{"id":4349,"date":"2022-08-10T17:30:42","date_gmt":"2022-08-10T21:30:42","guid":{"rendered":"https:\/\/faculty.fiu.edu\/~theobald\/?page_id=4349"},"modified":"2022-08-10T17:53:38","modified_gmt":"2022-08-10T21:53:38","slug":"visual-pooling","status":"publish","type":"page","link":"https:\/\/faculty.fiu.edu\/~theobald\/fun\/visual-pooling\/","title":{"rendered":"Visual Pooling"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"4349\" class=\"elementor elementor-4349\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-2ca964c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2ca964c\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-527d476\" data-id=\"527d476\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7866f08 elementor-widget elementor-widget-heading\" data-id=\"7866f08\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Visual summation for dark and fast scenes<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ee045ed elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ee045ed\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-b70c6f0\" data-id=\"b70c6f0\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-58169cf elementor-widget elementor-widget-text-editor\" data-id=\"58169cf\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<h4>Images from cameras, telescopes, or just your eyes all suffer when light is dim because photons, which actually make the images, are scarce. Photons are absorbed discretely and randomly, so in the dark you get an increasingly unreliable image. These images show two animals that might be concerning to a foraging insect, a spider, camouflaged on a flower, and a bat, patrolling in the air. As light gets dimmer (left to right), both images are lost (underexposed).<\/h4>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3e67694 elementor-widget elementor-widget-image\" data-id=\"3e67694\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"555\" src=\"https:\/\/faculty.fiu.edu\/~theobald\/wp-content\/uploads\/spider_bat_np-1024x555.png\" class=\"attachment-large size-large wp-image-4352\" alt=\"\" srcset=\"https:\/\/faculty.fiu.edu\/~theobald\/wp-content\/uploads\/spider_bat_np-1024x555.png 1024w, https:\/\/faculty.fiu.edu\/~theobald\/wp-content\/uploads\/spider_bat_np-300x163.png 300w, https:\/\/faculty.fiu.edu\/~theobald\/wp-content\/uploads\/spider_bat_np-768x416.png 768w, https:\/\/faculty.fiu.edu\/~theobald\/wp-content\/uploads\/spider_bat_np.png 1289w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Both spider and bat are lost to dark, random, photon noise<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4d10b00 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4d10b00\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0604d5a\" data-id=\"0604d5a\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9e1ecc6 elementor-widget elementor-widget-text-editor\" data-id=\"9e1ecc6\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<h4 class=\"western\" style=\"margin-bottom: 0in;\" align=\"justify\"><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"><span style=\"font-weight: normal;\">The best way for an animal to <\/span><\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"><span style=\"font-weight: normal;\">improve the <\/span><\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"><span style=\"font-weight: normal;\">underexposure<\/span><\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"><span style=\"font-weight: normal;\"> associated with photon count is to gather more photons.<\/span><\/span><\/span> <span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"><span style=\"font-weight: normal;\">B<\/span><\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"><span style=\"font-weight: normal;\">igger lenses<\/span><\/span><\/span> <span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"><span style=\"font-weight: normal;\">are the<\/span><\/span><\/span> <span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"><span style=\"font-weight: normal;\">ideal <\/span><\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"><span style=\"font-weight: normal;\">solution, which<\/span><\/span><\/span> <span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"><span style=\"font-weight: normal;\">is why<\/span><\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"><span style=\"font-weight: normal;\"> photographers in dark areas or at fast sporting events haul around large, heavy lenses (sometimes called \u201cfast\u201d lenses, for photographing quick events)<\/span><\/span><\/span><span style=\"font-family: arial, sans-serif;\">.<\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"><span style=\"font-weight: normal;\"> But it <\/span><\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"><span style=\"font-weight: normal;\">becomes im<\/span><\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"><span style=\"font-weight: normal;\">practical to carry ever larger optics. <\/span><\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"><span style=\"font-weight: normal;\">A<\/span><\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"><span style=\"font-weight: normal;\">n alternative <\/span><\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"><span style=\"font-weight: normal;\">strategy, summation,<\/span><\/span><\/span> <span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"><span style=\"font-weight: normal;\">gather<\/span><\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"><span style=\"font-weight: normal;\">s<\/span><\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"><span style=\"font-weight: normal;\"> more photons by broadening image parameters, sacrificing some <\/span><\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"><span style=\"font-weight: normal;\">visual sharpness<\/span><\/span><\/span> <span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"><span style=\"font-weight: normal;\">(<\/span><\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"><span style=\"font-weight: normal;\">acuity<\/span><\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"><span style=\"font-weight: normal;\">)<\/span><\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"><span style=\"font-weight: normal;\"> for increased reliability<\/span><\/span><\/span><span style=\"font-family: arial, sans-serif;\">.<\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"><span style=\"font-weight: normal;\"> Spatial summation increases the solid angle of photon collection<\/span><\/span><\/span><span style=\"font-family: arial, sans-serif;\">,<\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"><span style=\"font-weight: normal;\"> the strategy of our rod cells, which form images for us in the dark.