CG generation for character (face and expression) recognition (teacher images for machine learning)
We generate CG of faces and expressions that can be used as teacher images for applications such as person recognition and driver monitoring using machine learning.
In image recognition using machine learning, how to collect the large amounts of labeled data required has become a challenge for many companies. Silicon Studio offers a CG generation solution for character (face and expression) recognition that can be utilized for facial recognition. The 'Avatar Generator' is a tool that allows for the flexible generation of characters' faces, expressions, hairstyles, ages, and more in any environment. Since it can be freely adjusted with parameters, it can create almost infinite variations of faces. The intended applications for use as labeled data are as follows: - Utilization in driving monitors to detect drowsiness - Instantaneous judgment of a person's face for access control through facial recognition (also for security and crime prevention according to regulations) - Cross-referencing images of criminals from surveillance camera footage
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basic information
● Races and ages can be freely set In the Avatar Generator, faces of different races and ages can be generated simply by adjusting parameters. The presets include three types: Mongoloid, Caucasoid, and Negroid. Since skin color and bone structure can be freely adjusted, it is possible to recreate faces such as a Mongoloid with deep-set features. Additionally, the size and position of each facial part—eyebrows, eyes, nose, mouth, and ears—can be set individually, resulting in an almost infinite variety of faces that can be generated. ● Reproduction of various light sources, expressions, and infrared camera looks The generated faces can display various expressions based on facial parameters. The position of light sources and cameras, as well as lens settings, can be freely adjusted. Special environments, such as backlighting, can also be recreated. Furthermore, image output can be selected in addition to the standard RGB, including NIR (near-infrared equivalent to 940nm). ● Hair length, wave, volume, etc., are also procedurally generated Hair length, such as short, medium, or long hair, as well as the strength of waves and volume, can be recreated simply by adjusting parameters.
Price range
P5
Delivery Time
Applications/Examples of results
- Research and development department dealing with image recognition using machine learning - Sensor manufacturer - Driving monitor camera position verification tool - Verification images for face and expression recognition in special environments
Detailed information
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Default Mongoloid
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A face with an increased age parameter.
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Caucasian generation sample
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Negroid generation sample
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Woman (short hair)
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Woman (medium hair)
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Woman (long hair)
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Company information
At Silicon Studio, we have developed various middleware in-house and have been engaged in CG-related businesses from the dawn of CG to the present day, continuously honing our technical skills, expressive capabilities, and creativity. Our strength lies in possessing these three abilities. We provide cutting-edge real-time CG technology to companies in the gaming and film industries, as well as consumer game development technology to game development companies. Additionally, we offer solutions for the manufacturing industry utilizing advanced real-time 3DCG technology cultivated in the video game industry, develop middleware for embedded devices, engage in R&D with universities and research institutions, and provide design, construction, and operational services for large-scale networks and web applications. Idea (Creativity): The ability to interpret the challenges and needs of clients and propose optimal solutions using 3D graphics-related technologies. Art (Expressiveness): The ability to create highly attractive and high-quality content using cutting-edge 3D graphics technology within the limited conditions of the anticipated usage environment. Technology (Technical Skills): The ability to develop and construct systems that achieve high-quality graphics representation along with convenience and operational efficiency at a high level.