4 papers
Improving Normalization with the James-Stein Estimator
Seyedalireza Khoshsirat, Chandra Kambhamettu
Stein's paradox holds considerable sway in high-dimensional statistics, highlighting that the sample mean, traditionally considered the de facto estimator, might not be the most ef…
Sentence Attention Blocks for Answer Grounding
Seyedalireza Khoshsirat, Chandra Kambhamettu
Answer grounding is the task of locating relevant visual evidence for the Visual Question Answering task. While a wide variety of attention methods have been introduced for this ta…
Empowering Visually Impaired Individuals: A Novel Use of Apple Live Photos and Android Motion Photos
Seyedalireza Khoshsirat, Chandra Kambhamettu
Numerous applications have been developed to assist visually impaired individuals that employ a machine learning unit to process visual input. However, a critical challenge with th…
Semantic Segmentation using Neural Ordinary Differential Equations
Seyedalireza Khoshsirat, Chandra Kambhamettu
The idea of neural Ordinary Differential Equations (ODE) is to approximate the derivative of a function (data model) instead of the function itself. In residual networks, instead o…