Title :
LGHD: A feature descriptor for matching across non-linear intensity variations
Author :
Cristhian A. Aguilera;Angel D. Sappa;Ricardo Toledo
Author_Institution :
Computer Vision Center, Campus UAB, 08193, Bellaterra, Spain
Abstract :
This paper presents a new feature descriptor suitable to the task of matching features points between images with nonlinear intensity variations. This includes image pairs with significant illuminations changes, multi-modal image pairs and multi-spectral image pairs. The proposed method describes the neighbourhood of feature points combining frequency and spatial information using multi-scale and multi-oriented Log-Gabor filters. Experimental results show the validity of the proposed approach and also the improvements with respect to the state of the art.
Keywords :
"Histograms","Feature extraction","Robustness","Detectors","Computer vision","Three-dimensional displays"
Conference_Titel :
Image Processing (ICIP), 2015 IEEE International Conference on
DOI :
10.1109/ICIP.2015.7350783