558 citations · 1.5k across the 18 of their papers we have counts for
5 papers · 1 filter
Learning User's confidence for active learning
Devis Tuia, Jordi Munoz-Mari
In this paper, we study the applicability of active learning in operative scenarios: more particularly, we consider the well-known contradiction between the active learning heurist…
A survey of active learning algorithms for supervised remote sensing image classification
Devis Tuia, Michele Volpi, Loris Copa +2
Defining an efficient training set is one of the most delicate phases for the success of remote sensing image classification routines. The complexity of the problem, the limited te…
Warped Gaussian Processes in Remote Sensing Parameter Estimation and Causal Inference
Anna Mateo-Sanchis, Jordi Muñoz-Marí, Adrián Pérez-Suay +1
This paper introduces warped Gaussian processes (WGP) regression in remote sensing applications. WGP models output observations as a parametric nonlinear transformation of a GP. Th…
Pattern Recognition Scheme for Large-Scale Cloud Detection over Landmarks
Adrián Pérez-Suay, Julia Amorós-López, Luis Gómez-Chova +3
Landmark recognition and matching is a critical step in many Image Navigation and Registration (INR) models for geostationary satellite services, as well as to maintain the geometr…
Machine Learning Information Fusion in Earth Observation: A Comprehensive Review of Methods, Applications and Data Sources
S. Salcedo-Sanz, P. Ghamisi, M. Piles +7
This paper reviews the most important information fusion data-driven algorithms based on Machine Learning (ML) techniques for problems in Earth observation. Nowadays we observe and…