22.2.12 Face Analysis, Shading, Illumination, Lighting and Color Variations

Phillips, P.J., Vardi, Y.,
Efficient Illumination Normalization of Facial Images,
PRL(17), No. 8, July 1 1996, pp. 921-927. 9608
BibRef

Adini, Y., Moses, Y., Ullman, S.,
Face Recognition: The Problem of Compensating for Changes in Illumination Direction,
PAMI(19), No. 7, July 1997, pp. 721-732.
IEEE DOI 9708
BibRef
Earlier: A2, A1, A3: ECCV94(A:286-296).
Springer DOI Variability due to lighting is greater than variability due to different faces. BibRef

Moses, Y., Ullman, S., Edelman, S.,
Generalization across Changes in Illumination and Viewing Position in Upright and Inverted Faces,
WeizmannCS-TR 93-14, 1993. BibRef 9300

Georghiades, A.S.[Athinodoros S.], Belhumeur, P.N.[Peter N.], Kriegman, D.J.[David J.],
From Few to Many: Illumination Cone Models for Face Recognition under Variable Lighting and Pose,
PAMI(23), No. 6, June 2001, pp. 643-660.
IEEE DOI
PDF File. 0106
BibRef
Earlier:
From Few to Many: Generative Models for Recognition Under Variable Pose and Illumination,
AFGR00(277-284).
IEEE DOI
PS File. 0003
Generative, appearance-based approach. Small number of trainign images for each face (different lighting conditions), reconstruct the shape and albedo of the face to use for the generative part. Sample the pose space (of this model). Use the Yale face data (10 people, 9 poses, 45 illuminations -- 4050 images)(
See also Yale Face Database. ). Training on 7 frontal pose with near-frontal illuminations for each face (70 images). Compares 5 variations. Full pose model (3-D) is best by far. BibRef

Georghiades, A.S.[Athinodoros S.], Kriegman, D.J.[David J.], Belhumeur, P.N.[Peter N.],
Illumination Cones for Recognition under Variable Lighting: Faces,
CVPR98(52-58).
IEEE DOI
PS File. BibRef 9800

Lee, K.C.[Kuang-Chih], Ho, J., Kriegman, D.J.,
Acquiring Linear Subspaces for Face Recognition under Variable Lighting,
PAMI(27), No. 5, May 2005, pp. 684-698.
IEEE Abstract. 0501
BibRef
Earlier:
Nine Points of Light: Acquiring Subspaces for Face Recognition under Variable Lighting,
CVPR01(I:519-526).
IEEE DOI
PDF File. 0110
To generate a more complete PCA model, take the pictures with 9 specific light positions. BibRef

Lee, K.C.[Kuang-Chih], Ho, J.[Jeffrey], Yang, M.H.[Ming-Hsuan], Kriegman, D.[David],
Visual tracking and recognition using probabilistic appearance manifolds,
CVIU(99), No. 3, September 2005, pp. 303-331.
Elsevier DOI 0508
BibRef
Earlier:
Video-based face recognition using probabilistic appearance manifolds,
CVPR03(I: 313-320).
IEEE DOI 0307
BibRef

Lee, K.C.[Kuang-Chih], Kriegman, D.J.[David J.],
Online Learning of Probabilistic Appearance Manifolds for Video-Based Recognition and Tracking,
CVPR05(I: 852-859).
IEEE DOI 0507
BibRef

Jacobs, D.W.[David W.], Belhumeur, P.N.[Peter N.], Basri, R.[Ronen],
Comparing Images Under Variable Illumination,
CVPR98(610-617).
IEEE DOI Same face, different lighting. BibRef 9800

Zhao, W.Y.[Wen-Yi], Chellappa, R.[Rama],
Symmetric Shape-from-Shading Using Self-Ratio Image,
IJCV(45), No. 1, October 2001, pp. 55-75.
DOI Link 0111
Shape from Shading. BibRef

Zhao, W.Y.[Wen-Yi], Chellappa, R.[Rama],
Illumination-Insensitive Face Recognition using Symmetric Shape-from-Shading,
CVPR00(I: 286-293).
IEEE DOI 0005
BibRef

Zhao, W.Y.[Wen-Yi], Chellappa, R.[Rama],
Robust Face Recognition Using Symmetric Shape-from-Shading,
UMD--TR4036, July 1999.
WWW Link. BibRef 9907

