{"id":21227,"date":"2014-04-25T11:12:29","date_gmt":"2014-04-25T11:12:29","guid":{"rendered":"http:\/\/beyond_face_detection_smart_cropping_in_the_cloud_using_imagga_and_cloudinary"},"modified":"2024-08-15T14:01:03","modified_gmt":"2024-08-15T21:01:03","slug":"beyond_face_detection_smart_cropping_in_the_cloud_using_imagga_and_cloudinary","status":"publish","type":"post","link":"https:\/\/cloudinary.com\/blog\/beyond_face_detection_smart_cropping_in_the_cloud_using_imagga_and_cloudinary","title":{"rendered":"Beyond face detection – smart cropping in the cloud using Imagga and Cloudinary"},"content":{"rendered":"

It\u2019s a common challenge in many mobile and web applications: how do you allow users to upload their own images, while automatically adapting these images to a fixed graphic design?<\/p>\n

Cropping images at scale<\/h2>\n

A classic example is a user uploading a profile picture, but instead of providing a headshot, they upload a picture of their entire body with additional objects in the background. This image will need to be cropped to the size of the profile picture, while focusing on the user\u2019s face.<\/p>\n

One way to achieve this is to allow the user to crop the image themselves as part of the upload process. But even so, there is usually a need to use the image in several different contexts, in different sizes and positions, and the user\u2019s cropping can\u2019t help us produce all these different versions.<\/p>\n

A more advanced approach is face detection<\/strong> – there are new software tools and APIs that can recognize the face in the image, and crop the image automatically, focusing on the human face. Actually, face-detection based cropping<\/a> is one of the more popular features of Cloudinary\u2019s cloud-based image management solution and API.<\/p>\n

Cloudinary + Imagga integration<\/h2>\n

But now we\u2019d like to take \u00a0it one step forward: What if you want to automatically crop thousands of images, focusing on an object that is not a human face?<\/strong> For example, eCommerce products, food, animals, or anything else that is more difficult to detect algorithmically.<\/p>\n

Take these three images of food plates – many images like these are uploaded by users of food sites, such as Cloudinary customers Yummi<\/a>, Cibando<\/a> and EatWith<\/a>:<\/p>\n

\"Cashew<\/a>\n\"Vegetable<\/a>\n\"Pasta<\/a><\/p>\n

<\/div>\n

The website needs to automatically generate large, small and thumbnail versions of these photos, smartly cropped to show the main portion of the food plates. There\u2019s definitely a need for smart cropping based on the most appealing part of a photo, no matter what kind of photo it is. This is an even bigger technical challenge than cropping based on face detection.<\/p>\n

And that\u2019s exactly what Imagga<\/a><\/strong> have done with their smart cropping technology – they built a system that can detect the most appealing part of any image and focus on it automatically. We have integrated Imagga into Cloudinary\u2019s image management solution, and you can try it out as part of our free tier.<\/p>\n

Read on to see how Cloudinary makes it possible to automatically crop complex images to focus on the most appealing part of the photo, and automatically generate beautiful thumbnails, with just one line of code.<\/p>\n

Photo scaling and smart thumbnail generation<\/h2>\n

Let\u2019s continue the example of the food site which uses Cloudinary and Imagga to automatically generate thumbnails of plates of food. The site\u2019s graphic design requires thumbnails of 200×90. Again, here are the demo images we showed above:<\/p>\n

\"Cashew<\/a>\n\"Vegetable<\/a>\n\"Pasta<\/a><\/p>\n

<\/div>\n

Cloudinary has a crop mode called fill<\/code>, which allows you to crop an image to certain dimensions, while automatically filling the space with the result of the crop. You can specify a gravity<\/code> which tells Cloudinary in which direction the focus of the crop should be.<\/p>\n

Here is a dynamic URL and code which crops one of the images above using fill<\/code> mode, and sets gravity to north<\/code>:<\/p>\n

<\/a><\/p>\n

The code above generates a dynamic URL, and when users access this URL, the image is transformed and delivered on the fly. You can create this URL directly, or use Cloudinary\u2019s client libraries to do the same thing with one line of code, in all popular languages and frameworks including PHP, Ruby on Rails and Node.js. Click on the tabs in the code samples in this article to view the code in your language or framework of choice.<\/p>\n

The results are:<\/p>\n

\"Cashew<\/a>\n\"Vegetable<\/a>\n\"Pasta<\/a><\/p>\n

<\/div>\n

As you can see the results are still far from optimal. Especially the photo of the soup does not show the soup plate at all\u2026 We can try the center<\/code> gravity as well. This time, the results are better, but still not good enough.<\/p>\n

\"Cashew<\/a>\n\"Vegetable<\/a>\n\"Pasta<\/a><\/p>\n

<\/div>\n

The photos below were generated using the south<\/code> gravity. Again, this is not good enough for a professional food site.<\/p>\n

\"Cashew<\/a>\n\"Vegetable<\/a>\n\"Pasta<\/a><\/p>\n

<\/div>\n

Thankfully, we have the Imagga Add-on. By setting the crop<\/code> parameter in the URL to imagga_scale<\/code> and specifying dimensions of 200×90, better-looking thumbnails are dynamically generated:<\/p>\n

