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FRVT 2006 and ICE 2006 Large-Scale Experimental Results

Phillips, P.J., Scruggs, W.T., O'Toole, A.J., Flynn, P.J., Bowyer, K.W., Schott, C.L., Sharpe, M.·2010·IEEE Transactions on Pattern Analysis and Machine Intelligence

Abstract

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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Metadata

Authors
Phillips, P. J., Scruggs, W. T., O'Toole, A. J., Flynn, P. J., Bowyer, K. W., Schott, C. L., & Sharpe, M.
Venue
IEEE Transactions on Pattern Analysis and Machine Intelligence
Published
2010-05
Volume
32
Issue
5
Pages
831-846
ISSN
  • 0162-8828 (ISSN-L)
  • 2160-9292
OpenAlex
W2133295669
Cited by
406
References
23
FWCI
46.54
Type
journal article
Language
en
Open access
closed

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CoChat. (2026). Citation check: FRVT 2006 and ICE 2006 Large-Scale Experimental Results. https://app.cochat.ai/papers/10.1109/tpami.2009.59
The paper
Phillips, P. J., Scruggs, W. T., O'Toole, A. J., Flynn, P. J., Bowyer, K. W., Schott, C. L., & Sharpe, M. (2010). FRVT 2006 and ICE 2006 Large-Scale Experimental Results. IEEE Transactions on Pattern Analysis and Machine Intelligence. https://doi.org/10.1109/tpami.2009.59

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