Zhao, W.Y.[Wen-Yi], Chellappa, R.[Rama],
SFS Based View Synthesis for Robust Face Recognition,
AFGR00(285-292).
IEEE DOI 0003
BibRef

Zhao, W.Y.[Wen-Yi],
Robust Image Based Face Recognition,
ICIP00(Vol I: 41-44).
IEEE DOI 0008
BibRef
And:
Robust Image-based 3d Face Recognition,
UMD--TR4091, January 2000.
WWW Link. BibRef Ph.D.Thesis, Univ. Maryland, 1999. BibRef

Zhao, W.Y.,
Improving the Robustness of Subspace FR System,
AVBPA99(xx-yy). BibRef 9900

Zhou, S.H.K.[Shao-Hua Kevin], Chellappa, R.[Rama],
Image-based face recognition under illumination and pose variations,
JOSA-A(22), No. 2, February 2005, pp. 217-229.
WWW Link. 0601
BibRef
Earlier:
Illuminating Light Field: Image-Based Face Recognition Across Illuminations and Poses,
AFGR04(229-234).
IEEE DOI 0411
BibRef

Zhou, S.K.[S. Kevin], Chellappa, R.[Rama], Jacobs, D.W.[David W.],
Characterization of Human Faces under Illumination Variations Using Rank, Integrability, and Symmetry Constraints,
ECCV04(Vol I: 588-601).
Springer DOI 0405
BibRef

Choi, K.N.[Kwang Nam], Worthington, P.L.[Philip L.], Hancock, E.R.[Edwin R.],
Estimating Facial Pose Using Shape-from-Shading,
PRL(23), No. 5, March 2002, pp. 533-548.
Elsevier DOI 0202

See also Facial Gender Classification Using Shape-from-Shading. BibRef

Smith, W.A.P.[William A. P.], Hancock, E.R.[Edwin R.],
Estimating Facial Reflectance Properties Using Shape-from-Shading,
IJCV(86), No. 2-3, January 2010, pp. xx-yy.
Springer DOI 1001

See also Facial Gender Classification Using Shape-from-Shading. BibRef

Choi, K.N., Carcassoni, M., Hancock, E.R.,
Estimating 3D Facial Pose Using the EM Algorithm,
BMVC98(xx-yy). BibRef 9800

Choi, K.N.,
Facial Pose using Shape-from-Shading,
BMVC99(Posters/Exhibition/Demos).
PDF File. BibRef 9900

Worthington, P.L.[Philip L.], Hancock, E.R.[Edwin R.],
Coarse View Synthesis Using Shape-from-Shading,
PR(36), No. 2, February 2003, pp. 439-449.
Elsevier DOI 0211

See also Reillumination-driven shape from shading.
See also Acquiring Height Data from a Single Image of a Face Using Local Shape Indicators. BibRef

Sigal, L.[Leonid], Sclaroff, S.[Stan], Athitsos, V.[Vassilis],
Skin Color-Based Video Segmentation under Time-Varying Illumination,
PAMI(26), No. 7, July 2004, pp. 862-877.
IEEE Abstract. 0406
BibRef
Earlier:
Estimation and Prediction of Evolving Color Distributions for Skin Segmentation under Varying Illumination,
CVPR00(II: 152-159).
IEEE DOI 0005
Evolve the skin-color model by translation, rotation and scaling in color space.
See also Fast, Reliable Head Tracking under Varying Illumination: An Approach Based on Registration of Textured-Mapped 3D Models. BibRef

Chen, T.[Terrence], Yin, W.T.[Wo-Tao], Zhou, X.S.[Xiang Sean], Comaniciu, D.[Dorin], Huang, T.S.[Thomas S.],
Total Variation Models for Variable Lighting Face Recognition,
PAMI(28), No. 9, September 2006, pp. 1519-1524.
IEEE DOI 0608
BibRef
Earlier:
Illumination Normalization for Face Recognition and Uneven Background Correction Using Total Variation Based Image Models,
CVPR05(II: 532-539).
IEEE DOI 0507
BibRef

Li, Q.[Qing], Yin, W.T.[Wo-Tao], Deng, Z.G.[Zhi-Gang],
Image-based face illumination transferring using logarithmic total variation models,
VC(26), No. 1, January 2010, pp. xx-yy.
Springer DOI 0912
BibRef

