{"id":543,"date":"2017-11-05T05:37:45","date_gmt":"2017-11-05T05:37:45","guid":{"rendered":"https:\/\/ryma.cinvestav.mx\/ravg\/?page_id=543"},"modified":"2017-11-12T02:59:52","modified_gmt":"2017-11-12T02:59:52","slug":"topics","status":"publish","type":"page","link":"https:\/\/ryma.cinvestav.mx\/ravg\/topics\/","title":{"rendered":"Topics of research"},"content":{"rendered":"<p>[et_pb_section bb_built=&#8221;1&#8243; fullwidth=&#8221;on&#8221; specialty=&#8221;off&#8221; _builder_version=&#8221;3.0.86&#8243; background_image=&#8221;https:\/\/ryma.cinvestav.mx\/ravg\/wp-content\/uploads\/sites\/19\/2017\/09\/IMAGEN-CAMPA\u00d1A1.jpg&#8221; global_module=&#8221;714&#8243;][et_pb_fullwidth_header admin_label=&#8221;RESEARCH_UpperTitle&#8221; global_parent=&#8221;714&#8243; _builder_version=&#8221;3.0.86&#8243; title=&#8221;RAVG: Robotics Active Vision&#8221; subhead=&#8221;Research&#8221; text_orientation=&#8221;left&#8221; header_fullscreen=&#8221;off&#8221; header_scroll_down=&#8221;off&#8221; image_orientation=&#8221;center&#8221; background_layout=&#8221;dark&#8221; content_orientation=&#8221;center&#8221; custom_button_two=&#8221;off&#8221; button_two_icon_placement=&#8221;right&#8221; custom_button_one=&#8221;off&#8221; button_one_icon_placement=&#8221;right&#8221; background_overlay_color=&#8221;rgba(0,0,0,0.3)&#8221; text_shadow_style=&#8221;preset3&#8243; text_shadow_blur_strength=&#8221;1em&#8221; text_shadow_color=&#8221;rgba(0,0,0,0.8)&#8221; title_font=&#8221;|700|||||||&#8221; subhead_font=&#8221;|700|||||||&#8221; subhead_font_size=&#8221;20&#8243; \/][et_pb_fullwidth_menu global_parent=&#8221;714&#8243; _builder_version=&#8221;3.0.86&#8243; menu_id=&#8221;10&#8243; background_color=&#8221;#d3d3d3&#8243; submenu_direction=&#8221;downwards&#8221; fullwidth_menu=&#8221;off&#8221; background_layout=&#8221;light&#8221; active_link_color=&#8221;#8300e9&#8243; menu_font=&#8221;|700|||||||&#8221; \/][\/et_pb_section][et_pb_section bb_built=&#8221;1&#8243; admin_label=&#8221;Section with nice shadow&#8221; _builder_version=&#8221;3.0.86&#8243; custom_css_main_element=&#8221;box-shadow: inset 0px 3px 2px rgba(50, 50, 50, 0.75);&#8221;][et_pb_row _builder_version=&#8221;3.0.47&#8243; background_size=&#8221;initial&#8221; background_position=&#8221;top_left&#8221; background_repeat=&#8221;repeat&#8221;][et_pb_column type=&#8221;4_4&#8243;][et_pb_text admin_label=&#8221;Active Vision and Field Robotics&#8221; _builder_version=&#8221;3.0.86&#8243; background_layout=&#8221;light&#8221;]<\/p>\n<hr \/>\n<h1><i class=\"fa fa-video-camera \" ><\/i> Active Vision and Field Robotics<\/h1>\n<p style=\"text-align: justify;\">The research is focused primarily on developing a clear understanding of the computational and engineering aspects related to perception, reconstruction, recognition and tracking with the aim of improving existing robotic systems and\/or designing new models to allow for a semi-autonomous or fully autonomous operation.<br \/>\nA key aspect is the use and understanding how sensor data (e.g., visual, inertial, force sensors) can be integrated in an efficient way to achieve our goals.<\/p>\n<p style=\"text-align: justify;\">The research lines we address are: visual-based spatial (absolute) and topological (qualitative) localization, cognitive learning skills for navigation, active perception and human-robot interaction, visual based autonomous navigation, obstacle avoidance, 3D environment reconstruction for mobile robots, characterization of the 3D structure of environments using statistical and probabilistic methods.<\/p>\n<p>[\/et_pb_text][et_pb_text admin_label=&#8221;Shape analysis and 3D reconstruction&#8221; _builder_version=&#8221;3.0.86&#8243; background_layout=&#8221;light&#8221;]<\/p>\n<hr \/>\n<h1><i class=\"fa fa-codepen \" ><\/i>\u00a0Shape analysis and 3D reconstruction<\/h1>\n<p style=\"text-align: justify;\">This research is related with the discovery of hidden relationships in data containing a large amount of variables in comparison with a small number of observations. This falls in the field of statistical analysis with an emphasis on\u00a0dimensionality reduction for\u00a0building a more suitable representation for the data. Besides other applications such as humanoid robotics, acoustics and more recently agricultural analysis, we\u00a0have applied dimensionality reduction techniques\u00a0in two main areas of\u00a0computer vision:\u00a0<strong>Shape Analysis and\u00a03D reconstruction<\/strong>.<\/p>\n<p>[\/et_pb_text][et_pb_text admin_label=&#8221;Applied Computer Vision&#8221; _builder_version=&#8221;3.0.86&#8243; background_layout=&#8221;light&#8221;]<\/p>\n<hr \/>\n<h1><i class=\"fa fa-cogs \" ><\/i> Applied Computer Vision<\/h1>\n<p>The main topics here are related with object recognition and image understanding applied to mobile and aerial robots. We explore Machine Learning Techniques to solve real world problems.