{"id":480869,"date":"2026-05-25T08:01:54","date_gmt":"2026-05-25T08:01:54","guid":{"rendered":"https:\/\/savepearlharbor.com\/?p=480869"},"modified":"-0001-11-30T00:00:00","modified_gmt":"-0001-11-29T21:00:00","slug":"","status":"publish","type":"post","link":"https:\/\/savepearlharbor.com\/?p=480869","title":{"rendered":"Neural Prompter"},"content":{"rendered":"<div xmlns=\"http:\/\/www.w3.org\/1999\/xhtml\">\n<p>We are all fascinated by the ability of AI to describe what is happening in front of a video camera, but so far we have not seen anyone answer the question \u2014 why? Is there at least one truly practical use case?<\/p>\n<p>At SpecLab, however, we came up with our own application.<\/p>\n<figure class=\"full-width \"><img decoding=\"async\" src=\"https:\/\/habrastorage.org\/r\/w1560\/getpro\/habr\/upload_files\/a53\/166\/1e1\/a531661e1a736f73e615ccdf69f346ac.png\" width=\"1560\" height=\"878\" sizes=\"auto, (max-width: 780px) 100vw, 50vw\" srcset=\"https:\/\/habrastorage.org\/r\/w780\/getpro\/habr\/upload_files\/a53\/166\/1e1\/a531661e1a736f73e615ccdf69f346ac.png 780w,&#10;       https:\/\/habrastorage.org\/r\/w1560\/getpro\/habr\/upload_files\/a53\/166\/1e1\/a531661e1a736f73e615ccdf69f346ac.png 781w\" loading=\"lazy\" decode=\"async\"\/><\/figure>\n<p>A familiar picture, isn\u2019t it?<\/p>\n<figure class=\"full-width \"><img decoding=\"async\" src=\"https:\/\/habrastorage.org\/r\/w1560\/getpro\/habr\/upload_files\/657\/eb5\/bcf\/657eb5bcfa68ef8084c11ffa6b3d291e.png\" width=\"1559\" height=\"877\" sizes=\"auto, (max-width: 780px) 100vw, 50vw\" srcset=\"https:\/\/habrastorage.org\/r\/w780\/getpro\/habr\/upload_files\/657\/eb5\/bcf\/657eb5bcfa68ef8084c11ffa6b3d291e.png 780w,&#10;       https:\/\/habrastorage.org\/r\/w1560\/getpro\/habr\/upload_files\/657\/eb5\/bcf\/657eb5bcfa68ef8084c11ffa6b3d291e.png 781w\" loading=\"lazy\" decode=\"async\"\/><\/figure>\n<p>Of course, you could wake up a security guard by using the same neural networks to detect when he falls asleep. But if you force him to stay constantly alert, he will simply quit (especially considering the salary security guards are usually paid).<\/p>\n<p>It is much more effective to gently draw his attention to what is happening.<\/p>\n<p>We integrated a NEURAL PROMPTER into our event-based video surveillance system. It verbally describes events appearing on the screen, for example:<\/p>\n<p><code>A car is leaving the parking lot<br \/>A person walked past the house<br \/>People are walking down the corridor<br \/>An unfamiliar person has been standing near the entrance for a long time<br \/>People wearing masks entered the warehouse<br \/>A pack of dogs has been detected near the exit of the building<br \/>Two cars approached the house<br \/>A truck with an empty cargo compartment is passing through the checkpoint<br \/>A truck fully loaded with sand drove down the road<br \/>A person fell in the crane operating area<br \/>A drone flew past the north entrance<br \/>A crowd of people is standing near the checkpoint entrance<br \/>Armed individuals detected inside the warehouse<br \/>Attention! A person has fallen. Please assist them<\/code><\/p>\n<p>Naturally, it cannot speak constantly like this, otherwise it would quickly become annoying. The neural analytics system can be configured with a minimal interval during which it selects only the most important message, for example:<\/p>\n<p>\u201cA car is leaving the parking lot, but nobody has exited the office\u2026\u201d<\/p>\n<p>A small but meaningful victory over the human factor.<\/p>\n<figure class=\"full-width \"><img decoding=\"async\" src=\"https:\/\/habrastorage.org\/r\/w1560\/getpro\/habr\/upload_files\/f81\/4c0\/946\/f814c09465494f6ccc5149f5391a7d0f.png\" width=\"1560\" height=\"878\" sizes=\"auto, (max-width: 780px) 100vw, 50vw\" srcset=\"https:\/\/habrastorage.org\/r\/w780\/getpro\/habr\/upload_files\/f81\/4c0\/946\/f814c09465494f6ccc5149f5391a7d0f.png 780w,&#10;       https:\/\/habrastorage.org\/r\/w1560\/getpro\/habr\/upload_files\/f81\/4c0\/946\/f814c09465494f6ccc5149f5391a7d0f.png 781w\" loading=\"lazy\" decode=\"async\"\/><\/figure>\n<p>It is also nice that the neural networks are fully integrated into SpecLab\u2019s video surveillance software and do not require an Internet connection.<\/p>\n<p>Olesya Grishanina<br \/>=SpecLab=<\/p>\n<\/div>\n<p>\u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430 \u043e\u0440\u0438\u0433\u0438\u043d\u0430\u043b \u0441\u0442\u0430\u0442\u044c\u0438 <a href=\"https:\/\/habr.com\/ru\/articles\/1038902\/\">https:\/\/habr.com\/ru\/articles\/1038902\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>We are all fascinated by the ability of AI to describe what is happening in front of a video camera, but so far we have not seen anyone answer the question \u2014 why? Is there at least one truly practical use case?At SpecLab, however, we came up with our own application.A familiar picture, isn\u2019t it?Of course, you could wake up a security guard by using the same neural networks to detect when he falls asleep. But if you force him to stay constantly alert, he will simply quit (especially considering the salary security guards are usually paid).It is much more effective to gently draw his attention to what is happening.We integrated a NEURAL PROMPTER into our event-based video surveillance system. It verbally describes events appearing on the screen, for example:A car is leaving the parking lotA person walked past the housePeople are walking down the corridorAn unfamiliar person has been standing near the entrance for a long timePeople wearing masks entered the warehouseA pack of dogs has been detected near the exit of the buildingTwo cars approached the houseA truck with an empty cargo compartment is passing through the checkpointA truck fully loaded with sand drove down the roadA person fell in the crane operating areaA drone flew past the north entranceA crowd of people is standing near the checkpoint entranceArmed individuals detected inside the warehouseAttention! A person has fallen. Please assist themNaturally, it cannot speak constantly like this, otherwise it would quickly become annoying. The neural analytics system can be configured with a minimal interval during which it selects only the most important message, for example:\u201cA car is leaving the parking lot, but nobody has exited the office\u2026\u201dA small but meaningful victory over the human factor.It is also nice that the neural networks are fully integrated into SpecLab\u2019s video surveillance software and do not require an Internet connection.Olesya Grishanina=SpecLab=\u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430 \u043e\u0440\u0438\u0433\u0438\u043d\u0430\u043b \u0441\u0442\u0430\u0442\u044c\u0438 https:\/\/habr.com\/ru\/articles\/1038902\/<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[],"tags":[],"class_list":["post-480869","post","type-post","status-publish","format-standard","hentry"],"_links":{"self":[{"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=\/wp\/v2\/posts\/480869","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=480869"}],"version-history":[{"count":0,"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=\/wp\/v2\/posts\/480869\/revisions"}],"wp:attachment":[{"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=480869"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=480869"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=480869"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}