Wen, Z.[Zhen], Huang, T.S., Liu, Z.C.[Zi-Cheng],
Model-based face image coding using spherical harmonics,
ICIP02(I: 185-188).
IEEE DOI 0210
BibRef

Zhou, S.K., Aggarwal, G.[Gaurav], Chellappa, R.[Rama], Jacobs, D.W.[David W.],
Appearance Characterization of Linear Lambertian Objects, Generalized Photometric Stereo, and Illumination-Invariant Face Recognition,
PAMI(29), No. 2, February 2007, pp. 230-245.
IEEE DOI 0701
Photometric Stereo. Generalize to handle all objects in a class (faces). BibRef

Aggarwal, G.[Gaurav], Chellappa, R.[Rama],
Face Recognition in the Presence of Multiple Illumination Sources,
ICCV05(II: 1169-1176).
IEEE DOI 0510
BibRef

Choi, S.I.[Sang-Il], Kim, C.H.[Chung-Hoon], Choi, C.H.[Chong-Ho],
Shadow compensation in 2D images for face recognition,
PR(40), No. 7, July 2007, pp. 2118-2125.
Elsevier DOI 0704
Face recognition; Illumination variation; Shadow compensation; Linear discriminant analysis BibRef

Choi, S.I.[Sang-Il], Choi, C.H.[Chong-Ho], Kwak, N.J.[No-Jun],
Face recognition based on 2D images under illumination and pose variations,
PRL(32), No. 4, 1 March 2011, pp. 561-571.
Elsevier DOI 1102
BibRef
Earlier: A3, A1, A2:
Feature Extraction for Regression Problems and an Example Application for Pose Estimation of a Face,
ICIAR08(xx-yy).
Springer DOI 0806
Face recognition; Illumination variation; Pose variation; Shadow compensation; Linear discriminant analysis BibRef

Liu, H.[Heng], Yan, J.Q.[Jin-Qi], Li, Z.S.[Zu-Shu], Zhang, H.[Hua],
Portrait beautification: A fast and robust approach,
IVC(25), No. 9, 1 September 2007, pp. 1404-1413.
Elsevier DOI 0707
Portrait segmentation; Portrait fusion; Visual background photography; Color temperature estimation; Face color correction BibRef

Shim, H., Luo, J., Chen, T.,
A Subspace Model-Based Approach to Face Relighting Under Unknown Lighting and Poses,
IP(17), No. 8, August 2008, pp. 1331-1341.
IEEE DOI 0808
BibRef

Liu, Z.M.[Zhi-Ming], Liu, C.J.[Cheng-Jun],
Fusion of the complementary Discrete Cosine Features in the YIQ color space for face recognition,
CVIU(111), No. 3, September 2008, pp. 249-262.
Elsevier DOI 0809
Decision level fusion; Discrete Cosine Features (DCF) method; Discrete Cosine Transform (DCT); Face recognition; Face Recognition Grand Challenge (FRGC); Feature level fusion; Multiple face encoding; Multiple imaging; YIQ color space BibRef

Liu, Z.M.[Zhi-Ming], Liu, C.J.[Cheng-Jun],
A Hybrid Color and Frequency Features Method for Face Recognition,
IP(17), No. 10, October 2008, pp. 1975-1980.
IEEE DOI 0809
BibRef
And:
Fusing Frequency, Spatial and Color Features for Face Recognition,
BTAS08(1-6).
IEEE DOI 0809
BibRef

Liu, Z.M.[Zhi-Ming], Liu, C.J.[Cheng-Jun],
Fusion of color, local spatial and global frequency information for face recognition,
PR(43), No. 8, August 2010, pp. 2882-2890.
Elsevier DOI 1006
BibRef
Earlier:
Robust Face Recognition Using Color Information,
ICB09(122-131).
Springer DOI 0906
Face Recognition Grand Challenge (FRGC); Gabor image representation; Local binary patterns (LBP); The RCrQ hybrid color space; The YCbCr color space; The YIQ color space; The RGB color space BibRef

