{"id":1266,"date":"2023-11-29T01:09:12","date_gmt":"2023-11-28T19:39:12","guid":{"rendered":"https:\/\/icmi.acm.org\/2024\/?page_id=1266"},"modified":"2025-09-05T17:03:11","modified_gmt":"2025-09-05T07:03:11","slug":"grand-challenges","status":"publish","type":"page","link":"https:\/\/icmi.acm.org\/2025\/grand-challenges\/","title":{"rendered":"Grand Challenges"},"content":{"rendered":"<p>[et_pb_section fb_built=&#8221;1&#8243; admin_label=&#8221;section&#8221; _builder_version=&#8221;4.14.4&#8243; background_enable_image=&#8221;off&#8221; custom_padding=&#8221;3px||0px|||&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;post_content&#8221;][et_pb_row admin_label=&#8221;row&#8221; _builder_version=&#8221;4.14.4&#8243; background_size=&#8221;initial&#8221; background_position=&#8221;top_left&#8221; background_repeat=&#8221;repeat&#8221; width=&#8221;90%&#8221; custom_padding=&#8221;4px|||||&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;post_content&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;3.25&#8243; custom_padding=&#8221;|||&#8221; global_colors_info=&#8221;{}&#8221; custom_padding__hover=&#8221;|||&#8221; theme_builder_area=&#8221;post_content&#8221;][et_pb_text _builder_version=&#8221;4.14.4&#8243; _module_preset=&#8221;default&#8221; text_font=&#8221;||||||||&#8221; text_text_color=&#8221;#4f4f4f&#8221; text_font_size=&#8221;13px&#8221; header_4_text_color=&#8221;#3DBDA8&#8243; header_4_line_height=&#8221;2em&#8221; header_5_text_color=&#8221;#6292C2&#8243; header_5_line_height=&#8221;1.6em&#8221; custom_margin=&#8221;||0px|||&#8221; hover_enabled=&#8221;0&#8243; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;post_content&#8221; sticky_enabled=&#8221;0&#8243;]<\/p>\n<h4><strong>Grand Challenge<br \/><\/strong><\/h4>\n<div><b>Title<\/b>:\u00a0Multimodal Imaging for Waste Detection and Sorting<\/div>\n<div><\/div>\n<div><b>Abstract:\u00a0<\/b><span lang=\"EN-AU\"><span>Organic waste management is a crucial\u00a0<\/span><span>component<\/span><span>\u00a0of a circular economy, which prioritizes reducing waste through the reuse and recycling of products and materials. It is a tedious and complicated task,\u00a0<\/span><span>largely accomplished<\/span><span>\u00a0through manual\u00a0<\/span><span>labor<\/span><span>. We introduce a novel `in-the-wild&#8217; multimodal image dataset of 15-band NIR multi-spectral and single band thermal images of bulk food waste in an industrial setting. The dataset\u00a0<\/span><span>showcases<\/span><span>\u00a0<\/span><span>several<\/span><span>\u00a0complex computer vision problems that are unavoidable constraints in this setting. Benchmarking against different computer vision algorithms is performed to highlight these challenges. The key issues and their place in robotic waste processing for industrial applications, and grand challenge\u00a0<\/span><span>objectives<\/span><span>\u00a0are discussed.<\/span><span>\u00a0As this is the inaugural edition of the challenge, the primary\u00a0<\/span><span>objective<\/span><span>\u00a0is not to\u00a0<\/span><span>establish<\/span><span>\u00a0a strong baseline, but to\u00a0<\/span><span>showcase<\/span><span>\u00a0and explore\u00a0<\/span><span>particular computer<\/span><span>\u00a0vision challenges that are characteristic of the waste sorting issue. The dataset provided for use is the Thermal and Spectral Trash Yield (<\/span><span>TaSTY<\/span><span>), which consists of\u00a0<\/span><span>roughly 900<\/span><span>\u00a0labelled and annotated multi modal images.\u00a0<\/span><\/span><span>\u00a0<\/span><\/div>\n<div>\n<p><span><strong>Program<\/strong>: <\/span><span lang=\"EN-AU\">The challenge will be held on the 15<\/span><span lang=\"EN-AU\">th<\/span><span lang=\"EN-AU\">\u00a0of October as part of the main conference program.\u00a0<\/span>\u00a0<\/p>\n<ul>\n<li style=\"font-weight: 400;\">3:30pm: 5 min \u2013 Welcome and intro<\/li>\n<li style=\"font-weight: 400;\">3:35pm: 25 min \u2013 Keynote speaker: Olympia Yarger<\/li>\n<li style=\"font-weight: 400;\">4:00pm: 15 min \u2013 Matthew Vestal: Introduction to Grand Challenge and summary paper presentation<\/li>\n<li style=\"font-weight: 400;\">4:15pm: 10 min \u2013 Elane Peng: mIoG: An Evaluation Metric for Multispectral Instance Segmentation in Robotics<\/li>\n<li style=\"font-weight: 400;\">4:25pm: 5min \u2013 Concluding remarks<\/li>\n<\/ul>\n<\/div>\n<div>\n<p><b>Organizers:<\/b><\/p>\n<ul>\n<li><span lang=\"EN-AU\"><span>Matthew Vestal\u00a0<\/span><\/span><span>\u00a0(University of Canberra)<\/span><\/li>\n<li>\n<p><span lang=\"EN-AU\"><span>James Ireland<\/span><\/span><span>\u00a0\u00a0<\/span><span>(University of Canberra)<\/span><\/p>\n<\/li>\n<li>\n<p><span lang=\"EN-AU\"><span>Damith Herath<\/span><\/span><span>\u00a0\u00a0<\/span><span>(University of Canberra)<\/span><\/p>\n<\/li>\n<li>\n<p><span lang=\"EN-AU\"><span>Xing Wang<\/span><\/span><span>\u00a0\u00a0<\/span><span>(University of Canberra)<\/span><\/p>\n<\/li>\n<li>\n<p><span lang=\"EN-AU\"><span>Ram Subramanian<\/span><\/span><span>\u00a0<\/span><span>(University of Canberra)<\/span><\/p>\n<\/li>\n<\/ul>\n<\/div>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section]<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Grand Challenge Title:\u00a0Multimodal Imaging for Waste Detection and Sorting Abstract:\u00a0Organic waste management is a crucial\u00a0component\u00a0of a circular economy, which prioritizes reducing waste through the reuse and recycling of products and materials. It is a tedious and complicated task,\u00a0largely accomplished\u00a0through manual\u00a0labor. We introduce a novel `in-the-wild&#8217; multimodal image dataset of 15-band NIR multi-spectral and single band [&hellip;]<\/p>\n","protected":false},"author":1,"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":"<!-- wp:paragraph -->\n<p>This is an example page. It's different from a blog post because it will stay in one place and will show up in your site navigation (in most themes). Most people start with an About page that introduces them to potential site visitors. It might say something like this:<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:quote -->\n<blockquote class=\"wp-block-quote\"><p>Hi there! I'm a bike messenger by day, aspiring actor by night, and this is my website. I live in Los Angeles, have a great dog named Jack, and I like pi\u00f1a coladas. 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