{"id":2149,"date":"2023-09-18T14:15:09","date_gmt":"2023-09-18T12:15:09","guid":{"rendered":"https:\/\/tristanromain.com\/?p=2149"},"modified":"2023-10-21T10:40:29","modified_gmt":"2023-10-21T08:40:29","slug":"how-efficient-can-artificial-intelligence-be-when-it-comes-to-photo-culling-episode-2","status":"publish","type":"post","link":"https:\/\/tristanromain.com\/index.php\/2023\/09\/18\/how-efficient-can-artificial-intelligence-be-when-it-comes-to-photo-culling-episode-2\/","title":{"rendered":"How efficient can Artificial Intelligence be when it comes to photo culling \u2013 Episode 2"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"2149\" class=\"elementor elementor-2149\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-20d1c03c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"20d1c03c\" 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-440ccdb2\" data-id=\"440ccdb2\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5f486fb9 elementor-widget elementor-widget-text-editor\" data-id=\"5f486fb9\" 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\t\t<h2>Introduction<\/h2>\n<p>A year ago, I have defined <a href=\"http:\/\/tristanromain.com\/index.php\/2022\/08\/18\/how-efficient-can-artificial-intelligence-be-when-it-comes-to-photo-culling\/\">an estimated efficiency of AI photo culling<\/a>. In the meantime, the company I am leading, Camera Futura, has made further improvements on their flagship product, <a href=\"https:\/\/camerafutura.com\/futura-photo\">Futura Photo<\/a>, and it is now possible to refine this estimated efficiency.<\/p>\n<p>The rates of \u201cfalse positive\u201d (FP: wrongly detected to be discarded, painful) and \u201cfalse negative\u201d (FN: missed to be detected) have not changed dramatically though. But dramatic improvements have been possible with new rules and an improved workflow.<br><br><\/p>\n<h2>Improvements implemented<\/h2>\n<p>First, when you shoot with burst mode on, it is important to remember that only one or two images from this burst should be post-processed. There are few reasons to keep all the others. So, a new rule has been implemented to detect bursts, group altogether the images of this burst and try to detect the sharpest ones for instance, or those with the best exposure, or those with the sharpest faces.<\/p>\n<p>Second, for photoshoot with more than hundreds of images, it can be really challenging to cull all the images you should in one round. Indeed, there are just too many and you don\u2019t want to discard some images. But you could, and that\u2019s something you detect during the post-processing step. So, the workflow of Futura Photo has been changed and a rule \u201c2<sup>nd<\/sup> Analysis\u201d has been implemented. After the culling, another round of analysis starts to focus at similar images not yet culled. The similar images will be grouped together, like during the 1<sup>st<\/sup> analysis and this will improve the culling rate, discarding typically 20% more images.<br><br><\/p>\n<h2>Conclusion<\/h2>\n<p>A year ago, it was possible to cull automatically typically 50% to 60% of the images:<\/p>\n<p>Thanks to the rule \u201c2<sup>nd<\/sup> analysis\u201d (another round of analysis done after a 1<sup>st<\/sup> culling), this ratio has moved up to typically <b>60% to 70%<\/b><\/p>\n<p>For action shoots, this ratio can now be as high as <b>75-85%<\/b> thanks to the new rule \u201cBurst\u201d.<\/p>\n<p>You can&nbsp;<a href=\"https:\/\/camerafutura.com\/download\" target=\"_blank\">try for free Futura Photo<\/a>&nbsp;of course and check what AI photo culling can do for you.<br><br><\/p>\n<h2>Disclaimer<\/h2>\n<p><em>I am the founder of <a href=\"https:\/\/camerafutura.com\/company\" data-wpel-link=\"external\">Camera Futura<\/a>, the company behind&nbsp;<a href=\"https:\/\/camerafutura.com\/download\" data-wpel-link=\"external\">Futura Photo<\/a><\/em><\/p>\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<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Introduction A year ago, I have defined an estimated efficiency of AI photo culling. In the meantime, the company I am leading, Camera Futura, has made further improvements on their flagship product, Futura Photo, and it is now possible to refine this estimated efficiency. The rates of \u201cfalse positive\u201d (FP: wrongly detected to be discarded, 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