{"id":1648,"date":"2023-08-10T12:48:18","date_gmt":"2023-08-10T11:48:18","guid":{"rendered":"https:\/\/sites.manchester.ac.uk\/manchester-vision-network\/?page_id=1648"},"modified":"2023-09-05T14:52:13","modified_gmt":"2023-09-05T13:52:13","slug":"machine-vision-and-image-analysis","status":"publish","type":"page","link":"https:\/\/sites.manchester.ac.uk\/manchester-vision-network\/key-areas-of-research\/machine-vision-and-image-analysis\/","title":{"rendered":"Machine vision and image analysis"},"content":{"rendered":"<p>[et_pb_section bb_built=&#8221;1&#8243; admin_label=&#8221;section&#8221; fullwidth=&#8221;on&#8221; next_background_color=&#8221;#000000&#8243; _builder_version=&#8221;3.17.6&#8243; global_module=&#8221;322&#8243;][et_pb_fullwidth_menu global_parent=&#8221;322&#8243; _builder_version=&#8221;3.0.106&#8243; menu_id=&#8221;7&#8243; submenu_direction=&#8221;downwards&#8221; fullwidth_menu=&#8221;off&#8221; background_layout=&#8221;dark&#8221; module_class=&#8221;main-navigation&#8221; 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allow_player_pause=&#8221;off&#8221; inner_shadow=&#8221;off&#8221; parallax=&#8221;off&#8221; parallax_method=&#8221;on&#8221; make_fullwidth=&#8221;off&#8221; use_custom_width=&#8221;off&#8221; width_unit=&#8221;on&#8221; make_equal=&#8221;off&#8221; use_custom_gutter=&#8221;off&#8221; custom_padding=&#8221;||0px|&#8221; prev_background_color=&#8221;#ffffff&#8221; next_background_color=&#8221;#ffffff&#8221;][et_pb_row allow_player_pause=&#8221;off&#8221; parallax=&#8221;off&#8221; parallax_method=&#8221;on&#8221; parallax_1=&#8221;off&#8221; parallax_method_1=&#8221;off&#8221; make_fullwidth=&#8221;off&#8221; use_custom_width=&#8221;off&#8221; width_unit=&#8221;on&#8221; use_custom_gutter=&#8221;off&#8221; make_equal=&#8221;off&#8221; custom_margin=&#8221;||0px|&#8221; custom_padding=&#8221;||0px|&#8221; module_class=&#8221;breadcrumbs-row&#8221; background_position=&#8221;top_left&#8221; background_repeat=&#8221;repeat&#8221; background_size=&#8221;initial&#8221;][et_pb_column type=&#8221;4_4&#8243;][et_pb_text admin_label=&#8221;Breadcrumbs (do not remove)&#8221; background_layout=&#8221;light&#8221; text_orientation=&#8221;left&#8221; use_border_color=&#8221;off&#8221; border_color=&#8221;#ffffff&#8221; border_style=&#8221;solid&#8221; module_class=&#8221;breadcrumbs&#8221; custom_css_main_element=&#8221;border-bottom: 1px solid #ececed;&#8221; module_alignment=&#8221;left&#8221; background_position=&#8221;top_left&#8221; background_repeat=&#8221;repeat&#8221; background_size=&#8221;initial&#8221;]<\/p>\n<span><span><a href=\"https:\/\/sites.manchester.ac.uk\/manchester-vision-network\/\">MVN2020<\/a><\/span><\/span>\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;on&#8221; transparent_background=&#8221;off&#8221; allow_player_pause=&#8221;off&#8221; inner_shadow=&#8221;off&#8221; parallax=&#8221;off&#8221; parallax_method=&#8221;on&#8221; parallax_1=&#8221;off&#8221; parallax_method_1=&#8221;off&#8221; parallax_2=&#8221;off&#8221; parallax_method_2=&#8221;off&#8221; make_fullwidth=&#8221;off&#8221; use_custom_width=&#8221;off&#8221; width_unit=&#8221;on&#8221; make_equal=&#8221;off&#8221; use_custom_gutter=&#8221;on&#8221; gutter_width=&#8221;2&#8243; prev_background_color=&#8221;#ffffff&#8221; next_background_color=&#8221;#ffffff&#8221;][et_pb_column