2010 · 12 citations · 4 references
Face DetectionFace Recognition FrameworkIllumination ModelingFacial Recognition SystemMachine VisionImage AnalysisEngineeringPattern RecognitionLighting ConditionsBiometricsIdentification MethodIllumination Quality MeasureFace RegionsImage Quality AssessmentStatisticsComputer VisionOptical Image Recognition
A method to determine whether face images are affected or not by lighting problems is proposed. The method is the result of combining the analysis of lighting effect on face regions with the analysis of special areas which have a weight on the decision. Good results were obtained classifying well and badly illuminated images. The proposed method was inserted on a face recognition framework in order to apply the preprocessing step only to those images affected by illumination variations. The good performance achieved on verification and identification experiments, confirm that it is better to apply the proposed methodology than to preprocess all images when the lighting conditions are variable.
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XM2VTSDB: The Extended M2VTS Database
Kieron Messer, Jiřı́ Matas, Josef Kittler et al. · 1999 · 1.2K citations · Full text
A new image division for LBP method to improve face recognition under varying lighting conditions
Heydi Méndez-Vázquez, Edel García-Reyes, Yadira Condes Molleda · Proceedings - International Conference on Pattern Recognition/Proceedings/International Conference on Pattern Recognition · 2008 · 18 citations