<\/p>\n<p>The specific topics are:<\/p>\n<ul>\n<li>Image processing<\/li>\n<li>Object detection (2D and 3D)<\/li>\n<li>Computer vision in agriculture<\/li>\n<li>Drones and computer visi\u00f3n<\/li>\n<li>Real world perception of mobile robots<\/li>\n<li>Deep Learning for agriculture<\/li>\n<\/ul>\n<p>[\/et_pb_text][et_pb_text admin_label=&#8221;Vision in Robotics&#8221; _builder_version=&#8221;3.0.86&#8243; background_layout=&#8221;light&#8221;]<\/p>\n<hr \/>\n<h1><i class=\"fa fa-low-vision \" ><\/i>\u00a0Vision in Robotics<\/h1>\n<p>The research areas are:<\/p>\n<ul>\n<li>Motion generation and control for anthropomorphic mechanisms<\/li>\n<li>Humanoid robots<\/li>\n<li>Virtual mannequins<\/li>\n<li>Redundant arms and hands<\/li>\n<li>Vision-based robot localization and navigation<\/li>\n<li>Computational models of human walking<\/li>\n<li>Differential systems<\/li>\n<li>Statistical models<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section bb_built=&#8221;1&#8243; fullwidth=&#8221;off&#8221; specialty=&#8221;off&#8221; background_color=&#8221;rgba(0,0,0,0.32)&#8221; inner_shadow=&#8221;on&#8221; custom_css_main_element=&#8221;box-shadow: inset 0px 3px 2px rgba(150, 150, 150, 0.85);&#8221; _builder_version=&#8221;3.0.72&#8243; locked=&#8221;off&#8221; global_module=&#8221;321&#8243;][et_pb_row global_parent=&#8221;321&#8243; make_fullwidth=&#8221;off&#8221; use_custom_width=&#8221;off&#8221; width_unit=&#8221;on&#8221; use_custom_gutter=&#8221;off&#8221; allow_player_pause=&#8221;off&#8221; parallax=&#8221;off&#8221; parallax_method=&#8221;on&#8221; make_equal=&#8221;off&#8221; parallax_1=&#8221;off&#8221; parallax_method_1=&#8221;off&#8221; custom_margin=&#8221;-40px|||&#8221; background_position=&#8221;top_left&#8221; background_repeat=&#8221;repeat&#8221; background_size=&#8221;initial&#8221; parent_locked=&#8221;off&#8221;][et_pb_column type=&#8221;4_4&#8243;][et_pb_image admin_label=&#8221;LogoCINVESTAV del Pie de p\u00e1gina&#8221; global_parent=&#8221;321&#8243; src=&#8221;https:\/\/ryma.cinvestav.mx\/wp-content\/uploads\/2014\/08\/roboticaCinvestavOK_transparencia_white.png&#8221; alt=&#8221;Rob\u00f3tica y Manufactura Avanzada, Cinvestav&#8221; show_in_lightbox=&#8221;off&#8221; url_new_window=&#8221;off&#8221; use_overlay=&#8221;off&#8221; animation=&#8221;off&#8221; sticky=&#8221;on&#8221; align=&#8221;center&#8221; max_width=&#8221;95px&#8221; max_width_last_edited=&#8221;on|desktop&#8221; force_fullwidth=&#8221;off&#8221; always_center_on_mobile=&#8221;on&#8221; custom_margin=&#8221;||15px|&#8221; _builder_version=&#8221;3.0.85&#8243; parent_locked=&#8221;off&#8221; url=&#8221;https:\/\/ryma.cinvestav.mx\/&#8221; show_bottom_space=&#8221;on&#8221; \/][et_pb_text global_parent=&#8221;321&#8243; _builder_version=&#8221;3.0.72&#8243; background_layout=&#8221;dark&#8221; text_orientation=&#8221;center&#8221; border_style=&#8221;solid&#8221; custom_margin=&#8221;||-50px|&#8221; parent_locked=&#8221;off&#8221;]<\/p>\n<hr \/>\n<p style=\"text-align: center;\">Av. Industrial\u00a0Metalurgia\u00a0#1062,\u00a0Parque Ind. Ramos Arizpe,\u00a0Ramos Arizpe, Coah.\u00a0C.P. 25900, M\u00e9xico. \u00a0Tel. +52 (844) 438-9600<\/p>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section]<\/p>\n","protected":false},"excerpt":{"rendered":"<p><i class=\"fa fa-video-camera \" ><\/i> Active Vision and Field Robotics The research is focused primarily on developing a clear understanding of the computational and engineering aspects related to perception, reconstruction, recognition and tracking with the aim of improving existing robotic systems and\/or designing new models to allow for a semi-autonomous or fully autonomous operation. A key [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":7,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_et_pb_use_builder":"on","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":""},"class_list":["post-543","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Topics of research - Robotics Active Vision Group<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/ryma.cinvestav.mx\/ravg\/topics\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Topics of research - Robotics Active Vision Group\" \/>\n<meta property=\"og:description\" content=\"Active Vision and Field Robotics The research is focused primarily on developing a clear understanding of the computational and engineering aspects related to perception, reconstruction, recognition and tracking with the aim of improving existing robotic systems and\/or designing new models to allow for a semi-autonomous or fully autonomous operation. 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