FRVT 2006 and ICE 2006 Large-Scale Experimental Results

This paper describes the large-scale experimental results from the Face Recognition Vendor Test (FRVT) 2006 and the Iris Challenge Evaluation (ICE) 2006. The FRVT 2006 looked at recognition from high-resolution still frontal face images and 3D face images, and measured performance for still frontal...

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Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence Jg. 32; H. 5; S. 831 - 846
Hauptverfasser: Phillips, P.J., Scruggs, W.T., O'Toole, A.J., Flynn, P.J., Bowyer, K.W., Schott, C.L., Sharpe, M.
Format: Journal Article
Sprache:Englisch
Veröffentlicht: Los Alamitos, CA IEEE 01.05.2010
IEEE Computer Society
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Schlagworte:
Algorithms
Applied sciences
Artificial Intelligence
Biometrics
Biometry - methods
Computer science; control theory; systems
Computer systems and distributed systems. User interface
evaluations
Exact sciences and technology
Face - anatomy & histology
Face recognition
Human
human performance
Humans
Ice
Illumination
Image Interpretation, Computer-Assisted - methods
Image recognition
Image sensors
Intelligence
Iris
iris recognition
Large-scale systems
Lighting
Pattern Recognition, Automated - methods
Pattern recognition. Digital image processing. Computational geometry
Recognition
Reproducibility of Results
Sensitivity and Specificity
Sensors
Software
Software engineering
Studies
Testing
Three dimensional
Waveguide discontinuities
Biometrics
Performance evaluation
High performance
High resolution
Iris (eye)
evaluations
Face recognition
Image processing
Measurement sensor
Pattern recognition
Boarded computer
Luminance
Image matching
Quality control
Facies
Software quality
Frontal
Fixed image
Illumination
Tridimensional image
human performance
iris recognition
Pattern analysis
Artificial intelligence
ISSN:0162-8828, 1939-3539, 2160-9292, 1939-3539
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Zusammenfassung:This paper describes the large-scale experimental results from the Face Recognition Vendor Test (FRVT) 2006 and the Iris Challenge Evaluation (ICE) 2006. The FRVT 2006 looked at recognition from high-resolution still frontal face images and 3D face images, and measured performance for still frontal face images taken under controlled and uncontrolled illumination. The ICE 2006 evaluation reported verification performance for both left and right irises. The images in the ICE 2006 intentionally represent a broader range of quality than the ICE 2006 sensor would normally acquire. This includes images that did not pass the quality control software embedded in the sensor. The FRVT 2006 results from controlled still and 3D images document at least an order-of-magnitude improvement in recognition performance over the FRVT 2002. The FRVT 2006 and the ICE 2006 compared recognition performance from high-resolution still frontal face images, 3D face images, and the single-iris images. On the FRVT 2006 and the ICE 2006 data sets, recognition performance was comparable for high-resolution frontal face, 3D face, and the iris images. In an experiment comparing human and algorithms on matching face identity across changes in illumination on frontal face images, the best performing algorithms were more accurate than humans on unfamiliar faces.
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ISSN:0162-8828
1939-3539
2160-9292
1939-3539
DOI:10.1109/TPAMI.2009.59