AI Network Reads Rotating Polarizer Views to Trace Thin Mineral Grain Edges
VISTA-Edge weights seven rotating polarizer views pixel by pixel to outperform existing baselines on petrographic thin-section edge segmentation.
Tag: Earth Science Informatics
Deep Learning Framework Classifies and Counts Mineral Grains Without Segmentation Labels
A new deep learning framework segments, classifies and counts microscopic mineral grains with 97.57% accuracy without requiring annotated segmentation masks.
Diffusion model refines coarse elevation data into sharper terrain maps
A new conditional diffusion model called DSR-STRDiff reconstructs high-resolution elevation data from coarse inputs, reporting the best metrics among compared ...
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