type=&#8221;1_3&#8243;][et_pb_sidebar admin_label=&#8221;Left Nav Sidebar&#8221; area=&#8221;et_pb_widget_area_1&#8243; orientation=&#8221;left&#8221; remove_border=&#8221;on&#8221; background_layout=&#8221;light&#8221; module_id=&#8221;left-nav-menu&#8221; show_border=&#8221;off&#8221; \/][\/et_pb_column][et_pb_column type=&#8221;2_3&#8243; specialty_columns=&#8221;2&#8243;][et_pb_row_inner admin_label=&#8221;Row&#8221;][et_pb_column_inner type=&#8221;4_4&#8243; saved_specialty_column_type=&#8221;2_3&#8243;][et_pb_text admin_label=&#8221;Text: Machine vision and image analysis&#8221; _builder_version=&#8221;3.17.6&#8243;]<\/p>\n<h1>Machine vision and image analysis<\/h1>\n<p class=\"subHeading\">We exploit the capacity of astonishing recent rates of development in computing power and imaging capabilities to yield exciting new prospects and expose new frontiers of discovery.<\/p>\n<p>Computing power and imaging capabilities have been developing at astonishing rates in recent years. Combining advances in these two areas can yield exciting new prospects and expose new frontiers of discovery.<\/p>\n<p>Manchester has a rich and diverse programme of exploration in this field, with key areas of research including:<\/p>\n<ul>\n<li>Studying human colour vision applying psychophysics and computational analysis with hyperspectral images of natural scenes.<\/li>\n<li>Applying image processing, machine learning and mathematical modelling techniques to modern ophthalmic imaging to provide objective biomarkers, stratify clinical disease and aid in management decisions.<\/li>\n<li>Image processing and recognition techniques including deep learning for a variety of image analysis tasks such as texture modelling, segmentation, face recognition, facial expression.<\/li>\n<li>Deep learning to classify density in mammograms to study risk factors in the development of breast cancer.<\/li>\n<\/ul>\n<p>[\/et_pb_text][\/et_pb_column_inner][\/et_pb_row_inner][\/et_pb_column][\/et_pb_section][et_pb_section bb_built=&#8221;1&#8243; admin_label=&#8221;Connect Title&#8221; custom_padding=&#8221;0px||0px|&#8221; _builder_version=&#8221;3.0.90&#8243; module_class=&#8221;footer-section&#8221; prev_background_color=&#8221;#000000&#8243; global_module=&#8221;380&#8243;][et_pb_row admin_label=&#8221;row&#8221; global_parent=&#8221;380&#8243; locked=&#8221;off&#8221; allow_player_pause=&#8221;off&#8221; parallax=&#8221;off&#8221; parallax_method=&#8221;on&#8221; parallax_1=&#8221;off&#8221; parallax_method_1=&#8221;off&#8221; parallax_2=&#8221;off&#8221; parallax_method_2=&#8221;off&#8221; parallax_3=&#8221;off&#8221; parallax_method_3=&#8221;off&#8221; make_fullwidth=&#8221;off&#8221; use_custom_width=&#8221;off&#8221; width_unit=&#8221;on&#8221; use_custom_gutter=&#8221;off&#8221; make_equal=&#8221;off&#8221; module_id=&#8221;footer-row&#8221; _builder_version=&#8221;3.0.89&#8243;][et_pb_column type=&#8221;1_3&#8243;][et_pb_text admin_label=&#8221;Contact Us