Zero-Shot Digital Rock Image Segmentation with a Fine-Tuned Segment Anything Model

no code implementations • 17 Nov 2023 • Zhaoyang Ma, Xupeng He, Shuyu Sun, BiCheng Yan, Hyung Kwak, Jun Gao

Despite its advanced features, SAM struggles with rock CT/SEM images due to their absence in its training set and the low-contrast nature of grayscale images.

Image Segmentation Segmentation +1

Enhancing Rock Image Segmentation in Digital Rock Physics: A Fusion of Generative AI and State-of-the-Art Neural Networks

no code implementations • 10 Nov 2023 • Zhaoyang Ma, Xupeng He, Hyung Kwak, Jun Gao, Shuyu Sun, BiCheng Yan

In digital rock physics, analysing microstructures from CT and SEM scans is crucial for estimating properties like porosity and pore connectivity.

Data Augmentation Image Segmentation +2