Gopalan, R.[Raghuraman], Jacobs, D.W.[David W.],
Comparing and combining lighting insensitive approaches for face recognition,
CVIU(114), No. 1, January 2010, pp. 135-145.
Elsevier DOI 1001
Face recognition; Gradient direction; Lighting; Classifier comparison and combination BibRef

Ho, H.T.[Huy Tho], Gopalan, R.[Raghuraman],
Model-Driven Domain Adaptation on Product Manifolds for Unconstrained Face Recognition,
IJCV(109), No. 1-2, August 2014, pp. 110-125.
WWW Link. 1407
BibRef

Chang, H.[Hong], Koschan, A.F.[Andreas F.], Abidi, M.A.[Mongi A.], Abidi, M.A.,
Fusing continuous spectral images for face recognition under indoor and outdoor illuminants,
MVA(21), No. 2, February 2010, pp. xx-yy.
Springer DOI 1002
Acquire continuous spectral images to study fusions. BibRef

Chang, H.[Hong], Koschan, A.F.[Andreas F.], Abidi, M.A.[Mongi A.], Kong, S.G.[Seong G.], Won, C.H.[Chang-Hee],
Multispectral visible and infrared imaging for face recognition,
OTCBVS08(1-6).
IEEE DOI 0806
BibRef

Chang, H., Yao, Y., Koschan, A.F., Abidi, B.R., Abidi, M.A.,
Spectral range selection for face recognition under various illuminations,
ICIP08(2756-2759).
IEEE DOI 0810
BibRef

Yang, J.[Jian], Liu, C.J.[Cheng-Jun], Zhang, L.[Lei],
Color space normalization: Enhancing the discriminating power of color spaces for face recognition,
PR(43), No. 4, April 2010, pp. 1454-1466.
Elsevier DOI 1002
Color space; Color model; Face recognition; Face recognition grand challenge (FRGC); Fisher linear discriminant analysis (FLD or LDA); Biometrics; Pattern recognition BibRef

Kumar, R.[Ritwik], Barmpoutis, A.[Angelos], Banerjee, A.[Arunava], Vemuri, B.C.[Baba C.],
Non-Lambertian Reflectance Modeling and Shape Recovery of Faces Using Tensor Splines,
PAMI(33), No. 3, March 2011, pp. 533-567.
IEEE DOI 1102
BibRef
Earlier: A2, A1, A4, A3:
Beyond the Lambertian assumption: A generative model for Apparent BRDF fields of faces using anti-symmetric tensor splines,
CVPR08(1-6).
IEEE DOI 0806
Model the illumination effects. Estimate the reflection and account for shadows. BibRef

Kumar, R.[Ritwik], Vemuri, B.C.[Baba C.], Banerjee, A.[Arunava],
Eigenbubbles: An Enhanced Apparent BRDF Representation,
ICPR10(1686-1689).
IEEE DOI 1008
BibRef

Boom, B.J.[Bas J.], Spreeuwers, L.J.[Luuk J.], Veldhuis, R.N.J.[Raymond N.J.],
Virtual illumination grid for correction of uncontrolled illumination in facial images,
PR(44), No. 9, September 2011, pp. 1980-1989.
Elsevier DOI 1106
BibRef
Earlier:
Model-Based Illumination Correction for Face Images in Uncontrolled Scenarios,
CAIP09(33-40).
Springer DOI 0909
BibRef
Earlier:
Model-based reconstruction for illumination variation in face images,
FG08(1-6).
IEEE DOI 0809
Virtual illumination grid; Face recognition; Model-based face illumination correction BibRef

Boom, B.J.[Bas J.], Tao, Q.[Qian], Spreeuwers, L.J.[Luuk J.], Veldhuis, R.N.J.[Raymond N.J.],
Combining Illumination Normalization Methods for Better Face Recognition,
ICB09(404-413).
Springer DOI 0906
BibRef

Fan, C.N.[Chun-Nian], Zhang, F.Y.[Fu-Yan],
Homomorphic filtering based illumination normalization method for face recognition,
PRL(32), No. 10, 15 July 2011, pp. 1468-1479.
Elsevier DOI 1106
Face recognition; Illumination; Homomorphic filter BibRef

