GET https://rct.dev.bbntimes.com/science/unlocking-computer-vision-with-the-help-of-deep-learning

Response
200 OK
IP
18.216.131.64
Profiled on
Token
2358be

ArticleController :: show

Request

GET Parameters

None

POST Parameters

None

Uploaded Files

None

Request Attributes

Key Value
_controller 
"App\Controller\ArticleController::show"
_firewall_context 
"security.firewall.map.context.main"
_links 
Symfony\Component\WebLink\GenericLinkProvider {#3589
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      -rel: [
        "preload" => "preload"
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      -attributes: [
        "as" => "script"
      ]
    }
    3708 => Symfony\Component\WebLink\Link {#3708
      -href: "/build/644.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
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    }
    3707 => Symfony\Component\WebLink\Link {#3707
      -href: "/build/502.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3706 => Symfony\Component\WebLink\Link {#3706
      -href: "/build/app.js"
      -rel: [
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      -attributes: [
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    }
    3705 => Symfony\Component\WebLink\Link {#3705
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      -rel: [
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      ]
      -attributes: [
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      ]
    }
    3704 => Symfony\Component\WebLink\Link {#3704
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      -rel: [
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      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3703 => Symfony\Component\WebLink\Link {#3703
      -href: "/build/contact.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
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      ]
    }
    3702 => Symfony\Component\WebLink\Link {#3702
      -href: "/build/scroll-infinite-article.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3701 => Symfony\Component\WebLink\Link {#3701
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      -rel: [
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      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3700 => Symfony\Component\WebLink\Link {#3700
      -href: "/build/cookie-style.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3699 => Symfony\Component\WebLink\Link {#3699
      -href: "/build/term-condition-css.css"
      -rel: [
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      ]
      -attributes: [
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      ]
    }
    3698 => Symfony\Component\WebLink\Link {#3698
      -href: "/build/contact-css.css"
      -rel: [
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      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3697 => Symfony\Component\WebLink\Link {#3697
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      -rel: [
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      -attributes: [
        "as" => "style"
      ]
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}
_route 
"article_show"
_route_params 
[
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  "slug" => "unlocking-computer-vision-with-the-help-of-deep-learning"
]
_security_firewall_run 
"_security_main"
_stopwatch_token 
"269660"
category 
"science"
slug 
"unlocking-computer-vision-with-the-help-of-deep-learning"

Request Headers

Header Value
accept 
"*/*"
accept-encoding 
"gzip, br, zstd, deflate"
connection 
"close"
cookie 
"PHPSESSID=76bpcco7epjsgt3qspq1vf5hn7"
host 
"rct.dev.bbntimes.com"
user-agent 
"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
x-php-ob-level 
"1"

Request Content

Request content not available (it was retrieved as a resource).

Response

Response Headers

Header Value
cache-control 
"no-cache, private"
content-type 
"text/html; charset=UTF-8"
date 
"Sat, 22 Feb 2025 13:51:16 GMT"
link 
"</build/runtime.js>; rel="preload"; as="script",</build/644.js>; rel="preload"; as="script",</build/502.js>; rel="preload"; as="script",</build/app.js>; rel="preload"; as="script",</build/view-more.js>; rel="preload"; as="script",</build/term-condition.js>; rel="preload"; as="script",</build/contact.js>; rel="preload"; as="script",</build/scroll-infinite-article.js>; rel="preload"; as="script",</build/app.css>; rel="preload"; as="style",</build/cookie-style.css>; rel="preload"; as="style",</build/term-condition-css.css>; rel="preload"; as="style",</build/contact-css.css>; rel="preload"; as="style",</build/comment-css.css>; rel="preload"; as="style""
x-debug-token 
"2358be"

Cookies

Request Cookies

Key Value
PHPSESSID 
"76bpcco7epjsgt3qspq1vf5hn7"

Response Cookies

No response cookies

Session 6

Session Metadata

Key Value
Created 
"Sat, 22 Feb 25 13:49:08 +0000"
Last used 
"Sat, 22 Feb 25 13:51:15 +0000"
Lifetime 
0

