2 code implementations • 18 Feb 2019 • Philipe A. Dias, Zhou Shen, Amy Tabb, Henry Medeiros
Large-scale annotation of image segmentation datasets is often prohibitively expensive, as it usually requires a huge number of worker hours to obtain high-quality results.
no code implementations • 21 Feb 2018 • Philipe A. Dias, Henry Medeiros
The re-labeling approach employs a region growing mechanism that aggregates these pixels to neighboring areas with high confidence scores and similar appearance.
no code implementations • 17 Sep 2018 • Philipe A. Dias, Amy Tabb, Henry Medeiros
To optimize fruit production, a portion of the flowers and fruitlets of apple trees must be removed early in the growing season.
no code implementations • 19 Sep 2019 • Philipe A. Dias, Damiano Malafronte, Henry Medeiros, Francesca Odone
Effective assisted living environments must be able to perform inferences on how their occupants interact with one another as well as with surrounding objects.
no code implementations • 12 May 2020 • Philipe A. Dias, Henry Medeiros
Experiments using multiple modern semantic segmentation networks and benchmark datasets demonstrate the effectiveness of our approach for the refinement of segmentation predictions at different levels of coarseness, as well as the suitability of the variance estimates obtained in the Monte Carlo iterations as uncertainty measures that are highly correlated with segmentation accuracy.