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Usami Laboratory

Research explainers

The questions, ideas and evaluated scope behind published research in medical imaging, 3D reconstruction and building IoT.

Explore the research

Anatomy-Preserving Augmentation via Generative AI

A workflow for augmenting medical training images with anatomical controls and generated-sample selection.

Separating Shape and Reflectance from a Single Image

A self-supervised method estimating scene properties like reflectance and shape from a single photo using relighting constraints.

Building IoT Prediction with Sparse Graphs and Physical Constraints

Spatiotemporal prediction that limits graph neighbors and incorporates bandwidth and connection constraints into training.