Title&#8221; global_parent=&#8221;380&#8243; background_layout=&#8221;dark&#8221; text_text_color=&#8221;#ffffff&#8221; parent_locked=&#8221;off&#8221; background_position=&#8221;top_left&#8221; background_repeat=&#8221;repeat&#8221; background_size=&#8221;initial&#8221;]<\/p>\n<h4>Contact Us<\/h4>\n<p>[\/et_pb_text][et_pb_text admin_label=&#8221;Contact Us&#8221; global_parent=&#8221;380&#8243; text_text_color=&#8221;#aaaaaa&#8221; parent_locked=&#8221;off&#8221; background_layout=&#8221;light&#8221; text_orientation=&#8221;left&#8221; use_border_color=&#8221;off&#8221; border_color=&#8221;#ffffff&#8221; border_style=&#8221;solid&#8221; module_class=&#8221;contact-us&#8221; background_position=&#8221;top_left&#8221; background_repeat=&#8221;repeat&#8221; background_size=&#8221;initial&#8221;]<\/p>\n<p>+44 (0) 161 306 6000<\/p>\n<p>[\/et_pb_text][\/et_pb_column][et_pb_column type=&#8221;1_3&#8243;][et_pb_text admin_label=&#8221;Find Us Title&#8221; global_parent=&#8221;380&#8243; background_layout=&#8221;dark&#8221; text_text_color=&#8221;#ffffff&#8221; parent_locked=&#8221;off&#8221; background_position=&#8221;top_left&#8221; background_repeat=&#8221;repeat&#8221; background_size=&#8221;initial&#8221;]<\/p>\n<h4>Find Us<\/h4>\n<p>[\/et_pb_text][et_pb_text admin_label=&#8221;Address&#8221; global_parent=&#8221;380&#8243; background_layout=&#8221;dark&#8221; text_orientation=&#8221;left&#8221; use_border_color=&#8221;off&#8221; border_color=&#8221;#ffffff&#8221; border_style=&#8221;solid&#8221; module_id=&#8221;address&#8221; parent_locked=&#8221;off&#8221; background_position=&#8221;top_left&#8221; background_repeat=&#8221;repeat&#8221; background_size=&#8221;initial&#8221;]<\/p>\n<p><a href=\"http:\/\/www.manchester.ac.uk\/discover\/maps\/interactive-map\/\">The University of Manchester<br \/>Oxford Rd<br \/>Manchester<br \/>M13 9PL<br \/>UK<\/a><\/p>\n<p>[\/et_pb_text][\/et_pb_column][et_pb_column type=&#8221;1_3&#8243;][et_pb_text admin_label=&#8221;Connect Title&#8221; global_parent=&#8221;380&#8243; background_layout=&#8221;dark&#8221; text_text_color=&#8221;#ffffff&#8221; parent_locked=&#8221;off&#8221; background_position=&#8221;top_left&#8221; background_repeat=&#8221;repeat&#8221; background_size=&#8221;initial&#8221;]<\/p>\n<h4>Connect With Us<\/h4>\n<p>[\/et_pb_text][et_pb_code admin_label=&#8221;Social Media&#8221; global_parent=&#8221;380&#8243; parent_locked=&#8221;off&#8221; _builder_version=&#8221;3.17.6&#8243;]<\/p>\n<ul class=\"inlineList footer-socialIcons\"><!-- [et_pb_line_break_holder] --><\/p>\n<li><!-- [et_pb_line_break_holder] --> <a href=\"https:\/\/www.facebook.com\/TheUniversityOfManchester\"><!-- [et_pb_line_break_holder] --> <img loading=\"lazy\" decoding=\"async\" src=\"\/\/assets.manchester.ac.uk\/phase1\/templates\/images\/icon-facebook-50.png\" alt=\"Facebook page for The University of Manchester\" width=\"40\" height=\"40\" \/><!-- [et_pb_line_break_holder] --> <\/a><!-- [et_pb_line_break_holder] --><\/li>\n<p><!-- [et_pb_line_break_holder] --><\/p>\n<li><!-- [et_pb_line_break_holder] --> <a href=\"https:\/\/twitter.com\/OfficialUoM\"><!-- [et_pb_line_break_holder] --> <img loading=\"lazy\" decoding=\"async\" src=\"\/\/assets.manchester.ac.uk\/phase1\/templates\/images\/icon-twitter-50.png\" alt=\"Twitter page for The University of Manchester\" width=\"40\" height=\"40\" \/><!