Title :
A Feature Extraction Using SIFT with a Preprocessing by Adding CLAHE Algorithm to Enhance Image Histograms
Author :
Palma Olvera, Raul David ; Martinez Zeron, Elizabeth ; Pedraza Ortega, Jesus Carlos ; Ramos Arreguin, Juan Manuel ; Gorrostieta Hurtado, Efren
Author_Institution :
Fac. de Inf. Campus Juriquilla, Univ. Autonoma de Queretaro, Queretaro, Mexico
Abstract :
In this paper a novel method is proposed to improve the performance of the SIFT (Scale Invariant Feature Transformation) algorithm in adverse illumination conditions (in an outdoor environment at night), for this research it is proposed to work with CLAHE (Contrast Limited Adaptive Histogram Equalization), adding a preprocessing stage to the traditional methodology of the SIFT algorithm, this will be applied to the building to be found in the scene, i.e., the image pattern. A comparison with different illumination conditions (day, evening and night) will be held to know the response that will have the SIFT algorithm and to identify which moment the algorithm has a better performance.
Keywords :
feature extraction; image enhancement; transforms; CLAHE algorithm; SIFT algorithm; contrast limited adaptive histogram equalization; day condition; evening condition; illumination conditions; image histogram enhancement; image pattern; image preprocessing; night condition; outdoor environment; performance improvement; scale invariant feature transformation algorithm; Adaptive equalizers; Algorithm design and analysis; Buildings; Feature extraction; Histograms; Lighting; Pattern matching; SIF; Pattern Recognition; Enhanced Histograms; CLAHE; Building Recognition;
Conference_Titel :
Mechatronics, Electronics and Automotive Engineering (ICMEAE), 2014 International Conference on
DOI :
10.1109/ICMEAE.2014.41