\u00a0 Although they are tiny, they pool in groups to <\/span><\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"><span style=\"font-weight: normal;\">form<\/span><\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"><span style=\"font-weight: normal;\"> blurry but highly sensitive <\/span><\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"><span style=\"font-weight: normal;\">images<\/span><\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"><span style=\"font-weight: normal;\">. They <\/span><\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"><span style=\"font-weight: normal;\">give<\/span><\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"><span style=\"font-weight: normal;\"> us <\/span><\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"><span style=\"font-weight: normal;\">the ability <\/span><\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"><span style=\"font-weight: normal;\">to see a book in the dark, but <\/span><\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"><span style=\"font-weight: normal;\">without<\/span><\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"><span style=\"font-weight: normal;\"> the resolution to read it<\/span><\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\">.<\/span><\/span><\/h4>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f0bf5b4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f0bf5b4\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-9797815\" data-id=\"9797815\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4c99e56 elementor-widget elementor-widget-image\" data-id=\"4c99e56\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"553\" src=\"https:\/\/faculty.fiu.edu\/~theobald\/wp-content\/uploads\/spider_bat_sp-1024x553.png\" class=\"attachment-large size-large wp-image-4353\" alt=\"\" srcset=\"https:\/\/faculty.fiu.edu\/~theobald\/wp-content\/uploads\/spider_bat_sp-1024x553.png 1024w, https:\/\/faculty.fiu.edu\/~theobald\/wp-content\/uploads\/spider_bat_sp-300x162.png 300w, https:\/\/faculty.fiu.edu\/~theobald\/wp-content\/uploads\/spider_bat_sp-768x415.png 768w, https:\/\/faculty.fiu.edu\/~theobald\/wp-content\/uploads\/spider_bat_sp.png 1289w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Spatial pooling recovers a blurry form of the predators, but detail that let us resolve that ther is a spider hidden on the flower is gone<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-088b170 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"088b170\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-814c10b\" data-id=\"814c10b\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f974b01 elementor-widget elementor-widget-text-editor\" data-id=\"f974b01\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<h4 class=\"western\" align=\"justify\"><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\">Temporal summation increases light catch with long integration times, essentially waiting longer before forming each pixel in <\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\">an<\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"> image. Rod cells respond slowly, <\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\">allowing us to see dim lights, but <\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\">leaving us unable to distinguish a flickering light from a steady one<\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\">.<\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"> These principles are the same for photography. A large lens is an <\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\">expensive<\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"> optical solution to capturing dim or <\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\">moving<\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"> images, but a <\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\">poor<\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"> photographer can choose faster film\u2014the large granules producing a blurry image\u2014or <\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\">slower<\/span><\/span> <span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\">shutter speed<\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\">\u2014which takes <\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\">longer<\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\"> and blurs anything <\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\">in <\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\">mo<\/span><\/span><span style=\"font-family: arial, sans-serif;\"><span style=\"font-size: small;\">tion.<\/span><\/span><\/h4>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-87c5e3c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"87c5e3c\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7b213a7\" data-id=\"7b213a7\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0d96ee8 elementor-widget elementor-widget-image\" data-id=\"0d96ee8\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"554\" src=\"https:\/\/faculty.fiu.edu\/~theobald\/wp-content\/uploads\/spider_bat_tp-1024x554.png\" class=\"attachment-large size-large wp-image-4354\" alt=\"\" srcset=\"https:\/\/faculty.fiu.edu\/~theobald\/wp-content\/uploads\/spider_bat_tp-1024x554.png 1024w, https:\/\/faculty.fiu.edu\/~theobald\/wp-content\/uploads\/spider_bat_tp-300x162.png 300w, https:\/\/faculty.fiu.edu\/~theobald\/wp-content\/uploads\/spider_bat_tp-768x415.png 768w, https:\/\/faculty.fiu.edu\/~theobald\/wp-content\/uploads\/spider_bat_tp.png 1289w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Temporal pooling also recovers images in the dark, and the spider is again visible, but the fast moving bat is lost while we slowly expose our photoreceptors<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Visual summation for dark and fast scenes Images from cameras, telescopes, or just your eyes all suffer when light is dim because photons, which actually make the images, are scarce. Photons are absorbed discretely and randomly, so in the dark you get an increasingly unreliable image. These images show two animals that might be concerning [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"parent":4040,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-4349","page","type-page","status-publish","hentry","entry"],"_links":{"self":[{"href":"https:\/\/faculty.fiu.edu\/~theobald\/wp-json\/wp\/v2\/pages\/4349","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/faculty.fiu.edu\/~theobald\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/faculty.fiu.edu\/~theobald\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/faculty.fiu.edu\/~theobald\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/faculty.fiu.edu\/~theobald\/wp-json\/wp\/v2\/comments?post=4349"}],"version-history":[{"count":4,"href":"https:\/\/faculty.fiu.edu\/~theobald\/wp-json\/wp\/v2\/pages\/4349\/revisions"}],"predecessor-version":[{"id":4357,"href":"https:\/\/faculty.fiu.edu\/~theobald\/wp-json\/wp\/v2\/pages\/4349\/revisions\/4357"}],"up":[{"embeddable":true,"href":"https:\/\/faculty.fiu.edu\/~theobald\/wp-json\/wp\/v2\/pages\/4040"}],"wp:attachment":[{"href":"https:\/\/faculty.fiu.edu\/~theobald\/wp-json\/wp\/v2\/media?parent=4349"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}