-- [et_pb_line_break_holder] --> <\/a><!-- [et_pb_line_break_holder] --><\/li>\n<p><!-- [et_pb_line_break_holder] --><\/p>\n<li><!-- [et_pb_line_break_holder] --> <a href=\"http:\/\/www.youtube.com\/universitymanchester\"><!-- [et_pb_line_break_holder] --> <img loading=\"lazy\" decoding=\"async\" src=\"\/\/assets.manchester.ac.uk\/phase1\/templates\/images\/icon-youtube-50.png\" alt=\"YouTube page for The University of Manchester\" width=\"40\" height=\"40\" \/><!-- [et_pb_line_break_holder] --> <\/a><!-- [et_pb_line_break_holder] --><\/li>\n<p><!-- [et_pb_line_break_holder] --><\/p>\n<li><!-- [et_pb_line_break_holder] --> <a href=\"https:\/\/instagram.com\/officialuom\/\"><!-- [et_pb_line_break_holder] --> <!-- [et_pb_line_break_holder] --> <img loading=\"lazy\" decoding=\"async\" src=\"\/\/assets.manchester.ac.uk\/phase1\/templates\/images\/icon-instagram-50.svg\" alt=\"Instagram page for The University of Manchester\" width=\"40\" height=\"40\" \/><!-- [et_pb_line_break_holder] --> <\/a><!-- [et_pb_line_break_holder] --><\/li>\n<p><!-- [et_pb_line_break_holder] --><\/ul>\n<p>[\/et_pb_code][\/et_pb_column][\/et_pb_row][\/et_pb_section]<\/p>\n","protected":false},"excerpt":{"rendered":"<p><span><span><a href=\"https:\/\/sites.manchester.ac.uk\/manchester-vision-network\/\">MVN2020<\/a><\/span><\/span> Machine vision and image analysis We exploit the capacity of astonishing recent rates of development in computing power and imaging capabilities to yield exciting new prospects and expose new frontiers of discovery. Computing power and imaging capabilities have been developing at astonishing rates in recent years. Combining advances in these two areas can yield [&hellip;]<\/p>\n","protected":false},"author":11,"featured_media":0,"parent":1663,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_et_pb_use_builder":"on","_et_pb_old_content":"","_et_gb_content_width":"","_exactmetrics_skip_tracking":false,"footnotes":""},"class_list":["post-1648","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/sites.manchester.ac.uk\/manchester-vision-network\/wp-json\/wp\/v2\/pages\/1648","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sites.manchester.ac.uk\/manchester-vision-network\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/sites.manchester.ac.uk\/manchester-vision-network\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/sites.manchester.ac.uk\/manchester-vision-network\/wp-json\/wp\/v2\/users\/11"}],"replies":[{"embeddable":true,"href":"https:\/\/sites.manchester.ac.uk\/manchester-vision-network\/wp-json\/wp\/v2\/comments?post=1648"}],"version-history":[{"count":4,"href":"https:\/\/sites.manchester.ac.uk\/manchester-vision-network\/wp-json\/wp\/v2\/pages\/1648\/revisions"}],"predecessor-version":[{"id":1773,"href":"https:\/\/sites.manchester.ac.uk\/manchester-vision-network\/wp-json\/wp\/v2\/pages\/1648\/revisions\/1773"}],"up":[{"embeddable":true,"href":"https:\/\/sites.manchester.ac.uk\/manchester-vision-network\/wp-json\/wp\/v2\/pages\/1663"}],"wp:attachment":[{"href":"https:\/\/sites.manchester.ac.uk\/manchester-vision-network\/wp-json\/wp\/v2\/media?parent=1648"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}