Model Tuning

Enhancing models through multimodal data and fine-tuning techniques.

A collection of black stones or asteroids scattered across a light gray background, creating a floating or suspended effect. The stones vary in size and are irregularly shaped, casting subtle shadows that add depth to the composition.
A collection of black stones or asteroids scattered across a light gray background, creating a floating or suspended effect. The stones vary in size and are irregularly shaped, casting subtle shadows that add depth to the composition.
Data Preparation

Collecting and annotating meteorite composition and spectral data.

A large, rough, dark-colored rock is suspended in mid-air, intersected by a thin, transparent circular disc. The rock has various textures and shades of brown and gray, highlighted by focused lighting that accentuates its irregular surface.
A large, rough, dark-colored rock is suspended in mid-air, intersected by a thin, transparent circular disc. The rock has various textures and shades of brown and gray, highlighted by focused lighting that accentuates its irregular surface.
The image features a close-up view of a textured rocky surface. The rock is characterized by intricate, wavy patterns with cracks and lines running through it, giving it an abstract, natural appearance.
The image features a close-up view of a textured rocky surface. The rock is characterized by intricate, wavy patterns with cracks and lines running through it, giving it an abstract, natural appearance.
A monochrome image depicting a rocky and uneven surface with various sizes of stones spread across it, transitioning from rough to smooth textures toward the bottom.
A monochrome image depicting a rocky and uneven surface with various sizes of stones spread across it, transitioning from rough to smooth textures toward the bottom.
Experimental Validation

Testing classification accuracy and generative task performance.

The image captures a close-up view of a rocky terrain with rugged, textured surfaces. The rocks seem to have a variety of shades, from light brown to dark gray, and display natural patterns and formations. Sparse patches of vegetation appear in some areas.
The image captures a close-up view of a rocky terrain with rugged, textured surfaces. The rocks seem to have a variety of shades, from light brown to dark gray, and display natural patterns and formations. Sparse patches of vegetation appear in some areas.

Provide low-cost automation tools for meteoritics, accelerating astrochemical research and even supporting space resource exploration (e.g., lunar/Martian meteorite analysis).

Societal Impact:

gray computer monitor

Contact Us

Reach out for inquiries about our research design and models.

Research

Innovative meteorite data analysis and model validation.

© 2025. All rights reserved.