Session Attributes

Attribute Value
_csrf/https-comment 
"9c3IooHeCQry4deqPUW97f8WsA1lLYG-tLKUiPJ23Bw"
_csrf/https-cookie_accept 
"6XJ0Em_uAxOb6y2_ey1BIrSkqDOAePxIO1D8MS8SL5w"

Session Usage

6 Usages
Stateless check enabled
Usage
Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:76
Show trace 
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:79
Show trace 
[
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/security-csrf/TokenStorage/SessionTokenStorage.php"
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:52
Show trace 
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  [
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:56
Show trace 
[
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    "type" => "->"
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    "line" => 76
    "function" => "handleRaw"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/Kernel.php"
    "line" => 197
    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/runtime/Runner/Symfony/HttpKernelRunner.php"
    "line" => 35
    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\Kernel"
    "type" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    "line" => 29
    "function" => "run"
    "class" => "Symfony\Component\Runtime\Runner\Symfony\HttpKernelRunner"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/public/index.php"
    "line" => 5
    "args" => [
      "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    ]
    "function" => "require_once"
  ]
]
Symfony\Component\Security\Core\Authentication\Token\Storage\UsageTrackingTokenStorage:41
Show trace 
[
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/security-core/Authentication/Token/Storage/UsageTrackingTokenStorage.php"
    "line" => 41
    "function" => "getMetadataBag"
    "class" => "Symfony\Component\HttpFoundation\Session\Session"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/twig-bridge/AppVariable.php"
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    "function" => "getToken"
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    "function" => "twig_get_attribute"
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    "function" => "render"
    "class" => "Twig\Template"
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    "line" => 280
    "function" => "render"
    "class" => "Twig\TemplateWrapper"
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    "function" => "render"
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    "line" => 453
    "function" => "doRenderView"
    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
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    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
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    "function" => "render"
    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
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    "function" => "renderHeader"
    "class" => "App\Controller\AppController"
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    "function" => "handleRaw"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpCache/SubRequestHandler.php"
    "line" => 86
    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/Fragment/InlineFragmentRenderer.php"
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    "function" => "render"
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  [
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  [
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    "function" => "displayWithErrorHandling"
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  [
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    "line" => 394
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/twig/twig/src/Template.php"
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    "function" => "displayWithErrorHandling"
    "class" => "Twig\Template"
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  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/twig/twig/src/Template.php"
    "line" => 379
    "function" => "display"
    "class" => "Twig\Template"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/twig/twig/src/TemplateWrapper.php"
    "line" => 38
    "function" => "render"
    "class" => "Twig\Template"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/twig/twig/src/Environment.php"
    "line" => 280
    "function" => "render"
    "class" => "Twig\TemplateWrapper"
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  [
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    "line" => 448
    "function" => "render"
    "class" => "Twig\Environment"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/framework-bundle/Controller/AbstractController.php"
    "line" => 453
    "function" => "doRenderView"
    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/framework-bundle/Controller/AbstractController.php"
    "line" => 253
    "function" => "doRender"
    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/src/Controller/ArticleController.php"
    "line" => 277
    "function" => "render"
    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 181
    "function" => "show"
    "class" => "App\Controller\ArticleController"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 76
    "function" => "handleRaw"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/Kernel.php"
    "line" => 197
    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/runtime/Runner/Symfony/HttpKernelRunner.php"
    "line" => 35
    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\Kernel"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    "line" => 29
    "function" => "run"
    "class" => "Symfony\Component\Runtime\Runner\Symfony\HttpKernelRunner"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/public/index.php"
    "line" => 5
    "args" => [
      "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    ]
    "function" => "require_once"
  ]
]
Symfony\Component\Security\Http\Firewall\ContextListener:171
Show trace 
[
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/security-http/Firewall/ContextListener.php"
    "line" => 171
    "function" => "remove"
    "class" => "Symfony\Component\HttpFoundation\Session\Session"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/event-dispatcher/Debug/WrappedListener.php"
    "line" => 116
    "function" => "onKernelResponse"
    "class" => "Symfony\Component\Security\Http\Firewall\ContextListener"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/event-dispatcher/EventDispatcher.php"
    "line" => 220
    "function" => "__invoke"
    "class" => "Symfony\Component\EventDispatcher\Debug\WrappedListener"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/event-dispatcher/EventDispatcher.php"
    "line" => 56
    "function" => "callListeners"
    "class" => "Symfony\Component\EventDispatcher\EventDispatcher"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/event-dispatcher/Debug/TraceableEventDispatcher.php"
    "line" => 139
    "function" => "dispatch"
    "class" => "Symfony\Component\EventDispatcher\EventDispatcher"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 214
    "function" => "dispatch"
    "class" => "Symfony\Component\EventDispatcher\Debug\TraceableEventDispatcher"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 202
    "function" => "filterResponse"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 76
    "function" => "handleRaw"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
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    "function" => "handle"
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    "type" => "->"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
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    "function" => "run"
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      "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
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    "function" => "require_once"
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]