Xie, X.H.[Xiao-Hua], Zheng, W.S.[Wei-Shi], Lai, J.H.[Jian-Huang], Yuen, P.C.[Pong C.], Suen, C.Y.,
Normalization of Face Illumination Based on Large-and Small-Scale Features,
IP(20), No. 7, July 2011, pp. 1807-1821.
IEEE DOI 1107
BibRef
Earlier: A1, A2, A3, A4, Only:
Face illumination normalization on large and small scale features,
CVPR08(1-8).
IEEE DOI 0806
BibRef

Wang, B.[Biao], Li, W.F.[Wei-Feng], Yang, W.M.[Wen-Ming], Liao, Q.M.[Qing-Min],
Illumination Normalization Based on Weber's Law With Application to Face Recognition,
SPLetters(18), No. 8, August 2011, pp. 462-465.
IEEE DOI 1107
BibRef

Wang, B.[Biao], Li, W.F.[Wei-Feng], Li, Z.M.[Zhi-Min], Liao, Q.M.[Qing-Min],
Patterns of weber magnitude and orientation for face recognition,
ICIP12(1441-1444).
IEEE DOI 1302
BibRef

Wang, B.[Biao], Yang, W.M.[Wen-Ming], Li, W.F.[Wei-Feng], Liao, Q.M.[Qing-Min],
Two-Stage Block-Based Whitened Principal Component Analysis with Application to Single Sample Face Recognition,
IEICE(E95-D), No. 3, March 2012, pp. 853-860.
WWW Link. 1203
BibRef

Wang, B.[Biao], Li, W.F.[Wei-Feng], Li, Z.M.[Zhi-Min], Liao, Q.M.[Qing-Min],
Spatially Adaptive Logarithmic Total Variation Model for Varying Light Face Recognition,
IEICE(E96-D), No. 1, January 2013, pp. 155-158.
WWW Link. 1301
BibRef

Xu, Z.[Zhen], Lu, Z.Q.[Zong-Qing], Li, W.F.[Wei-Feng], Liao, Q.M.[Qing-Min],
Removing contaminated data for illumination-robust face recognition,
WSSIP17(1-3)
IEEE DOI 1707
Face recognition, Lighting, Matrix decomposition, Principal component analysis, Robustness, Sparse matrices, Testing, Face recognition, Low-rank matrix decomposition, Sparse, representation, classification BibRef

Yang, W.M.[Wen-Ming], Gao, R.Q.[Ri-Qiang], Liao, Q.M.[Qing-Min],
Weighted Voting of Discriminative Regions for Face Recognition,
IEICE(E100-D), No. 11, November 2017, pp. 2734-2737.
WWW Link. 1711
BibRef

Yang, F., Yang, W.M.[Wen-Ming], Gao, R.Q.[Ri-Qiang], Liao, Q.M.[Qing-Min],
Discriminative Multidimensional Scaling for Low-Resolution Face Recognition,
SPLetters(25), No. 3, March 2018, pp. 388-392.
IEEE DOI 1802
Face, Face recognition, Image resolution, Linear programming, Probes, Signal resolution, Training, Coupled mapping, face recognition, multidimensional scaling (MDS) BibRef

Wang, S.J.[Su-Jing], Yang, J.[Jian], Zhang, N.[Na], Zhou, C.G.[Chun-Guang],
Tensor Discriminant Color Space for Face Recognition,
IP(20), No. 9, September 2011, pp. 2490-2501.
IEEE DOI 1109
BibRef

Wang, J.W., Lee, J.S., Chen, W.Y.,
Face Recognition Based on Projected Color Space With Lighting Compensation,
SPLetters(18), No. 10, October 2011, pp. 567-570.
IEEE DOI 1109
BibRef

Liu, C.J.[Cheng-Jun],
Extracting discriminative color features for face recognition,
PRL(32), No. 14, 15 October 2011, pp. 1796-1804.
Elsevier DOI 1110
Discriminative color features (DCF) method; Discriminant analysis; Face Recognition Grand Challenge (FRGC); Novel similarity measure; Face recognition
See also Capitalize on Dimensionality Increasing Techniques for Improving Face Recognition Grand Challenge Performance. BibRef

Hu, H.F.[Hai-Feng],
Multiscale illumination normalization for face recognition using dual-tree complex wavelet transform in logarithm domain,
CVIU(115), No. 10, October 2011, pp. 1384-1394.
Elsevier DOI 1108
Face recognition; Illumination normalization; Dual-tree complex wavelet transform; Logarithm transform
See also Face Recognition With Image Sets Using Locally Grassmannian Discriminant Analysis. BibRef

