Image Recognition Solution for a Media Company
Our customer asked our engineers to develop an online system that could identify and recognize military equipment in a photograph.
In the target implementation, the user of the system uploads a picture asks the system to identify the equipment and provide a detailed description, including the model and its characteristics.
The algorithms that were used in the implementation of the system were trained using a collection of more than 300 units of combat vehicles housed in a museum in Europe - one of the most significant collections of military equipment available.
We crowd-sourced an additional learning set by asking community experts to classify suggested military equipment online.
In this project, we used transfer learning for convolutional networks to significantly reduce the size of each data set.
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I want to express my gratitude for all of your team’s hard work, support and extra help. We are very grateful for all that you have done for us.Senior Project Manager, a U.S. specialty digital design and web development agency
Your quality of work is exceptional, and your flexible approach has allowed us to build and deploy a large amount of complex functionality in a very short space of time. Kudos to everyone for their professionalism and for delivering results that exceeded our expectations.CEO, leading social media analytics provider
We have never had a better release that we can think of. And that is all because of your hard and dedicated work. So here is a big THANK YOU to everyone from all of us!Editor, leading Scandinavian newspaper
For a software vendor like ourselves, picking the right development partner is crucial. First Line’s technical expertise and solid project management, coupled with their proficiency in Agile methodologies, have made them an integral part of our product development group.VP Product Development, leading enterprise software vendor
Our First Line Team has been doing a great job. All of the guys check in great code, and they have a forward thinking mindset, not a feature-to-feature approach. They are also very open in terms of sharing knowledge, which is critical to running productive distributed teams.Application Development Director, global marketing company
We've all learned a lot from you, and it is great working with you.Application Development Director, global marketing company
The First Line team has an excellent process and we can learn from your team and improve.Product Owner, Strategic Software Consultancy
I would like to thank the First Line development team for their dedication and high level of quality in their work. Despite being thousands of miles apart, we have been able to work quickly, effectively, and intelligently. Your team has been a major part of why we have been successful thus far.VP Engineering, e-learning startup
First Line is a great technology partner capable of delivering complex, ‘industrial grade’ projects. They have demonstrated strong technical competence and solid understanding of the media and publishing domain. We have also been very impressed by the management team's attention to our needs and commitment to our success.CEO, leading European digital media company
Your effort is the #1 reason that this project is going so well. I've worked with a lot of teams over the years and there are very few teams that I trust and respect. When you are given a task or feature, I never have to worry whether or not it will be accomplished on time and I never worry about the quality - you always deliver.Architect, Strategic Software Consultancy
The team we put together in the last half of this year is one of the most productive, skilled and enjoyable I’ve ever worked on. It’s great to see the product brought to life, and I’m proud to work with all you folks.Senior Architect, Fortune 100 company
The First Line Software team is professional, results driven, and proactive. I know that when we provide requirements for new functionality, they will not only deliver on the scope of what has been asked but will look beyond and give insight into how we can make our product even better. It has been a privilege to work with First Line Software, and I look forward to continuing our partnership in future.VP, global marketing company
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