner span{line-height:24px;white-space:nowrap}.ip-partner img{width:54px;height:26px;object-fit:contain;display:block;flex:0 0 54px}.ip-affiliations{gap:16px;flex-wrap:wrap}.ip-affiliations>div{padding-right:16px}<!-- [et_pb_line_break_holder] -->.ivory-profile .ip-hero h1{text-align:justify;text-align-last:left}<!-- [et_pb_line_break_holder] --><\/style>\n<p><!-- [et_pb_line_break_holder] --><\/p>\n<div class=\"ivory-profile\">\n<div class=\"ip-crumb\">Home \u203a Our People \u203a Doctoral Candidates \u203a DC3 \u2013 Amirhossein Hassani<\/div>\n<div class=\"ip-grid\">\n<aside class=\"ip-sidebar\"><img decoding=\"async\" class=\"ip-photo\" src=\"https:\/\/ivory-network.eu\/wp-content\/uploads\/2024\/09\/DC3-Amirhossein-Hassani-logo.png\" alt=\"Amirhossein Hassani\"><\/p>\n<div class=\"ip-panel\">\n<h3><img decoding=\"async\" class=\"ip-icon-img\" src=\"https:\/\/ivory-network.eu\/wp-content\/uploads\/2026\/09\/education-icon.png\" alt=\"\">Education<\/h3>\n<pee>M.Sc. in Computer Engineering \u2013 Artificial Intelligence and Robotics<!\u2013- [et_pb_br_holder] -\u2013>Shahid Bahonar University of Kerman<\/pee>\n<hr>\n<h3><img decoding=\"async\" class=\"ip-icon-img\" src=\"https:\/\/ivory-network.eu\/wp-content\/uploads\/2026\/09\/links-icon.png\" alt=\"\">Links<\/h3>\n<p><a class=\"ip-link\" href=\"https:\/\/www.linkedin.com\/in\/amirhossein-hassani-b0a77a19b\/\" target=\"_blank\" rel=\"noopener noreferrer\">LinkedIn <span aria-hidden=\"true\">\u2197<\/span><\/a><a class=\"ip-link\" href=\"https:\/\/scholar.google.com\/citations?user=mPxK2bQAAAAJ&amp;hl=en\" target=\"_blank\" rel=\"noopener noreferrer\">Google Scholar <span aria-hidden=\"true\">\u2197<\/span><\/a><a class=\"ip-link\" href=\"https:\/\/orcid.org\/0009-0003-8862-4108\" target=\"_blank\" rel=\"noopener noreferrer\">ORCID <span aria-hidden=\"true\">\u2197<\/span><\/a><\/div>\n<\/aside>\n<p><main><\/p>\n<div class=\"ip-hero\"><span class=\"ip-tag\">DC3<\/span><\/p>\n<h1>AI for road safety in LMICs<\/h1>\n<div class=\"ip-name\">Amirhossein Hassani<\/div>\n<div class=\"ip-slogan\">Safer mobility<!\u2013- [et_pb_br_holder] -\u2013>for a brighter<!\u2013- [et_pb_br_holder] -\u2013>tomorrow<\/div>\n<\/div>\n<div class=\"ip-affiliations\">\n<div class=\"ip-partner\"><img decoding=\"async\" src=\"https:\/\/ivory-network.eu\/wp-content\/uploads\/2023\/11\/LOGO-FPZ_final.png\" alt=\"FPZ logo\"><\/div>\n<div class=\"ip-partner\"><img decoding=\"async\" src=\"https:\/\/ivory-network.eu\/wp-content\/uploads\/2023\/11\/agilisys-lemurs-Logo-dark.png\" alt=\"Agilysis logo\"><\/div>\n<div>\u2667 \u00a0 Work Package 4<!\u2013- [et_pb_br_holder] -\u2013><span class=\"ip-muted\">Responsible AI<\/span><\/div>\n<\/div>\n<section class=\"ip-panel ip-glance\">\n<h2><span class=\"ip-icon ip-teal\">\u25ce<\/span>Research at a glance<\/h2>\n<pee>My research sits at the intersection of computer vision, machine learning, and intelligent transport systems. I develop AI methods that turn road images and video into useful safety information, with a particular focus on real-world conditions where data can be noisy, imbalanced, incomplete, or difficult to label. My work includes multi-task visual classification of road infrastructure and traffic attributes, transformer-based vision models, multimodal and vision-language methods, and predictive modelling of road safety risk. I also work with satellite imagery and geospatial data to extend analysis beyond street-level cameras. A key part of my research is making models more robust, scalable, and useful for practical deployment rather than only improving benchmark accuracy. The broader goal is to build AI systems that can understand complex physical environments and support safer, data-driven decision making.<\/pee><\/section>\n<section class=\"ip-panel ip-objectives\">\n<h2><svg class=\"ip-target-icon\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><circle cx=\"12\" cy=\"12\" r=\"9\"\/><circle cx=\"12\" cy=\"12\" r=\"5.5\"\/><circle cx=\"12\" cy=\"12\" r=\"2\"\/><\/svg>Research objectives<\/h2>\n<ul>\n<li>Develop robust computer vision models for automatic road and traffic attribute recognition from images and video.<\/li>\n<li>Improve multi-task learning under class imbalance, noisy labels, and limited real-world data.<\/li>\n<li>Combine vision transformers, multimodal models, and vision-language models for richer scene understanding.<\/li>\n<li>Build predictive models linking visual road features to crash risk and road safety outcomes.<\/li>\n<li>Extend analysis using satellite imagery and geospatial data for scalable transport and infrastructure monitoring.