{"id":368,"date":"2017-09-15T08:29:08","date_gmt":"2017-09-15T08:29:08","guid":{"rendered":"http:\/\/bskog.com\/ai\/?p=368"},"modified":"2017-09-15T08:29:08","modified_gmt":"2017-09-15T08:29:08","slug":"tensorflow-object-detection-api","status":"publish","type":"post","link":"http:\/\/bskog.com\/ai\/2017\/09\/15\/tensorflow-object-detection-api\/","title":{"rendered":"Tensorflow Object Detection API"},"content":{"rendered":"<p>Google has released an opensource framework built on top of Tensorflow, called the\u00a0<a href=\"https:\/\/research.googleblog.com\/2017\/06\/supercharge-your-computer-vision-models.html\">Tensorflow Object Detection API<\/a>\u00a0which is a tool for making it easy to make and deploy object detection models.<\/p>\n<p>There are different state of the art types of models you can build. It you for instance make models using the\u00a0<a href=\"https:\/\/arxiv.org\/abs\/1512.02325\">Single Shot Multibox Detector<\/a>\u00a0(SSD) with\u00a0<a href=\"http:\/\/research.googleblog.com\/2017\/06\/mobilenets-open-source-models-for.html\">MobileNets<\/a>\u00a0you will get lightweight models that you can run in real time on mobile devices.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-369 size-full\" src=\"http:\/\/bskog.com\/ai\/wp-content\/uploads\/2017\/09\/object_detection.jpg\" alt=\"\" width=\"640\" height=\"426\" \/><\/p>\n<p>The models you get are Single Shot Multiboc Detector, using MobileNets or Inception V2, RegionBased Fully Convolutional Networks with Resnet 101, and Faster RCMM with Resnet 101 or Inception Resnet v2.<\/p>\n<p>You also get a <a href=\"https:\/\/github.com\/tensorflow\/models\/blob\/master\/object_detection\/object_detection_tutorial.ipynb\">Jupyter notebook<\/a> for trying things out<\/p>\n<p>&nbsp;<\/p>\n<p>If all these terms above makes no sense, you can read this excellent blog post explaining <a href=\"https:\/\/medium.com\/towards-data-science\/deep-learning-for-object-detection-a-comprehensive-review-73930816d8d9\">Deep Learning for Object Detection<\/a> by\u00a0Joyce Xu.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Google has released an opensource framework built on top of Tensorflow, called the\u00a0Tensorflow Object Detection API\u00a0which is a tool for making it easy to make and deploy object detection models. There are different state of the art types of models you can build. It you for instance make models using the\u00a0Single Shot Multibox Detector\u00a0(SSD) with\u00a0MobileNets\u00a0you &hellip; <\/p>\n<p class=\"link-more\"><a href=\"http:\/\/bskog.com\/ai\/2017\/09\/15\/tensorflow-object-detection-api\/\" class=\"more-link\">Continue reading<span class=\"screen-reader-text\"> &#8220;Tensorflow Object Detection API&#8221;<\/span><\/a><\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13,23],"tags":[],"class_list":["post-368","post","type-post","status-publish","format-standard","hentry","category-frameworks","category-object-detection"],"_links":{"self":[{"href":"http:\/\/bskog.com\/ai\/wp-json\/wp\/v2\/posts\/368","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/bskog.com\/ai\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/bskog.com\/ai\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/bskog.com\/ai\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"http:\/\/bskog.com\/ai\/wp-json\/wp\/v2\/comments?post=368"}],"version-history":[{"count":0,"href":"http:\/\/bskog.com\/ai\/wp-json\/wp\/v2\/posts\/368\/revisions"}],"wp:attachment":[{"href":"http:\/\/bskog.com\/ai\/wp-json\/wp\/v2\/media?parent=368"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/bskog.com\/ai\/wp-json\/wp\/v2\/categories?post=368"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/bskog.com\/ai\/wp-json\/wp\/v2\/tags?post=368"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}