Research Fields | MacsLAB

Computational Science

Mon, 01 Apr 2024 00:00:00 +0000

Computational science research at MacsLAB focuses on numerically modeling complex natural and engineering systems and combining them with data-driven methods to provide predictive and explainable interpretations. We expand problems that are difficult to address through experiments alone into simulations and support practical decision-making by increasing consistency with real-world data.

AI

Sun, 31 Mar 2024 00:00:00 +0000

At MacsLAB, we develop specialized AI technologies applicable to diverse domains. Our research spans various fields, including medicine, aerospace, and content creation, with a primary focus on providing customized solutions for solving real-world problems. The core objective of our research is to realize a better future by effectively addressing challenges in these sectors through advanced AI techniques.

Medical Imaging

Fri, 29 Mar 2024 00:00:00 +0000

Medical AI research at MacsLAB focuses on disease diagnosis, environment improvement, and enhancing the efficiency of medical services. We develop cutting-edge technologies that enable early detection and accurate diagnosis of diseases by creating smartphone-based diagnostic tools, 3D ultrasound imaging platforms, and automated deep learning-based analysis systems. These technologies aim to maximize the potential of AI in the medical field and improve patient treatment outcomes.

Healthcare

Thu, 28 Mar 2024 00:00:00 +0000

MacsLAB focuses on the development of AI technologies applicable to the medical and healthcare sectors. We develop innovative solutions aimed at providing personalized medical services, including mobile-based diagnostic systems, federated learning for privacy protection, and automated deep learning platforms based on multi-task and few-shot learning for the mobile diagnosis of skin diseases. Our research is centered on providing high-quality diagnostic services while ensuring the protection of patient privacy.

Wed, 27 Mar 2024 00:00:00 +0000

AI research in Contents and Webtoons focuses on developing AI technologies for creative content production. Research in this field explores new visual storytelling methods using AI and seeks innovative ways to enhance user experience. Furthermore, we aim to open new horizons in webtoon production by leveraging Generative AI and natural language processing techniques. Through the combination of art and technology, we simultaneously pursue creativity and efficiency in the content creation process.

Aerospace

Tue, 26 Mar 2024 00:00:00 +0000

The development of AI technology in the aerospace field focuses on contributing to the advancement of aerospace science. This research includes the analysis of remote sensing imagery, building extraction from aerial images, and the interpretation of ground observation data, developing advanced AI algorithms for aerospace exploration and Earth observation. This enables more efficient data analysis and interpretation, opening new horizons for aerospace research.

Medical Mathematics

Mon, 25 Mar 2024 00:00:00 +0000

Research on mathematics and optimization theory related to AI serves to build the foundation for technological development. In our laboratory, we explore mathematical methodologies to improve the efficiency and accuracy of AI models through stochastic adaptive activation functions and optimization algorithms. This contributes to establishing the fundamental theoretical basis for the advancement of AI technology. Furthermore, we research techniques for treating diseases and statistically analyzing data based on mathematical modeling.

Development

Sun, 24 Mar 2024 00:00:00 +0000

In the field of development, we focus on Full-Stack application development, which plays a crucial role in the practical application and deployment of AI technologies developed in our laboratory. We provide customized solutions to meet real-user needs and solve problems, aiming to create social value by applying research results to everyday life.