4 papers
Pixel-level Corrosion Detection on Metal Constructions by Fusion of Deep Learning Semantic and Contour Segmentation
Iason Katsamenis, Eftychios Protopapadakis, Anastasios Doulamis +2
Corrosion detection on metal constructions is a major challenge in civil engineering for quick, safe and effective inspection. Existing image analysis approaches tend to place boun…
Semi-Supervised Fine-Tuning for Deep Learning Models in Remote Sensing Applications
Eftychios Protopapadakis, Anastasios Doulamis, Nikolaos Doulamis +1
A combinatory approach of two well-known fields: deep learning and semi supervised learning is presented, to tackle the land cover identification problem. The proposed methodology…
Common Mode Patterns for Supervised Tensor Subspace Learning
Konstantinos Makantasis, Anastasios Doulamis, Nikolaos Doulamis +1
In this work we propose a method for reducing the dimensionality of tensor objects in a binary classification framework. The proposed Common Mode Patterns method takes into conside…
Variational Inference for Background Subtraction in Infrared Imagery
Konstantinos Makantasis, Anastasios Doulamis, Nikolaos Doulamis
We propose a Gaussian mixture model for background subtraction in infrared imagery. Following a Bayesian approach, our method automatically estimates the number of Gaussian compone…