Baskar Ganapathysubramanian

TL;DR: In this article, a multiview image-based yield estimation framework utilizing deep learning architectures was developed for soybean genotype seed yield rank prediction from in-field video data collected by a ground robot.

TL;DR: This paper identifies key components underlying the spectral dimensionality reduction techniques, and proposes their efficient parallel implementation, and shows that the resulting framework can be used to process datasets consisting of millions of points when executed on a 16,000-core cluster, which is beyond the reach of currently available methods.

TL;DR: Simulation of two-phase flows with deforming interfaces at various density contrasts by solving thermodynamically consistent Cahn-Hilliard Navier-Stokes equations using an unconditionally energy-stable Crank-Nicolson-type time integration scheme is reported on.

TL;DR: In this article, an experimental investigation of a low bandgap polymer/fullerene system, poly-isoindigo thienothiophene/PC61BM, using a lab-scale analogue to roll-to-roll coating as the fabrication tool in order to understand the impact of processing parameters on morphological evolution is presented.

TL;DR: It is observed that the classification performance of deep learning models using active learning based acquisition strategies is better than random sampling‐based acquisition for two vastly different image‐based classification datasets.