Real-time face detection and recognition | Computer vision project
Explore the results we’ve achieved for our client in face detection and recognition.
KEY INSIGHTS
Advanced Security through AI
The integration of real-time face and person detection with deep learning significantly enhanced the robot’s ability to identify and respond to threats, improving overall security
Successful Prototype and Investor Interest
The project’s successful software development and positive reception at a tech conference opened doors for further investment and project growth
About the client
The client is a company specializing in AI implementation, particularly in developing autonomous robotics that secure and protect both premises and employees. Since 2015, they have been advancing the future of security through Artificial Intelligence.
Challenge
The client set an ambitious goal: to secure business premises and spaces from potential burglaries. They aimed to create an autonomous robot capable of monitoring facilities and transmitting danger signals in case of any threats. While they had already developed the hardware—the robot—they needed software toidentify, process, and recognize individuals.
Project Overview
The required software relies on deep learning for quick and accurate identification of individuals. In essence, we needed to convert raw data into actionable commands for person detection and spatial awareness, including gate detection.
Face and Eye Detection
We began by collecting a dataset of images to train the algorithm. This was followed by data normalization to ensure consistent face recognition under various conditions. The process then moved to feature extraction and identification.
Person Detection
A similar approach was used for person detection. We collected and identified images, isolating human figures from the background while accounting for human sizes, boundaries, and other relevant features.
Gate Detection
To enable the robot to patrol and navigate premises effectively, we developed functionality for detecting and classifying different types of objects and spaces, including gates.
Results
After completing the software development, our team showcased the project at a major tech conference, where it received significant positive feedback. The presentation also attracted interest from potential investors, providing opportunities to further grow the project.
Crunch impressed us with their technical excellence and the sheer ‘meeting of minds and cultures’ and open, honest exchanges. This was not a decision we took lightly, and 5 months into the engagement we continue to be really impressed with how Crunch approach the collaboration, and we’re delighted with the calibre of the team we have working with us.
Gary
Managing Director at a UK Software Development company
Crunch impressed me with is the quality of developers. It is simply much better than in any other company we’ve tried working with.
Klaus
CEO at YouWe
We are impressed with their performance, how they are engaged with product development, and how they care about the product.
Sebastian
Co-Founder & CTO at Accountflow
It’s been a very enjoyable experience. All has been fantastic about communicating, and working.
Marta
Consultant at GIA Networks
Our partnership with Crunch has been an invaluable resource as we’ve scaled.
Ryan
CTO at WorkDove
What I found in Crunch was the technical competency, ability to think outside the box, and very good English.
Garrett
COO at Tabulate
They have a large impact on the whole architecture we ended up with. Overall, I’ve been pleased and impressed with everything Crunch did for us.
Kenneth
CTO at Zuar
Working with Crunch was easy. They were patient with us as we worked through the contract questions and patient again as we were getting our billing set up. The design work was elegant and the developer delivered the app we had contracted for on time and good quality.
Scott
VP of Software Engineering at Analytic Index
The team at Crunch was very nice to work with. They worked diligently and were very professional. When questions or technical problems arose, they answered them quickly and were always ready and kind about helping us.
Miia
Business Management at Conmark Systems
Crunch developer helped us deliver an important feature for our project much faster than expected.
Rosario
VP of Engineering at Profitap
Crunch facilitated a seamless, collaborative effort throughout the project. The team maintained open lines of communication, kept detailed records of task assignments, and adhered to project timelines. Their expertise regarding both design and development sets the company apart.
Sisun
CEO at Chintech
Crunch provides ongoing development support that meets project requirements as needed. Despite their offshore location, they are easy to work with and accessible through communication channels
Bob
CTO at Timegen
The best vendor we could possibly find. Crunch blends practical development with innovative design principals. Internal and external feedback to app development has been positive. They complete project milestones by the planned schedule and deliver within budget. The team’s responsive and willing to engage in productive dialogue.
Jeff
CEO at USA Software Company
Crunch exceeded my expectations. I appreciated the developers’ resourcefulness in the face of constraints and complex requirements. The company able to deliver and complete the project successfully.
Kate
Product manager at Mezonin
The project has gone smoothly so far. Crunch has an exceptional work ethic. Consequentially, they’ve been able to tackle every challenge that comes their way. They manage day-to-day work on their own well but also communicate with us regularly to make sure we’re on the same page.
Andrew
CMO at Qinetics
The app Crunch worked on is clean, streamlined, and functions as intended. Crunch goes above and beyond to ensure that both teams are in tune. The passionate team crafts an enjoyable experience through their positive demeanor and effective project management skills. The team was very friendly, and working with them was a pleasure.
By refactoring the architecture, implementing AI-driven data preprocessing and visualization, and streamlining deployment with DevOps, we delivered a scalable, cost-effective solution.
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