Cloudinary Blog

Automatic face-blurring in images made easy

After our recent, somewhat technical posts, we wanted to lighten things up with Cloudinary's latest (cool) semantic image transformation feature. Keeping people privacy in photos by automatically blurring their faces. 
 

Pixelate Effect

We previously detailed in length about Cloudinary's cloud-based API for applying effects on images. We now want to introduce Cloudinary’s latest effect - pixelization.
 
 
Use it by simply setting the 'effect' parameter (or 'e' for URLs) to 'pixelate'.
 
The example below generated a 150x200 thumbnail of a Facebook profile picture and applied the pixelization effect on it.
 
 
 
Isn't that great? With zero effort, you've converted an image to a pixelated one before embedding it in your site.
 
As you can see, the pixelate effect in the example above is quite intense. You can assume greater control on the effect’s intensity by specifying the size of the pixelization squares (numeric value, in pixels). In the following example, we applied the pixelate effect using six pixel blocks on the same Facebook profile picture that was automatically retrieved from Facebook by Cloudinary. As always, the resulting image is cached and delivered through a fast CDN.
 
 
 
Same example in Ruby on Rails, Django, Node.js and PHP:
 
Copy to clipboard
<%= facebook_profile_image_tag("zuck.jpg", :effect => "pixelate:6", 
                               :width => 150, :height => 200, :crop => :fill) %gt;
Copy to clipboard
{% cloudinary "zuck.jpg" type="facebook" effect="pixelate:6" 
              width=150 height=200 crop="fill"  %}
Copy to clipboard
cloudinary.image("zuck.jpg", { type: "facebook",  effect: "pixelate:6", 
                 width: 150, height: 200, crop: "fill"})
Copy to clipboard
<?php echo facebook_profile_image_tag("zuck.jpg", array("effect" => "pixelate:6", 
                             "width" => 150, "height" => 200, "crop" => "fill")) ?>

 

Automatic Face Blurring

In the examples above we've shown how to easily pixelate a whole picture. But if we are talking about privacy, showing the original image as is and just hiding the faces is probably more useful.
 
For example, let's take the following photo, depicting a nice couple:
 
 
 
 
We can now apply the new 'pixelate_faces' effect to hide the faces of the couple in the original image. The following URL generates a 200x200 rounded cornered thumbnail that was smartly cropped based of face detection, while blurring the faces in the process.
 
 
 
 
As you can see, all parts of the images are still clear while the faces in the picture were automatically detected and pixelated by Cloudinary.
 
Same example in Ruby on Rails, Django, Node.js and PHP:
 
Copy to clipboard
<%= cl_image_tag("couple.jpg", :effect => "pixelate_faces", :width => 200, 
                 :height => 200, :crop => :thumb, :gravity => :faces, :radius => 20) %>
Copy to clipboard
{% cloudinary "couple.jpg" effect="pixelate_faces" width=200 height=200 
              crop="thumb" gravity="faces" radius=20  %}
Copy to clipboard
cloudinary.image("couple.jpg", { effect: "pixelate_faces", width: 200, 
                 height: 200, crop: "thumb", gravity: "faces", radius: 20})
Copy to clipboard
<?php echo cl_image_tag("couple.jpg", array("effect" => "pixelate_faces", 
                        "width" => 200, "height" => 200, "crop" => "thumb", 
                        "gravity" => "faces", "radius" => 20)) ?>
 
With the pixelate faces effect, you can pixelate one or more faces automatically. You can even pixelate the faces of a whole soccer team as seen in the example below. Here, Cloudinary automatically fetches the remote image from Wikimedia Commons and applies the pixelate faces effect before delivery through a CDN:
 
 
 
If you are a Spanish or a European football fan, you probably recognized all players in the picture despite the heavy pixelization :) 
 
As with the pixelate effect, the pixelate_faces effect also supports specifying the number of pixels to use for each pixelization block. The following example applies a 4-pixels effect on the same remote image for making it easier for you to recognize the players...
 
 
  

Face Blurring as Incoming Transformation 

For simplicity, all the examples given above were applied on the images on-demand. A user, looking at the image source, may craft a URL that does not include the blur. 
 
To prevent access to the original image, you should apply the pixelate effect as part of an incoming transforming while uploading the image to Cloudinary and before it is stored in the cloud for delivery. Alternatively, you can also upload images as private images as we described in a previous blog post

Summary 

We've had great fun introducing this feature, and personally think it's quite cool :)
 
Sites with user generated content, news sites and dating sites might find this feature very useful. Note however that automatic face detection is not perfect, and faces might not be detected and pixelated if the face in the picture is not clear enough. If you are going to incorporate face blurring in your system, you might want to introduce it as a part of a semi-automatic moderation system. By suggesting the automatically censored photo to a human moderator, you will save lengthy manual image processing time, while allowing the moderator to override incorrectly censored photos.
 
This feature was actually not in our original plans or to-do list. It was requested by one of our clients. Thankfully, the Cloudinary system was built with enough flexibility to introduce this new feature in no time. We were especially lucky to be able to reuse many existing building blocks - face detection, image effects support, best of breed image manipulation software and more.
 
If you need a yet unsupported cloud-based image transformation for your own web application, why don't you go ahead and challenge us?

Recent Blog Posts

Generate Waveform Images from Audio with Cloudinary

This is a reposting of an article written by David Walsh. Check out his blog HERE!
I've been working a lot with visualizations lately, which is a far cry from your normal webpage element interaction coding; you need advanced geometry knowledge, render and performance knowledge, and much more. It's been a great learning experience but it can be challenging and isn't always an interest of all web developers. That's why we use apps and services specializing in complex tasks like Cloudinary: we need it done quickly and by a tool written by an expert.

Read more
Make All Images on Your Website Responsive in 3 Easy Steps

Images are crucial to website performance, but most still don't implement responsive images. It’s not just about fitting an image on the screen, but also making the the image size relatively rational to the device. The srcset and sizes options, which are your best hit are hard to implement. Cloudinary provides an easier way, which we will discuss in this article.

Read more

The Future of Audio and Video on the Web

By Prosper Otemuyiwa
The Future of Audio and Video on the Web

Web sites and platforms are becoming increasingly media-rich. Today, approximately 62 percent of internet traffic is made up of images, with audio and video constituting a growing percentage of the bytes.

Read more

Embed Images in Email Campaigns at Scale

By Sourav Kundu
Embed Images in Email Campaigns at Scale

tl;dr

Cloudinary is a powerful image hosting solution for email marketing campaigns of any size. With features such as advanced image optimization and on-the-fly image transformation, backed by a global CDN, Cloudinary provides the base for a seamless user experience in your email campaigns leading to increased conversion and performance.

Read more
Build the Back-End For Your Own Instagram-style App with Cloudinary

Github Repo

Managing media files (processing, storage and manipulation) is one of the biggest challenges we encounter as practical developers. These challenges include:

A great service called Cloudinary can help us overcome many of these challenges. Together with Cloudinary, let's work on solutions to these challenges and hopefully have a simpler mental model towards media management.

Read more

Build A Miniflix in 10 Minutes

By Prosper Otemuyiwa
Build A Miniflix in 10 Minutes

Developers are constantly faced with challenges of building complex products every single day. And there are constraints on the time needed to build out the features of these products.

Engineering and Product managers want to beat deadlines for projects daily. CEOs want to roll out new products as fast as possible. Entrepreneurs need their MVPs like yesterday. With this in mind, what should developers do?

Read more