Hu, H.F.[Hai-Feng],
Variable lighting face recognition using discrete wavelet transform,
PRL(32), No. 13, 1 October 2011, pp. 1526-1534.
Elsevier DOI 1109
Illumination invariant extraction; Discrete wavelet transform; Illumination compensation; Face recognition BibRef

Hu, H.F.[Hai-Feng],
Illumination invariant face recognition based on dual-tree complex wavelet transform,
IET-CV(9), No. 2, 2015, pp. 163-173.
DOI Link 1506
edge detection BibRef

Chen, C.P.[Chia-Ping], Chen, C.S.[Chu-Song],
Intrinsic Illumination Subspace for Lighting Insensitive Face Recognition,
SMC-B(42), No. 2, April 2012, pp. 422-433.
IEEE DOI 1204
BibRef
Earlier:
Lighting Normalization with Generic Intrinsic Illumination Subspace for Face Recognition,
ICCV05(II: 1089-1096).
IEEE DOI 0510
BibRef

Miranda-Hernandez, J., Castelan, M., Torres-Mendez, L.A.,
Face colour synthesis using partial least squares and the luminance-alpha-colour transform,
IET-CV(6), No. 4, 2012, pp. 263-272.
DOI Link 1209
BibRef

Rizo-Rodríguez, D.[Dayron], Méndez-Vázquez, H.[Heydi], García-Reyes, E.[Edel],
Illumination Invariant Face Recognition Using Quaternion-Based Correlation Filters,
JMIV(45), No. 2, February 2013, pp. 164-175.
WWW Link. 1302
BibRef
Earlier:
Illumination Invariant Face Image Representation Using Quaternions,
CIARP10(434-441).
Springer DOI 1011
BibRef
And:
An Illumination Quality Measure for Face Recognition,
ICPR10(1477-1480).
IEEE DOI 1008
BibRef

Rizo-Rodriguez, D.[Dayron], Méndez-Vázquez, H.[Heydi], García-Reyes, E.[Edel], San Martín, C.[César], Meza, P.[Pablo],
Quaternion Correlation Filters for Illumination Invariant Face Recognition,
CIARP11(467-474).
Springer DOI 1111
BibRef

Wang, H.Y.[Hai-Yang], Ye, M.[Mao], Yang, S.M.[Shang-Ming],
Shadow compensation and illumination normalization of face image,
MVA(24), No. 6, August 2013, pp. 1121-1131.
WWW Link. 1307
BibRef

Chen, X., Wu, H., Jin, X., Zhao, Q.,
Face Illumination Manipulation Using a Single Reference Image by Adaptive Layer Decomposition,
IP(22), No. 11, 2013, pp. 4249-4259.
IEEE DOI 1310
Face illumination manipulation BibRef

Naderi, S., Nasiri, J.A., Charkari, N.M., Kabir, E.,
Visual illumination compensation for face images using light mapping matrix,
IET-IPR(7), No. 5, 2013, pp. 514-522.
DOI Link 1310
BibRef

Banerjee, P.K.[Pradipta K.], Datta, A.K.[Asit K.],
Class specific subspace dependent nonlinear correlation filtering for illumination tolerant face recognition,
PRL(36), No. 1, 2014, pp. 177-185.
Elsevier DOI 1312
Correlation filter BibRef

Banerjee, P.K.[Pradipta K.], Datta, A.K.[Asit K.],
Band-pass correlation filter for illumination- and noise-tolerant face recognition,
SIViP(11), No. 1, January 2017, pp. 9-16.
WWW Link. 1702
BibRef

Almaddah, A.[Amr], Vural, S.[Sadi], Mae, Y.S.[Yasu-Shi], Ohara, K.[Kenichi], Arai, T.[Tatsuo],
Face relighting using discriminative 2D spherical spaces for face recognition,
MVA(25), No. 4, May 2014, pp. 845-857.
Springer DOI 1404
BibRef

Li, W.H.[Wei-Hong], Kuang, T.[Ting], Gong, W.G.[Wei-Guo],
Anisotropic diffusion algorithm based on weber local descriptor for illumination invariant face verification,
MVA(25), No. 4, May 2014, pp. 997-1006.
WWW Link. 1404
BibRef

