Albert Joseph Swiston

Title: Albert Joseph Swiston: Innovator in Medical Imaging and Labeling Technologies

Introduction

Albert Joseph Swiston is a notable inventor based in Somerville, MA (US). He holds a total of 8 patents that reflect his contributions to the fields of medical imaging and labeling technologies. His innovative work has significantly advanced the capabilities of image segmentation and object labeling.

Latest Patents

One of his latest patents is titled "Meta-learning for cardiac MRI segmentation." This patent describes methods and systems for image segmentation, where a machine learning model is applied to a set of images to generate results. The results may be obtained as a probability map for each image in the set. The model is trained by accessing a set of labeled images, each associated with a label indicating a location of a feature within the respective image. An initial set of parameters is accessed, and an encoder is initialized with these parameters. The encoder is then applied to the set of labeled images to predict feature locations within each image. The initial parameters are updated based on the predictions and the associated labels. The updated parameters, along with an additional set generated using unlabeled images, are aggregated.

Another significant patent is "Rare earth spatial/spectral microparticle barcodes for labeling of objects and tissues." This invention involves polymer microparticles that are spatially and spectrally encoded using upconversion nanocrystals (UCN) for labeling articles and tissues. The UCNs have spectrally distinguishable emission spectra and are disposed in different portions of an encoding region of each microparticle.

Career Highlights

Albert has worked with prestigious organizations such as the Massachusetts Institute of Technology and Merck Sharp & Dohme Corporation. His experience in these institutions has allowed him to develop and refine his innovative ideas, contributing to advancements in technology.

Collaborations

Throughout his career, Albert has collaborated with notable individuals, including Paul Bisso and Jiseok Lee. These collaborations have further enriched his work and expanded the impact of his inventions.

Conclusion

Albert Joseph Swiston is a distinguished inventor whose work in medical imaging and labeling technologies has made a significant impact. His innovative patents and collaborations highlight his commitment to advancing technology in meaningful ways.