Improving CCTV surveillance images

Examples model 1 run on large dataset (SCFace)










Examples model 2 run on large dataset (SCFace)

Deep learning models

Automated

expert workflow

Deep learning models

We use state of the art deep learning models to achieve the best possible results for your solution. An image can be enhanced or restored, depend on the model you choose.


Please read our disclaimer as this technique will add pixels that did not exist in the source image.

Automated

You can run all our deep learning models by yourself. You can choose the best result from the multiple outputs. 

After each image you can check if you desire manual post processing. (see example above)

Expert workflow

To obtain the best results some images require the expert workflow. Which means that our expert will optimize your images for every step in the process. 

Manual optimization with Photoshop and other tools in pre- and post processing to create a better end result.

Frequently asked questions

About the Deep Learning models

How do we evaluate the reconstruction accuracy?

This remains difficult with real world images as the verifying source image is obviously not present. Therefore we output result from several models. Its then up to the user to choose which fits best.

What are the future developments to increase reconstruction accuracy?

We are constantly reviewing new studies in computer vision to stay on top of the latest technology in the field of image restoration and optimization. We are working on more than one approach to present a certain accuracy with each output result. 

One  alternative could be to use a downstream vision task e.g. face recognition, to optimize the super-resolution model. But that requires a clients database access where we will face privacy restrictions.

About the manual editing of images

How do you maintain reconstruction accuracy while manually editing the image?

As stated above. Our users have to determine what output fits there need best. Based on that result we edit the image manually. In general no facial structures are added manually. Mostly superficial modifications like skin structure, hair, sharpness, brightness, colorization, etcetera.

How can we be involved in the editing process?

In an expert workflow there is the option to review stages of results.

Do you also restore video files?

We currently do not offer to restore video files. However, we can assist in frame extraction for the best results for restoring your images.

About the legal side of image restoration for law enforcement

Is a restored image legal evidence?

Write the answer to the question here. This way, your visitors can easily pick the questions that matter to them, without being distracted by loads of text from the FAQ.

What privacy laws are applicable on restored images?

Countries have different privacy laws, therefore we cannot answer this question. To determine the privacy laws applicable in your country its important to know that a restored image contains new pixels (data) dat have been added by our software that are not present in the source image.

Is there a proven accuracy available?

At this point not. However we aim to offer only "state of the art" technology in the field of image restoration with deep learning models.

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