Feature Recognition

Increase the efficiency of your field surveying by implementing the appropriate AI algorithms to detect a wealth of information from images in an automated way.

Automatic feature recognition for increased efficiency

Implementing the appropriate AI algorithms enables the automated extraction of information from aerial imagery. This information, which relate to building characteristics, land use, vegetation, or vehicles, not only provides you with insights into the exact location of your objects, but also gives you information on what these objects look like or what is happening in a certain area.

 

This allows you to limit the execution of your field surveying and inspection tasks to specific areas, performing them in a more focused and efficient way, ultimately not only reducing the costs of your field inspection activities, but also increasing its success rate.

 

Some concrete examples of automatic object recognition include the automatic detection of roofs with solar panels, the automatic creation of a building inventory by detecting new buildings, or the measurement of changes in vegetation.

Increased Inspection Efficiency

Knowing where certain are occuring, or where certain objects are located, enables you to perform your inspection tasks in a targeted, rather than random, way.

Superior Insights into Objects and Land Use

Gain insight into how many objects are present in an area, the condition of these objects, or the land use in a given area by extracting information from aerial imagery.

Our Feature Recognition Services

We not only help you find the right AI algorithm tailored to your specific needs, but we also implement it by training it on “training data” (specifically created for this purpose). This trained algorithm is then further improved by extensive testing on “test data”. As a final step, the AI algorithm is then used on the actual data of interest.

The results are provided both as a report and as actual data – which not only include the recognition of features, but also the actual creation of geospatial data from the detection.

Design

Finding the Best Fitted Algorithm

A lot different algorithms exist, and they all fit different purposes. For someone without the required knowledge, searching and finding the best matching algorithm feels like searching for a needle in a haystack. 

However, Avineon has a broad knowledge of existing algorithms and can help you find the right one for you. In this way, we already take the first, essential, step towards ensuring success. 

Finding the Best Fitted Algorithm

A lot different algorithms exist, and they all fit different purposes. For someone without the required knowledge, searching and finding the best matching algorithm feels like searching for a needle in a haystack. 

However, Avineon has a broad knowledge of existing algorithms and can help you find the right one for you. In this way, we already take the first, essential, step towards ensuring success. 

Implement

Implementation of the Algorithm

Avineon implements, trains, and tests your algorithm until it achieves the desired results.

We train your algorithm on so-called “training data” and then further improve it by extensive testing on so-called “test data”.

Feature Recognition Execution and Correction

Avineon runs your algorithm on your actual data of interest – meaning the actual data that need to be investigated. We thus not only provide you with a working algorithm, but also with the results of its implementation.

These results are provided both as a report and as actual data. The data not only include the recognition of features, but also the actual creation of geospatial data from the detection.

Set-Up of the IT Environment

Alternatively, you can decide to run the algorithm yourself.

In that case, Avineon can help you set up the required IT environment to do so – we set up the IT environment to get you started.

Implementation of the Algorithm

Avineon implements, trains, and tests your algorithm until it achieves the desired results.

We train your algorithm on so-called “training data” and then further improve it by extensive testing on so-called “test data”.

Feature Recognition Execution and Correction

Avineon runs your algorithm on your actual data of interest – meaning the actual data that need to be investigated. We thus not only provide you with a working algorithm, but also with the results of its implementation.

These results are provided both as a report and as actual data. The data not only include the recognition of features, but also the actual creation of geospatial data from the detection.

Set-Up of the IT Environment

Alternatively, you can decide to run the algorithm yourself.

In that case, Avineon can help you set up the required IT environment to do so – we set up the IT environment to get you started.

Sustain and Grow

Geospatial Analysis

By automatically combining the results of the algorithm with other (geographical) data sources, you gain a deeper level of knowledge and insight.

 

Avineon has the required geospatial knowledge to automatically conduct further geospatial analysis. The results of this analysis are then also provided to you.

Periodic Running

Improve the quality of your output by repeatedly running your AI algorithm on newly acquired data and check, in addition, for recurring events or track progress and situational changes. 

 

If desired, Avineon can run your algorithm in a periodic way.

Geospatial Analysis

By automatically combining the results of the algorithm with other (geographical) data sources, you gain a deeper level of knowledge and insight.

 

Avineon has the required geospatial knowledge to automatically conduct further geospatial analysis. The results of this analysis are then also provided to you.

Periodic Running

Improve the quality of your output by repeatedly running your AI algorithm on newly acquired data and check, in addition, for recurring events or track progress and situational changes. 

 

If desired, Avineon can run your algorithm in a periodic way.

Improving Your Business

In this guide (PDF) we explain how Avineon can help to improve your business by visualizing your systems, assets, and data.

 

Why Avineon

Avineon offers the full end-to-end support you need to implement object detection from aerial imagery. Not only do we have the experience to choose the most suited algorithm for your requirements, but we also have the platform needed to train, test, and run the algorithm.

 

We can, furthermore, combine the results of the algorithm automatically with other data sources for further geospatial analysis.

Fast Results Through Experience

Avineon has developed a ready-to-use platform for feature recognition, which means that we can quickly train, test, and run your best fitted algorithm.

Both Recognition
and Creation

We not only automatically recognize features on imagery, but also provide feature statistics, or even convert features into geospatial objects.

Immediate Usage for Geospatial Analysis

Thanks to our geospatial expertise, we can integrate the results of the feature recognition with other (geo) data, immediately using your feature recognition results for further geospatial analysis.

Delivery Models

At Avineon, we have the delivery model tailored to your needs:

 

> Delivery of the trained and tested algorithm: After selecting the most suited algorithm, and implementing this algorithm, we hand it over to you so you can run it in your environment as much as you need.

 

> Our “all-in” feature recognition service: After selecting the best fitted algorithm, and implementing this algorithm, we periodically run it for you.

 

Interested? Let's talk!