Improve shopping experience and automate retailers’ efficiency
Product Recognition Solutions
Computer vision-based product recognition solutions are primarily employed in the retail sector, with a specific emphasis on customized solutions designed to detect and categorize items displayed on store shelves. These applications are commonly utilized for analyzing planograms and facilitating automated checkout processes.
Product recognition solutions
Planogram compliance
Utilizing cameras and mobile phones with computer vision-powered applications to analyze planograms and ensure adherence to the store’s strategy represents another move toward digitizing the retail environment.
Automated checkout
Automated computer vision-powered systems improves the shopping experience by reducing waiting times and enhancing convenience for customers, as well as decreasing costs on the retailers’ side.
Store stock audit
Store stock audits empowered by computer vision streamline and enhance the process of inventory management, providing real-time insights into stock levels and discrepancies.
Altamira is trusted by
Key pre-requisites for implementing Product Recognition Solutions
Data quality
Just like with many other artificial intelligence and machine learning applications, the success of product recognition solutions is intricately linked to the quantity and quality of the data used during the model training phase.
Technology selection
When it comes to recognizing specific image classes, data quality, and various other factors, more technological options are at our disposal. Our responsibility lies in evaluating and choosing the right technology mix.
Data annotations
Expectations
Management of the expectations and proceeding step-by-step improves the overall satisfaction with the project development of implementation.
Usual lifecycle of computer vision-powered product recognition project
01 Challenges and goals
02 Understanding the data
03 Model experimentation
04 Benchmarks and targets
05 Evaluate, adjust, repeat
Recognizing your specific challenges and clearly outlining the goals we intend to achieve through our computer vision-powered solution is a vital and crucial first step in our collaboration.
Whether you possess in-house data or intend to utilize existing datasets, following an understanding of your business objectives, the first step involves data exploration and the thorough assessment of data quality, consistency and annotations.
Manual model training, conducted using the previously collected and refined data, yields certain outcomes. Following an evaluation of these results, we may need to iterate through this process several times before achieving the desired levels of accuracy, reliability, and solution stability.
Defining an acceptable level of accuracy, addressing edge cases, and determining the time and budget allocated for refining the model and data to attain optimal results are critical considerations. These aspects should be clearly outlined as benchmarks and metrics following their assessment in each iteration.
The evaluation of iterations, guided by established metrics, continues until the predetermined goals are met. Once these objectives are achieved, the solution is deemed ready for deployment and can be automated through an MLOps approach.
Discover why customers choose Altamira
CTO, SOLJETS
Ryan Crawford
Custom-made ERP solution that provides jet brokerage services to boost jet sales and service quality.
Services we provided
- Web Application
- UI/UX Design
CEO & Co-founder, Aquiline Drones
Barry Alexander
Android and iOS native applications that provide on-demand drone services, where users can connect with couriers and track the status of their drone order delivery.
Services we provided
- Mobile Application Development
- UX/UI Design
CTO, Ticker Tocker
Jonathan Kopnic
Web, iOS, and Android trading platform that offers advanced capabilities in earning by trading, selling products via the integrated marketplace, and conducting trading live-streaming.
Services we provided
- Discovery
- Tech Vendor Audit
- Web and Mobile Application Development
IT Solution Team Leader
Dusan Barus
Unique mobile solution that automates the process of uploading, transferring, documenting, numbering, and downloading pictures.
Services we provided
- Web Application Development
- UX/UI Design
CEO, CTRL Golf
Ian Cash
Unique mobile application that aims to teach users to play golf according to individual playing styles and recommendations provided by specifically developed algorithms.
Services we provided
- Discovery
- Mobile Application Development
- UX/UI Design
Project manager, Printing & Design
Redesigned web solution for a large-scale printing company that provides a modern order management system and enables customer experience.
Services we provided
- Web application development
- UX/UI Design
Looking forward to your message!
- Our experts will get back to you within 24h for free consultation.
- All information provided is kept confidential and under NDA.