Flashes

Flashes

No flash messages were created.

Server Parameters

Server Parameters

Defined in .env

Key Value
APP_ENV 
"dev"
APP_SECRET 
"0a988e63f011514eaabfc650b599af4d"
CORS_ALLOW_ORIGIN 
"*"
DATABASE_URL 
"mysql://bbndb_rctuser:33F5W25z40or0f7@localhost:3306/rct_bbntimes"
GOOGLE_RECAPTCHA_SECRET_KEY 
"6LdV5fgpAAAAANxzTG8ZMfIjil1wu-1vrQvnUt-x"
GOOGLE_RECAPTCHA_SITE_KEY 
"6LdV5fgpAAAAAENKcn73MJAhQrbtQeqgyC4wDLMP"
MAILER_DSN 
"smtp://no-reply%40rct.dev.bbntimes.com:Bl6%26gLD48%26Of919@rct.dev.bbntimes.com:465"
MARIADB_PASSWORD 
"i!87pK&!85ezc8"

Defined as regular env variables

Key Value
APP_DEBUG 
"1"
BASE 
"/public"
CONTEXT_DOCUMENT_ROOT 
"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com"
CONTEXT_PREFIX 
""
DOCUMENT_ROOT 
"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com"
FCGI_ROLE 
"RESPONDER"
GATEWAY_INTERFACE 
"CGI/1.1"
HTTPS 
"on"
HTTP_ACCEPT 
"*/*"
HTTP_ACCEPT_ENCODING 
"gzip, br, zstd, deflate"
HTTP_CONNECTION 
"close"
HTTP_COOKIE 
"PHPSESSID=76bpcco7epjsgt3qspq1vf5hn7"
HTTP_HOST 
"rct.dev.bbntimes.com"
HTTP_USER_AGENT 
"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
PASSENGER_COMPILE_NATIVE_SUPPORT_BINARY 
"0"
PASSENGER_DOWNLOAD_NATIVE_SUPPORT_BINARY 
"0"
PATH 
"/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/snap/bin"
PHP_SELF 
"/public/index.php"
PP_CUSTOM_PHP_CGI_INDEX 
"plesk-php81-fastcgi"
PP_CUSTOM_PHP_INI 
"/var/www/vhosts/system/rct.dev.bbntimes.com/etc/php.ini"
QUERY_STRING 
""
REDIRECT_BASE 
"/public"
REDIRECT_HTTPS 
"on"
REDIRECT_PASSENGER_COMPILE_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_PASSENGER_DOWNLOAD_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_REDIRECT_HTTPS 
"on"
REDIRECT_REDIRECT_PASSENGER_COMPILE_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_REDIRECT_PASSENGER_DOWNLOAD_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/science/unlocking-computer-vision-with-the-help-of-deep-learning"
REDIRECT_REDIRECT_SCRIPT_URL 
"/science/unlocking-computer-vision-with-the-help-of-deep-learning"
REDIRECT_REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_REDIRECT_STATUS 
"200"
REDIRECT_REDIRECT_UNIQUE_ID 
"Z7nWVJDyWLT8YV1VjBpdfgAAAJM"
REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/science/unlocking-computer-vision-with-the-help-of-deep-learning"
REDIRECT_SCRIPT_URL 
"/science/unlocking-computer-vision-with-the-help-of-deep-learning"
REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_STATUS 
"200"
REDIRECT_UNIQUE_ID 
"Z7nWVJDyWLT8YV1VjBpdfgAAAJM"
REDIRECT_URL 
"/public/science/unlocking-computer-vision-with-the-help-of-deep-learning"
REMOTE_ADDR 
"18.216.131.64"
REMOTE_PORT 
"47578"
REQUEST_METHOD 
"GET"
REQUEST_SCHEME 
"https"
REQUEST_TIME 
1740232276
REQUEST_TIME_FLOAT 
1740232276.0261
REQUEST_URI 
"/science/unlocking-computer-vision-with-the-help-of-deep-learning"
SCRIPT_FILENAME 
"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/public/index.php"
SCRIPT_NAME 
"/public/index.php"
SCRIPT_URI 
"https://rct.dev.bbntimes.com/science/unlocking-computer-vision-with-the-help-of-deep-learning"
SCRIPT_URL 
"/science/unlocking-computer-vision-with-the-help-of-deep-learning"
SERVER_ADDR 
"5.196.1.209"
SERVER_ADMIN 
"[no address given]"
SERVER_NAME 
"rct.dev.bbntimes.com"
SERVER_PORT 
"443"
SERVER_PROTOCOL 
"HTTP/1.1"
SERVER_SIGNATURE 
"<address>Apache Server at rct.dev.bbntimes.com Port 443</address>\n"
SERVER_SOFTWARE 
"Apache"
SSL_TLS_SNI 
"rct.dev.bbntimes.com"
SYMFONY_DOTENV_VARS 
"APP_ENV,APP_SECRET,DATABASE_URL,MARIADB_PASSWORD,CORS_ALLOW_ORIGIN,MAILER_DSN,GOOGLE_RECAPTCHA_SECRET_KEY,GOOGLE_RECAPTCHA_SITE_KEY"
UNIQUE_ID 
"Z7nWVJDyWLT8YV1VjBpdfgAAAJM"

