6 citations · 6 across the 4 of their papers we have counts for
4 papers
Frugal Reinforcement-based Active Learning
Sebastien Deschamps, Hichem Sahbi
Most of the existing learning models, particularly deep neural networks, are reliant on large datasets whose hand-labeling is expensive and time demanding. A current trend is to ma…
Reinforcement-based frugal learning for satellite image change detection
Sebastien Deschamps, Hichem Sahbi
In this paper, we introduce a novel interactive satellite image change detection algorithm based on active learning. The proposed approach is iterative and asks the user (oracle) q…
Frugal Learning of Virtual Exemplars for Label-Efficient Satellite Image Change Detection
Hichem Sahbi, Sebastien Deschamps
In this paper, we devise a novel interactive satellite image change detection algorithm based on active learning. The proposed framework is iterative and relies on a question and a…
Active learning for interactive satellite image change detection
Hichem Sahbi, Sebastien Deschamps, Andrei Stoian
We introduce in this paper a novel active learning algorithm for satellite image change detection. The proposed solution is interactive and based on a question and answer model, wh…