<\/li>\n<\/ul>\n<\/section>\n<section class=\"ip-section\">\n<div class=\"ip-section-title\">\n<h2><svg class=\"ip-heading-icon\" aria-hidden=\"true\" viewBox=\"0 0 32 32\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\"><path d=\"M5 8H2v22h22v-3M9 2h15l6 6v18H9zM23 2v7h7M13 13h13M13 18h13M13 22h8\"\/><\/svg>Publications<\/h2>\n<\/div>\n<div class=\"ip-table-wrap\">\n<table>\n<thead>\n<tr>\n<th>Title<\/th>\n<th>Authors<\/th>\n<th>Venue<\/th>\n<th>Year<\/th>\n<th>Link<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Auditing iRAP&#8217;s ViDA Risk Engine: A Two-Stage Surrogate Learning and Orthogonalized Heterogeneity Framework for Modelled Road Safety<\/td>\n<td>Hassani, A.<!\u2013- [et_pb_br_holder] -\u2013><span class=\"ip-muted\">First author<\/span><\/td>\n<td>Infrastructures<\/td>\n<td>2026<\/td>\n<td class=\"ip-see\"><a href=\"https:\/\/doi.org\/10.3390\/infrastructures11040129\" target=\"_blank\" rel=\"noopener noreferrer\" aria-label=\"Publication link\">\u2197<\/a><\/td>\n<\/tr>\n<tr>\n<td>Multi-Scale Spatio-Temporal Feature Aggregation for Road Safety Attributes Classification From Videos<\/td>\n<td>Hassani, A.<!\u2013- [et_pb_br_holder] -\u2013><span class=\"ip-muted\">Co-author, with University of Zagreb and iRAP<\/span><\/td>\n<td>IEEE Access<\/td>\n<td>2026<\/td>\n<td class=\"ip-muted\">\u2013<\/td>\n<\/tr>\n<tr>\n<td>Optimizing Car Collision Detection Using Large Dashcam-Based Datasets<\/td>\n<td>Hassani, A.<!\u2013- [et_pb_br_holder] -\u2013><span class=\"ip-muted\">Co-author<\/span><\/td>\n<td>Applied Sciences<\/td>\n<td>2025<\/td>\n<td class=\"ip-muted\">\u2013<\/td>\n<\/tr>\n<tr>\n<td>A Spatio-Temporal Multi-Task Framework for iRAP Road Attribute Classification from Street-Level Videos<\/td>\n<td>Hassani, A.<!\u2013- [et_pb_br_holder] -\u2013><span class=\"ip-muted\">Co-author<\/span><\/td>\n<td>ACAI 2025 (IEEE)<\/td>\n<td>2025<\/td>\n<td class=\"ip-muted\">\u2013<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/section>\n<section class=\"ip-section\">\n<div class=\"ip-section-title\">\n<h2><svg class=\"ip-heading-icon\" aria-hidden=\"true\" viewBox=\"0 0 32 32\" fill=\"currentColor\"><circle cx=\"18\" cy=\"6\" r=\"5\"\/><path d=\"M9 17v-2c0-5 18-5 18 0v2zM3 19h28v4H3zM10 24h15l-2 8H12z\"\/><path d=\"M5 19v-6l3-4\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\"\/><circle cx=\"8\" cy=\"9\" r=\"2.5\"\/><\/svg>Conference contributions<\/h2>\n<\/div>\n<div class=\"ip-table-wrap\">\n<table>\n<thead>\n<tr>\n<th>Title<\/th>\n<th>Conference<\/th>\n<th>Date<\/th>\n<th>Link<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>EfficientNet-Swin Transformer for Automated iRAP Road Safety Attribute Extraction in Low- and Middle-Income Countries<\/td>\n<td>ICTR 2025<\/td>\n<td>2025<\/td>\n<td class=\"ip-muted\">\u2013<\/td>\n<\/tr>\n<tr>\n<td>Compositional Diffusion Image Synthesis for Long-Tailed Multi-Country Road Infrastructure Assessment<\/td>\n<td>8th IRTAD International Conference<\/td>\n<td>2026<\/td>\n<td class=\"ip-muted\">\u2013<\/td>\n<\/tr>\n<tr>\n<td>Quantifying Signal-Gating Error in Queue Delay Models Using Video-Derived Trajectories<\/td>\n<td>EAI FABULOUS 2026<\/td>\n<td>2026<\/td>\n<td class=\"ip-muted\">\u2013<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/section>\n<section class=\"ip-section\">\n<div class=\"ip-section-title\">\n<h2><span class=\"ip-icon\">\u2708<\/span>Secondments &amp; collaborations<\/h2>\n<\/div>\n<div class=\"ip-table-wrap\">\n<table>\n<thead>\n<tr>\n<th>Host organisation<\/th>\n<th>Period<\/th>\n<th>Purpose<\/th>\n<th>Status<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Verne (Project 3 Mobility \u2013 P3M)<!\u2013- [et_pb_br_holder] -\u2013><span class=\"ip-muted\">Zagreb, Croatia<\/span><\/td>\n<td>\u2013<\/td>\n<td>Autonomous mobility and robotaxi technology company<\/td>\n<td>\u2013<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/section>\n<p><\/main><\/div>\n<\/div>\n<p>[\/et_pb_code][\/et_pb_column][\/et_pb_row][\/et_pb_section]<\/p>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":6,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_et_pb_use_builder":"on","_et_pb_old_content":"","_et_gb_content_width":"","om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"footnotes":""},"class_list":["post-866","page","type-page","status-publish","hentry"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.0.1 - aioseo.com -->\n\t<meta name=\"description\" content=\"Home \u203a Our People \u203a Doctoral Candidates \u203a DC3 \u2013 Amirhossein HassaniShahid Bahonar University of Kerman for a brightertomorrowResponsible AI\u25ceResearch at a glanceMy research sits at the intersection of computer vision, machine learning, and intelligent transport systems. 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