Sub Requests 6

CookieController :: renderAnalysis (token = 18fddd)

Key Value
_controller 
"App\Controller\CookieController::renderAnalysis"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"65e123"

AppController :: renderHeader (token = 7b7c02)

Key Value
_controller 
"App\Controller\AppController::renderHeader"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"d792a3"
slug 
"home"

ArticleController :: trendingArticle (token = c07ec3)

Key Value
_controller 
"App\Controller\ArticleController::trendingArticle"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"59798d"
category 
"Science"

ArticleController :: relatedArticles (token = 416da1)

Key Value
_controller 
"App\Controller\ArticleController::relatedArticles"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"767446"
current_article 
App\Entity\Article {#1094
  -id: 13080
  -title: "Unlocking Computer Vision with the Help of Deep Learning"
  -slug: "unlocking-computer-vision-with-the-help-of-deep-learning"
  -introtext: "<p>Deep learning with the help of computer vision can automate object detection and computerize face detection, paving the way for the future.</p>\r\n"
  -content: """
    \r\n
    <p class="text-muted">Visuals surround us in the form of videos and photographs on Youtube, Instagram, etc., thanks to computer vision. Computer vision, or CV, in simple terms, is a technique that helps computers see and understand different digital content. This scientific field defines how machines interpret visuals, images, or videos. The gathered knowledge is then used to make predictive and decision-making tasks. To achieve this, experts use deep learning in computer vision, a type of machine learning, and AI, which tries to model the human brain and encapsulate types of knowledge.</p>\r\n
    <p>Deep learning and computer visions are essential data science and predictive modeling elements. Widely used in computer vision, it provides a&nbsp;<a href="https://developer.ibm.com/articles/cc-machine-learning-deep-learning-architectures/" target="_blank" rel="noopener">multi-layered architecture</a>&nbsp;that allows the neural network to focus on the relevant features of the image.</p>\r\n
    <h2>CNN In Computer Vision</h2>\r\n
    <p><a href="https://towardsdatascience.com/convolutional-neural-networks-explained-9cc5188c4939#:~:text=A%20Convolutional%20Neural%20Network%2C%20also,binary%20representation%20of%20visual%20data." target="_blank" rel="noopener">Convolutional Neural Networks</a>&nbsp;(CNN)&nbsp; are widely used in computer vision to perform tasks including image classification, object identification, picture segmentation, and many more. It is a deep learning algorithm that dramatically helps the performance as well as in image processing as compared to other algorithms. With multi-layered neural network architecture, CNNs reduce the data and the calculations to find the most relevant information. CNN is mainly used for computer vision tasks, although text and audio analysis can also be done.</p>\r\n
    <h2>Deep Learning in Computer Vision</h2>\r\n
    <p><img src="/images/DEEP_LEARNING_IN_COMPUTER_VISION.png" alt="DEEP_LEARNING_IN_COMPUTER_VISION.png" width="800" height="806" /></p>\r\n
    <p><a href="technology/to-leverage-deep-learning-you-must-know-this-first" target="_blank" rel="noopener">Deep learning</a>&nbsp;techniques are widely recognized because of their credibility. Computer vision, notably picture identification, was the subject of some of the earliest significant demonstrations of the power of deep learning, more recently in face recognition and object detection.</p>\r\n
