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Author

A. Kainazarova

2 papers indexed here

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Review Open access Sep 2026

GeoProtoNet: texture-aware few-shot lithology classification from rock imagery using frozen DINOv2 features

Rapid lithology identification on open-pit bench faces is typically performed manually by geologists, yet it is subjective, inconsistent under variable field conditions, and cannot be scaled to the large image volumes required by conventional supervised deep learning. We present GeoProtoNet, a lightweight few-shot lear...

Umirzokov Azamat, Shokhjakhon Abdufattokhov, Ryumduk Oh et al. · 0 citations
Open access Oct 2026

Integrated Geotechnical Assessment of Deep Open-Pit Slope Stability Under Structural and Hydrogeological Conditions

The following abbreviations are used: acoustic borehole televiewer (ABI40), uniaxial compressive strength (UCS), factor of safety (FoS), two-dimensional finite-element program RS2, and three-dimensional finite-element program RS3. The stability of deep open-pit slopes is governed by structural heterogeneity, rock-stren...

Z. Assanova, D. Kaumetova, B. Khussan et al. · 0 citations

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