Portrait of Bemnet Beshah

Bemnet Beshah

Software engineer and machine learning researcher.

I study computer science and mathematics at Texas State University and research data augmentation for sign-language recognition.

Studying
Computer Science and Mathematics, with a minor in Physics, Texas State University
From
Addis Ababa, Ethiopia
Based in
Austin, Texas
Research
Machine learning: computer vision and training data for sign recognition

Can body-model augmentations turn a small set of sign videos into a larger, useful training set for sign recognition?

Labeled sign-language video is scarce, so I am building a way to generate extra training clips that keep each sign's meaning.

Read the project
  1. 20-clip round trip: 3.13% body error, 5.10 mm hand mean
  2. Face geometry added; first augmentation trials found arm changes 3–4× too strong
  3. nextTrain the same recognizer with and without the augmented clips

What a 20-clip round trip says about sign video geometry

A field note on a 20-clip WLASL round-trip assessment: what body and hand reconstruction measurements support, and what they leave unanswered.

Open to software engineering and ML internships for Summer 2027.

Email me