1 code implementation • 17 Dec 2021 • Kowshik Thopalli, Sameeksha Katoch, Pavan Turaga, Jayaraman J. Thiagarajan
In this paper, we focus on the challenging problem of multi-source zero shot DG (MDG), where labeled training data from multiple source domains is available but with no access to data from the target domain.
Ranked #19 on Domain Generalization on TerraIncognita
no code implementations • 17 Dec 2021 • Odrika Iqbal, Victor Isaac Torres Muro, Sameeksha Katoch, Andreas Spanias, Suren Jayasuriya
Our adaptive subsampling algorithms comprise an object detector and an ROI predictor (Kalman filter) which operate in conjunction to optimize the energy efficiency of the vision pipeline with the end task being object tracking.
no code implementations • 24 Nov 2019 • Sameeksha Katoch, Kowshik Thopalli, Jayaraman J. Thiagarajan, Pavan Turaga, Andreas Spanias
Exploiting known semantic relationships between fine-grained tasks is critical to the success of recent model agnostic approaches.
no code implementations • 8 Apr 2019 • Vivek Sivaraman Narayanaswamy, Sameeksha Katoch, Jayaraman J. Thiagarajan, Huan Song, Andreas Spanias
We also investigate the impact of dense connections on the extraction process that encourage feature reuse and better gradient flow.