In-line holographic microscopy with model-based analysis
An in-line holographic microscope is an optical microscope outfitted with a coherent light
source, such as a laser. Light scattered by the specimen interferes with the transmitted …
source, such as a laser. Light scattered by the specimen interferes with the transmitted …
Characterising soft matter using machine learning
PS Clegg - Soft Matter, 2021 - pubs.rsc.org
Machine learning is making a major impact in materials research. I review current progress
across a selection of areas of ubiquitous soft matter. When applied to particle tracking …
across a selection of areas of ubiquitous soft matter. When applied to particle tracking …
Machine-learning techniques for fast and accurate feature localization in holograms of colloidal particles
Holograms of colloidal particles can be analyzed with the Lorenz-Mie theory of light
scattering to measure individual particles' three-dimensional positions with nanometer …
scattering to measure individual particles' three-dimensional positions with nanometer …
Holographic characterization of protein aggregates
We demonstrate how holographic video microscopy can be used to detect, count, and
characterize individual micrometer-scale protein aggregates as they flow down a …
characterize individual micrometer-scale protein aggregates as they flow down a …
CATCH: Characterizing and tracking colloids holographically using deep neural networks
In-line holographic microscopy provides an unparalleled wealth of information about the
properties of colloidal dispersions. Analyzing one colloidal particle's hologram with the …
properties of colloidal dispersions. Analyzing one colloidal particle's hologram with the …
Machine-learning approach to holographic particle characterization
Holograms of colloidal dispersions encode comprehensive information about individual
particles' three-dimensional positions, sizes and optical properties. Extracting that …
particles' three-dimensional positions, sizes and optical properties. Extracting that …
Machine learning enables precise holographic characterization of colloidal materials in real time
Holographic particle characterization uses in-line holographic video microscopy to track and
characterize individual colloidal particles dispersed in their native fluid media. Applications …
characterize individual colloidal particles dispersed in their native fluid media. Applications …
Trochoidal trajectories of self-propelled Janus particles in a diverging laser beam
We describe colloidal Janus particles with metallic and dielectric faces that swim vigorously
when illuminated by defocused optical tweezers without consuming any chemical fuel …
when illuminated by defocused optical tweezers without consuming any chemical fuel …
The role of the medium in the effective-sphere interpretation of holographic particle characterization data
The in-line hologram of a micrometer-scale colloidal sphere can be analyzed with the
Lorenz–Mie theory of light scattering to obtain precise measurements of the sphere's …
Lorenz–Mie theory of light scattering to obtain precise measurements of the sphere's …
Precision single-particle localization using radial variance transform
We introduce an image transform designed to highlight features with high degree of radial
symmetry for identification and subpixel localization of particles in microscopy images. The …
symmetry for identification and subpixel localization of particles in microscopy images. The …