#None #Dental Health #Superb AI #Cavity Detection

Revolutionizing Dental Health with AI

In a groundbreaking collaboration, Superb AI has partnered with the Asia University Hospital's dental faculty, led by Professor Kim Hee-Kyung, to create an innovative AI model that detects cavities from smartphone images. This AI technology is designed to enhance oral health diagnostics, especially for individuals with tight schedules or those living in areas with limited medical infrastructure.

The Necessity of AI in Dental Diagnosis

The project began when Professor Kim identified a need for a more effective method of cavity detection and approached Superb AI for its expertise in AI development. The research team faced several challenges common in AI development, such as data shortages, security concerns, and the need for data standardization. To tackle these issues, the team worked diligently to establish a solid foundation for the AI model.

Quick Development and Iteration

Remarkably, within just three weeks of initiating the project, the team successfully created a preliminary version of the AI model. Four dental specialists contributed their diagnostic criteria to ensure the model's accuracy, and the AI's performance continued to improve over time based on expert feedback. Recognizing the shortage of cavity and periodontal disease data, Superb AI utilized data augmentation techniques powered by generative AI to enrich the training dataset significantly.

Ensuring Quality and Security

To minimize the variability in image quality captured by smartphone cameras, the team introduced standardized protocols. All medical data was securely processed within Superb AI's robust security infrastructure. The researchers also established clear guidelines for data collection, continuously gathering instances of missing data to enhance the dataset further.

Impressive Diagnostic Metrics

The final AI model exhibited outstanding performance across key diagnostic metrics, including Precision (the percentage of correctly recognized cavities), Recall (the proportion of suspected cavities accurately detected), and F1 Score (the harmonic mean of Precision and Recall). This cutting-edge system is now integrated into a real-time diagnostic platform, ready for use in practical environments.

Insights from Industry Experts

Professor Kim commented on the project, stating, "Medical diagnoses often involve subjectivity, making standardization particularly challenging. However, the project manager took time to learn dental terminology and effectively incorporated our feedback, facilitating a smooth collaboration without compromising our respective expertise."

Superb AI's CEO, Hyun Kim, expressed pride in the rapid development of the AI prototype, emphasizing the continuous efforts to enhance its performance even before moving into full-scale deployment. "Through avant-garde technology and an expandable platform, we aim to significantly contribute to advancements in digital healthcare," he stated.

A Vision for the Future

Founded in 2018, Superb AI positions itself as a leading provider of all-in-one AI solutions that support every phase of AI development. The company offers diverse products and services that assist organizations in the successful development and implementation of AI technologies. From dataset curation to model training and deployment, Superb AI ensures an iterative and comprehensive MLOps pipeline.

They cater to over 100 clients worldwide, including major technology companies like Samsung and LG Electronics, and have established offices in South Korea, the United States, and Japan. With around 49 billion Korean Won ($35 million) raised from investors to date, Superb AI is on the path to an IPO by 2026. In 2023 alone, they focused on expanding their customer base while enhancing their product offerings, which included the launch of Superb Curate and Superb Model.

With these advancements, the company aims to not only democratize AI access but also ensures high security and reliability in their services, having secured SOC 2 Type II and ISO 27001 certifications while obtaining over 14 patents in the U.S. and Korea. The launch of Superb On-Premise in September 2024 will further strengthen their commitment to security.

In conclusion, the collaboration between Superb AI and Asia University marks a significant step forward in dental diagnostics, showcasing how innovative technology can improve health outcomes and accessibility in healthcare services.