Aksiio Areas of R&D Expertise: Automatic Target Recognition for Sonar Side Scan
In the dynamic realm of technological innovation, especially in the fields of artificial intelligence and machine learning, staying ahead of the curve is vital for businesses to thrive. This is particularly true in specialised sectors like sonar data analysis and automatic target recognition (ATR), where cutting-edge technology is not just a luxury but a necessity.
At Aksiio, we understand these challenges and specialise in AI/ML, Computer Vision, and sensor technologies. With over a decade of experience in R&D and software development, our team is adept at addressing complex, niche problems. Our latest project in ATR using sonar data, detailed in this article, showcases our expertise and innovative approach.
Project Overview: Customisable ATR System Using Sonar Data
The challenge of ATR in marine environments is significant due to the unique properties of underwater acoustics and the complexities involved in interpreting sonar data. This project aimed to develop an advanced ATR system capable of accurately identifying and classifying underwater objects using sonar data.
Client-Driven Data Annotation and Model Training
The primary objective of this project was to develop an ATR system that not only accurately identifies and classifies underwater targets using sonar data but also offers clients the unique ability to annotate their datasets with specific objects of interest, train their custom neural network models on their own PC, and use AI models on the new unseen data. Moreover, a client has an opportunity to tune parameters on each step. This customisation aspect was crucial, considering our client’s diverse needs and operational environments.
We designed the system to handle and manipulate datasets and models efficiently, which involves dataset merging and model retraining. This bespoke training approach meant that each deployment of the ATR system was uniquely adapted to the client’s operational environment and requirements.
Deployment Challenges and Solutions for Marine Environments
A unique aspect of this project was the deployment environment. Many clients of the ATR system operate directly from maritime vessels and prefer to keep sensitive information private over the Internet due to data confidentiality, which presents specific challenges and limitations for deploying the ATR system. The constraints of marine deployment included limited bandwidth, data security, and variable internet connectivity.
To address these challenges, our team focused on a standalone approach and optimising the ATR system for low-bandwidth environments, ensuring that the system could function effectively with intermittent internet connectivity.
This project exemplifies Aksiio’s commitment to delivering cutting-edge, client-centric solutions in specialised technology domains, driving innovation in the field of AI/ML and sensor technology.
“Throughout our cooperation, Aksiio team has consistently met and exceeded our expectations. From developing core algorithms for 3D Scanning & Reconstruction to building a dedicated team. I am pleased to recommend them because their expertise in challenging tech areas stands apart from the competition. Our software developers also liked the cooperation a lot from the human / personal side.”
“Aksiio team are helping us build a highly complex Computer Vision pipeline to automate the generation of virtual tours for commercial and residential real estate from scratch. We are working with an extended team that has delivered excellent results so far. It is clear that Aksiio’s specialists have deep technical knowledge that allows them to take on complicated projects such as ours. Borys has a great attitude, an eye for details, and most importantly, he is easy to communicate with. I look forward to the results of our work together.”
“Looking over a long-standing history between Aksiio and Chesapeake Technology, I would like to recommend Aksiio team for many successful engineering jobs. I would recommend them to anyone who is looking for a solution to today’s challenging tech problems.”
“Borys is building an incredible company focused on solving the most challenging problems in Deep Tech areas. Through our partnership on several projects, Borys has always been fully dedicated to adding value to our projects by building a trustful relationship.
Aksiio brings excellent knowledge in Deep Tech areas and a high level of consulting expertise in software engineering to our company. I definitely recommend partnering with them on your project!”
“I’m pleased to recommend to work with Aksiio team to solve present-day challenging CAD development problems.
Obviously, the Aksiio team has extensive technical expertise that allows them to take up complex projects.
We approached Aksiio for their expertise and they were involved in the development of specialized modules. As a result Aksiio team managed to bring our CAD solution for designing insoles to a higher level.”
“I am writing to recommend Aksiio, as a powerful 3D scripting team that I have had the pleasure of using extensively. As someone who has worked with various 3D modeling software in the past, I can confidently say that their customized scripts and workflow stands out as one of the most impressive tools available today. One of the main strengths of their work is their versatility. It offers a wide range of modeling features, including polygon modeling, NURBS modeling, and Additive Manufacturing tools. Another standout feature is its user-friendly interface. It is intuitive and easy to use, making it accessible to experienced professionals and field newcomers.”
Solving Deep Tech problems
