#Japan #Tokyo #AI Development #ORENDA WORLD #YAKUDATA

ORENDA WORLD Advances AI Development Through YAKUDATA

Introduction

ORENDA WORLD, a pioneer in 3DCG technology and AI development based in Minato, Tokyo, is tackling severe challenges in the realm of local AI development. The company has highlighted how the quality and quantity of learning data are becoming critical bottlenecks for many enterprises engaged in AI initiatives. Securing data that accurately represents rare and dangerous situations—like those required for robotics, autonomous driving, and drones—is particularly challenging in the real world. In response, ORENDA WORLD has proposed the innovative solution, YAKUDATA, designed to generate high-quality, infinite learning data within a 3DCG environment.

Background of the Research

The performance of AI systems is largely dictated by the quality of their learning data, a widely accepted principle in the AI development community. Yet, many companies face a daunting challenge in collecting and annotating this crucial data, which leads to ‘data gaps’ and, ultimately, project stalls.

Particularly in critical AI applications involving safety—such as anomaly detection on production lines or hazard avoidance in driverless vehicles—having data for scenarios that rarely occur in reality is vital. To address these challenges, ORENDA WORLD has conducted a thorough analysis aimed at exploring innovative solutions derived from its experience in game development.

Summary of Findings

1. High Barrier of Data Collection: The development process for AI, especially in areas like autonomous driving and image recognition, often dedicates around 70% of project efforts to the collection and annotation of data. High-quality models require massive numbers, often in the hundreds of thousands or millions, of diverse data instances; collecting these from the real world is not feasible.

2. Limits of Real-World Data: AI systems must be designed to handle unforeseen circumstances, meaning that they need exposure to situations that reflect 'what-if' scenarios. For instance, autonomous driving AI needs to learn to navigate scenarios where pedestrians unexpectedly appear in adverse weather conditions at night. However, orchestrating such rare cases to capture relevant data is both highly challenging and potentially dangerous.

Insights from ORENDA WORLD

ORENDA WORLD views the data problem not as a limitation of creativity but rather as a restriction in methods of creation. Even if developers can conceptualize 'if-then' scenarios, their ability to generate corresponding learning data directly influences AI performance limits.

The breakthrough lies in leveraging 3DCG technology, which allows for limitless manipulation of virtual environments without the physical constraints of the real world. By adjusting parameters like sun position, weather, object configurations, and materials, developers can swiftly and accurately produce millions of hypothetical learning data sets.

Proposal for Solution: YAKUDATA

ORENDA WORLD’s automatic generation solution, YAKUDATA, emerges as a remedy for overcoming the limitations in data creation. This service simulates the necessary environments and objects within an authentic 3DCG space, allowing for the automated generation of vast amounts of imagery needed for AI learning—covering data sets that may be impossible to obtain from reality. By comprehensively generating rare case scenarios, YAKUDATA significantly enhances both the accuracy and robustness of AI systems.

Through the implementation of YAKUDATA, ORENDA WORLD aims to alleviate the bottlenecks in AI development, contributing towards a future where safer and more precise AI technologies can thrive in society.

For additional details, visit the YAKUDATA service site: YAKUDATA

Conclusion

As ORENDA WORLD continues to innovate at the intersection of 3DCG and AI technologies, it reaffirms its commitment to addressing pressing challenges in the AI ecosystem, paving the way for advanced, reliable AI implementation in various industries.

Company Overview: Founded on July 15, 2015, ORENDA WORLD is committed to delivering solutions that solve social challenges through design and technology. Specializing in AI solutions, design development, and regional revitalization initiatives, the company leverages cutting-edge technology to enhance user experiences and beyond.