Using Computer Vision to Analyze Unstructured Data in Tableau

Computer vision is valuable tool for analyzing unstructured data in Tableau, including detecting vehicles in overhead imagery.

Using Computer Vision to Analyze Unstructured Data in Tableau

Computer vision has proven to be a valuable tool for analyzing unstructured data in Tableau, and one area where it has particularly demonstrated its utility is in the analysis of overhead imagery for vehicle detection. In this blog post, we'll explore the benefits of using computer vision in Tableau for vehicle detection and how it can help you make more informed decisions.

Computer vision-generated insights in Tableau

One of the key advantages of using computer vision in Tableau for vehicle detection is the ability to extract valuable insights from large amounts of unstructured data. Unstructured data refers to data that is not organized in a specific format, such as text, images, and videos. This type of data is often difficult to analyze and interpret, but with the help of computer vision, it becomes much easier to extract meaningful information.

For example, let's say you have a dataset of overhead imagery of a city's streets and you want to understand the traffic patterns and congestion levels. You could use computer vision to analyze the images and extract the locations and types of vehicles present on the roads. This information could be used to identify busy intersections or areas where there are consistently high levels of congestion, which could inform traffic management decisions and infrastructure improvements.

Another benefit of using computer vision in Tableau for vehicle detection is the ability to analyze visual data in real-time. For example, you could use computer vision to analyze live video feeds of a city's streets and extract the locations and types of vehicles present in real-time. This could help traffic management centers respond more quickly to accidents or other events that could impact traffic flow.

Overall, the use of computer vision in Tableau for vehicle detection allows you to unlock insights from unstructured data that might otherwise be difficult to obtain. By leveraging this technology, you can make more informed decisions and improve your understanding of traffic patterns and congestion levels in your city.

Computer vision enabled vehicle detection in Tableau

This video walks through the process to create a structured dataset from unstructured imagery using a computer vision model.  The extracted data is then used within Tableau. This example leverages a vehicle detection in aerial imagery model.