Imagga cropped image URL<\/a><\/p>\n

\"Cashew<\/a>\n\"Vegetable<\/a>\n\"Pasta<\/a><\/p>\n

<\/div>\n

The images above, generated by Imagga\u2019s smart cropping technology, are automatically focused on the most important part of the original image.<\/p>\n

Note:<\/strong> In the URL we showed above, which resulted in the Imagga transformation, there was a special signature before the image transformation parameters – \/``s--MwkAA0qt--``\/<\/code>. This code is required by Cloudinary to activate the Imagga add on. To see how to add it to the URL, see the documentation<\/a>. You can also use Imagga in Cloudinary without this signature by performing Eager Transformations<\/a>.<\/p>\n

Smart cropping – focusing on what\u2019s interesting in user images<\/h2>\n

User-uploaded photos often have a main object which is the most relevant, and a background which is less interesting and in many cases should not be shown on the site. For example, in the following photo the main object is the kitten, and there is a green grass surrounding the kitten.<\/p>\n

\n Loading code examples<\/span>\n <\/cld-code-widget>\"Uploaded<\/a><\/p>\n

While the photo with the green background is very nice, when displaying the highlights of a photo album or a certain news feed, you might wish to emphasize the kitten itself.<\/p>\n

By setting the crop<\/code> parameter in the URL to imagga_crop<\/code> without specifying width or height, the Imagga add-on smartly crops the image to keep the relevant part visible, while removing less relevant elements.<\/p>\n

The following URL and sample code can be used to embed an HTML image tag with this photo automatically cropped by Imagga:<\/p>\n

![Smartly cropped kitten photo](https:\/\/res.cloudinary.com\/demo\/image\/upload\/s–1tQspuaM–\/c_imagga_crop\/kitten.jpg<\/a> \u201cthumb: https:\/\/res.cloudinary.com\/demo\/image\/upload\/s–cJcagalH–\/c_imagga_crop\/c_scale,w_200\/kitten.jpg<\/a>)<\/p>\n

While the original image is 850×565, the cropped version is 462×441. In the image above we also scaled it down to a width of 200 pixels to better fit in this post.<\/p>\n

Another example, this time of a fat cat. We have the same issue in this photo: a blurred green background surrounding the cat.<\/p>\n

\n Loading code examples<\/span>\n <\/cld-code-widget>\"Uploaded<\/a><\/p>\n

Adding c_imagga_crop<\/code> to the URL automatically crops the photo to focus on the cat, using the Imagga Add-on.<\/p>\n

\n Loading code examples<\/span>\n <\/cld-code-widget>\"Smartly<\/a><\/p>\n

It\u2019s cropped – now what?<\/h2>\n

Of course, smart cropping is usually not the end of the story, there are usually additional transformations you\u2019ll need to perform to exactly fit the look and feel of the site.<\/p>\n

So – while we\u2019re at it, let\u2019s take the same code we used above to tell Cloudinary to smartly crop the photo, and modify it slightly to perform even more effects. Here\u2019s a simple example: let\u2019s say our graphic design requires the cat be resized to 200×200 pixels, with white space padding and a border around it.<\/p>\n

We can do this simply by using the pad<\/code> crop mode:<\/p>\n

\n Loading code examples<\/span>\n <\/cld-code-widget>\"Padding<\/a><\/p>\n

Here\u2019s the same code with a few more parameters tacked on that make the image circular, add a green border, increase color saturation, apply a sharpen effect, and add a logo watermark, while modifying its brightness and size. All these image transformations are done on the fly by Cloudinary when a user first accesses the image.<\/p>\n

\n Loading code examples<\/span>\n <\/cld-code-widget>\"Further<\/a><\/p>\n

One last illustration: Apply the same image transformation without smartly cropping the original photo. Quite a difference, isn\u2019t it?<\/p>\n

\n Loading code examples<\/span>\n <\/cld-code-widget>\"Same<\/a><\/p>\n

A final note – when you use the above URLs to generate images on-the-fly in Cloudinary, both the source and the resulting images are stored in the cloud, delivered to users using a fast CDN with advanced caching, and automatically optimized to reduce file size. So when you use Cloudinary to perform these smart image transformations, you also get optimal storage and delivery of images to users around the world.<\/p>\n

Summary<\/h2>\n

Smart cropping is a must for any website or mobile application that involves user-uploaded images. Cloudinary\u2019s face-detection based cropping, together with Imagga\u2019s smart cropping, allows you to perform this cropping automatically with only a single line of code – and while making sure that images are stored and delivered in an optimal manner. \u00a0<\/p>\n

Want to try it out for yourself? Sign up for a free Cloudinary account<\/a> and also grab the Imagga Crop and Scale Add-on<\/a>. Additional documentation of the Imagga Add-on is available here<\/a>.<\/p>\n

We would be happy to hear any feedback or suggestion you may have.<\/p>\n<\/div>","protected":false},"excerpt":{"rendered":"","protected":false},"author":41,"featured_media":24067,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_cloudinary_featured_overwrite":false,"footnotes":""},"categories":[1],"tags":[91,92,165,176,214,229,257],"class_list":["post-21227","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized","tag-django","tag-dotnet","tag-image-transformation","tag-java","tag-node","tag-php","tag-ruby-on-rails"],"acf":[],"yoast_head":"\nBeyond face detection - smart cropping with Imagga & Cloudinary<\/title>\n<meta name=\"description\" content=\"Do you need to adapt user-uploaded images to a fixed graphic design? 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