Keypoint annotation when boxes are not sufficient!

keypoint annotation skater

Computer vision algorithms are fed with visual data with additional layers of information typically provided by human annotators. This layer holds information on the content of the image like shapes or objects in the scene, as well as their position, type or attributes. There are several ways to provide such information for an AI model […]

Generative AI in computer vision

generative ai in computer vision, gpt

AI image generators Image generators are large neural networks created and trained to generate realistic images with desired features. These features can be given in a form of an input image and a specification of the image features that are to be created based on this information (e.g. change of the season in a given […]

How can computer vision move the world economy toward zero waste?

waste management system computer vision

Waste management is one of the biggest challenges of the urban world. The World Bank in its What a Waste 2.0 report expects the global waste generation to grow by 70 percent by 2050 Unless Urgent Action is Taken. What’s the waste with the waste? Mismanagement of waste has a significant destructive impact on the environment and […]

Data quantity vs Data quality

data quality vs data quantity in computer vision projects

Data quantity refers to the amount of data that is available for analysis. In general, the more data that is available, the better the chances of identifying patterns and trends within the data. On the other hand, data quality refers to the accuracy, completeness, and relevance of the data being analyzed. High-quality data is essential […]

Areas of application of computer vision in retail stores

computer vision in retail stores, merchandising

It’s no secret that retail stores are very eager to apply new technologies, thanks to which they achieve their operational goals more efficiently. Not at all the latest idea is the use of computer vision in this industry, today we will tell you about two potential applications customer journey and merchandising, as part of our […]

How computer vision improves the quality control process

Computer Vision can be extremely helpful in quality control process

Fast and accurate Quality control is extremely important in the mass production process Computer vision in quality control of wood flooring production Wood-based industry produces billions of products annually. Computer Vision can be extremely helpful in detecting quality anomalies, as it enables the automation of quality control processes, providing faster, more accurate, and more consistent results […]

Event venues challenges, how to improve operational efficiency?

What are event venues challenges and how to gain improved operational efficiency

Benefits Sports arenas, stadiums, concert halls, theaters, conference venues. Challenge: at-home viewing experience of mass events like matches or concerts is in many ways better than live presence at the event venues: Affordable: first-row view is offered at no or low cost Time-saving: no traveling to the venue, no traffic and parking issues, no waiting […]

Computer vision for vehicle detection

computer vision in vehicle detection

Vehicle detection The ability to recognize vehicles and track their motion patterns opens a variety of applications. The most common include car counting or measuring time of vehicle  appearance in the area of interest. Vehicle detection allows not only for simple detection of an object in the given area, but also ensures a level of certainty that […]

Areas of application for computer vision algorithms (Part 2)

computer vision applications

Analyzing human traffic Modern surveillance systems powered by computer vision, consisting of cameras monitoring the areas of interest for 24h/7, both indoor as well as outdoor, are great sources of data. People moving within the monitored areas can be observed and recorded for many reasons, such as commercial analysis, research or statistics. As human inspection […]

Areas of application for computer vision algorithms (Part 1)

Computer vision in industrial operations

Computer vision in industrial operations Computer vision is a set of image processing techniques designed to understand the content of an image and enable automated system response. Combined with the rapid increase in available computing power, these algorithms are a powerful tool for automating industrial processes. So what can computer vision do for your company? Well, […]