AI Article Synopsis

  • Over a decade ago, Pan et al. achieved a 95% face recognition rate using spectral reflectance at six points, but their private database prevents replication of those results.
  • This study introduces a new public database with facial spectral reflectance profiles from 40 subjects, measured in multiple sessions.
  • The research utilized data from this new database and two public hyperspectral face datasets, concluding that facial spectral reflectance alone is not a reliable method for face recognition, with the best classifier achieving only a 53.8% identification rate.

Article Abstract

Over a decade ago, Pan et al. [IEEE TPAMI 25, 1552 (2003)] performed face recognition using only the spectral reflectance of the face at six points and reported around 95% recognition rate. Since their database is private, no one has been able to replicate these results. Moreover, due to the unavailability of public datasets, there has been no detailed study in the literature on the viability of facial spectral reflectance for person identification. In this study, we introduce a new public database of facial spectral reflectance profiles measured with a high precision spectrometer. For each of the 40 subjects, spectral reflectance was measured at the same six points as Pan et al. [IEEE TPAMI 25, 1552 (2003)] in multiple sessions and with time lapse. Furthermore, we sample the facial spectral reflectance from two public hyperspectral face image datasets and analyzed the data using state of the art face classification techniques. The best performing classifier achieved the maximum rank-1 identification rate of 53.8%. We conclude that facial spectral reflectance alone is not a reliable biometric for unconstrained face recognition.

Download full-text PDF

Source
http://dx.doi.org/10.1364/OE.23.015160DOI Listing

Publication Analysis

Top Keywords

spectral reflectance
28
facial spectral
16
reflectance face
8
pan [ieee
8
[ieee tpami
8
tpami 1552
8
1552 2003]
8
face recognition
8
spectral
7
face
6

Similar Publications

Phenomic selection based on parental spectra can be used to predict GCA and SCA in a sparse factorial design. Prediction approaches such as genomic selection can be game changers in hybrid breeding. They allow predicting the genetic values of hybrids without the need for their physical production.

View Article and Find Full Text PDF

Physiological Root Resorption of Deciduous Teeth: An ATR-FTIR Approach.

J Clin Med

December 2024

Department of Medical, Oral and Biotechnological Sciences, University "G. D'Annunzio" of Chieti-Pescara, Via dei Vestini 31, 66100 Chieti, Italy.

: The study exploited, for the first time, Attenuated Total Reflectance-Fourier Transform-InfraRed (ATR-FTIR) spectroscopy on human dental pulps at different timings of root resorption (RR) to deepen the biological mechanisms occurring in deciduous teeth (De) during their replacement with permanent ones. : N:36 dental pulps from sound De were divided into the following: G0 (no RR); G1 (RR less than 1/3 of root length); G2 (RR not exceeding 2/3 of root length); and G3 (RR more than 2/3 of root length). Samples were analyzed by ATR-FTIR, and the spectral data were submitted to univariate (One-way ANOVA and Tukey's multiple comparison tests; statistical significance set at < 0.

View Article and Find Full Text PDF

Background Light Suppression for Multispectral Imaging in Surgical Settings.

Sensors (Basel)

December 2024

Institute of Smart Systems and Services, Pforzheim University, 75175 Pforzheim, Germany.

Multispectral imaging (MSI) enables non-invasive tissue differentiation based on spectral characteristics and has shown great potential as a tool for surgical guidance. However, adapting MSI to open surgeries is challenging. Systems that rely on light sources present in the operating room experience limitations due to frequent lighting changes, which distort the spectral data and require countermeasures such as disruptive recalibrations.

View Article and Find Full Text PDF

Adhesive joining has the severe limitation that damages/defects developed in the bondline are difficult to assess. Conventional non-destructive examination (NDE) techniques are adequate to reveal disbonding defects in fabrication and delamination near the end of service life but are not helpful in detecting and monitoring in-service degradation of the joint. Several techniques suitable for long-term joint integrity monitoring are proposed.

View Article and Find Full Text PDF

This study evaluates the API 650 design procedure for steel storage tanks, incorporating nonlinear dynamic analysis with large deformation effects. Focusing on seismic vulnerability, the case study examines storage tanks proposed for construction in Naples, Italy, assessing their performance under site-specific seismic conditions. A target spectrum and 20 earthquake records were selected to reflect regional seismic characteristics.

View Article and Find Full Text PDF

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!