    <p>The following are the top benefits of deep learning for computer vision:</p>\r\n
    <ul>\r\n
    <li>\r\n
    <p>Automatic feature extraction, where raw image data can be automatically learned and used to extract features</p>\r\n
    </li>\r\n
    <li>\r\n
    <p>Reusing models, where learned features can be reused for the whole model</p>\r\n
    </li>\r\n
    <li>\r\n
    <p>Superior performance, since the techniques demonstrate better skill and faster results than traditional methods</p>\r\n
    </li>\r\n
    </ul>\r\n
    <h2>Applications of Deep Learning in Computer Vision</h2>\r\n
    <p><img src="/images/articles/global-economy/_Computer_Vision_For_Effective_Crowd_Management_In_Smart_Cities.jpg" alt=" Computer Vision For Effective Crowd Management In Smart Cities" width="800" height="464" /></p>\r\n
    <h2>Automatic Object Detection</h2>\r\n
    <p>The goal of object detection requires the system to identify each thing in a scene from a photograph, create a bounding box around it, and assign it to a category.</p>\r\n
    <h2>Computerized Face Detection</h2>\r\n
    <p>The task of face recognition requires the system to either identify the persons in a photograph based on their faces or to confirm that the person in the snapshot is who they say they are.</p>\r\n
    <h2>Automatic Image Classification</h2>\r\n
    <p>When a system is tasked with classifying an image of an object into one or more recognized categories, it is called an image classification task.</p>\r\n
    <p>Today, deep learning can trivially differentiate between cats and dogs with 99% accuracy compared to previously inaccurate classification. Not only that, but the face recognition models can also outperform humans in a few tasks. Deep learning in computer vision has had many milestone advances, and we can expect even more in the future.</p>
    """
  -user: Proxies\__CG__\App\Entity\User {#1092 …}
  -createdAt: DateTime @1706219940 {#1145
    date: 2024-01-25 21:59:00.0 UTC (+00:00)
  }
  -updatedAt: DateTime @1706220047 {#1150
    date: 2024-01-25 22:00:47.0 UTC (+00:00)
  }
  -deletedAt: null
  -category: App\Entity\Category {#445 …}
  -status: "published"
  -imageCard: Proxies\__CG__\App\Entity\File {#1184 …}
  -ImageHeader: Proxies\__CG__\App\Entity\File {#1184 …}
  -featured: false
  -mainView: false
  -clicks: 5582
  -comments: Doctrine\ORM\PersistentCollection {#1125 …}
  -reviewed_at: DateTime @1706219940 {#1148
    date: 2024-01-25 21:59:00.0 UTC (+00:00)
  }
  -metakey: "Unlocking Computer Vision with the Help of Deep Learning"
  -metadesc: "Deep learning with the help of computer vision can automate object detection and computerize face detection, paving the way for the future."
  -robots: null
  -publishedAt: DateTime @1706219940 {#1147
    date: 2024-01-25 21:59:00.0 UTC (+00:00)
  }
  -canonical: null
  -superTag: null
}

AppController :: renderFooter (token = a7bab3)

Key Value
_controller 
"App\Controller\AppController::renderFooter"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"01e609"

CookieController :: renderCookie (token = 9cd096)

Key Value
_controller 
"App\Controller\CookieController::renderCookie"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"7102c0"