Zhao, X.[Xi], Evangelopoulos, G., Chu, D.[Dat], Shah, S., Kakadiaris, I.A.,
Minimizing Illumination Differences for 3D to 2D Face Recognition Using Lighting Maps,
Cyber(44), No. 5, May 2014, pp. 725-736.
IEEE DOI 1405
face recognition BibRef

Shahamat, H.[Hossein], Pouyan, A.A.[Ali A.],
Face recognition under large illumination variations using homomorphic filtering in spatial domain,
JVCIR(25), No. 5, 2014, pp. 970-977.
Elsevier DOI 1406
Frequency domain filtering BibRef

Yao, M.[Min], Nagahashi, H.[Hiroshi], Aoki, K.[Kota],
Illumination Normalization-Based Face Detection under Varying Illumination,
IEICE(E97-D), No. 6, June 2014, pp. 1590-1598.
WWW Link. 1407
BibRef

Hu, K.[Kexin], Liu, Y.L.[Yan-Li], Dong, Q.[Qi], Liu, H.[Hao], Xing, G.Y.[Guan-Yu],
Color face image decomposition under complex lighting conditions,
VC(30), No. 6-8, June 2014, pp. 685-695.
WWW Link. 1407
BibRef
Earlier: Erratum: VC(30), No. 9, September 2014, pp. 1069.
WWW Link. 1410
BibRef

Liang, J.Z.[Jiu-Zhen], Wang, M.[Mei], Chai, Z.L.[Zhi-Lei], Wu, Q.[Qin],
Different lighting processing and feature extraction methods for efficient face recognition,
IET-IPR(8), No. 9, September 2014, pp. 528-538.
DOI Link 1410
discrete cosine transforms BibRef

Yao, M.[Min], Nagahashi, H.[Hiroshi],
Analysis of Noteworthy Issues in Illumination Processing for Face Recognition,
IEICE(E98-D), No. 3, March 2015, pp. 681-691.
WWW Link. 1504
BibRef

Ochoa-Villegas, M.A., Nolazco-Flores, J.A., Barron-Cano, O., Kakadiaris, I.A.,
Addressing the illumination challenge in two-dimensional face recognition: a survey,
IET-CV(9), No. 6, 2015, pp. 978-992.
DOI Link 1512
face recognition BibRef

Cheng, Y.[Yong], Li, Z.Y.[Zuo-Yong], Han, Y.C.[Yuan-Chen],
A Novel Illumination Estimation for Face Recognition under Complex Illumination Conditions,
IEICE(E100-D), No. 4, April 2017, pp. 923-926.
WWW Link. 1704
BibRef

Cheng, Y.[Yong], Jiao, L.B.[Liang-Bao], Cao, X.H.[Xue-Hong], Li, Z.Y.[Zuo-Yong],
Illumination-insensitive features for face recognition,
VC(33), No. 11, November 2017, pp. 1483-1493.
WWW Link. 1710
BibRef
Earlier: A1, A2, A4, A3:
An improved retinal modeling for illumination face recognition,
ICIP14(244-247)
IEEE DOI 1502
Adaptation models BibRef

Wang, K.[Kang], Chen, Z.X.[Zhen-Xue], Wu, Q.M.J.[Q.M. Jonathan], Liu, C.Y.[Cheng-Yun],
Illumination and pose variable face recognition via adaptively weighted ULBP_MHOG and WSRC,
SP:IC(58), No. 1, 2017, pp. 175-186.
Elsevier DOI 1710
Illumination and pose changes BibRef

Chen, X.[Xu], Zhang, Z.H.[Zhi-Hong], Wang, B.Z.[Bei-Zhan], Hu, G.S.[Guo-Sheng], Hancock, E.R.[Edwin R.],
Recovering variations in facial albedo from low resolution images,
PR(74), No. 1, 2018, pp. 373-384.
Elsevier DOI 1711
Facial albedo estimation BibRef

Liu, Q.[Qian], Wang, C.[Chao],
Within-component and between-component multi-kernel discriminating correlation analysis for colour face recognition,
IET-CV(11), No. 8, December 2017, pp. 663-674
DOI Link 1712
BibRef

Oulefki, A.[Adel], Mustapha, A.[Aouache], Boutellaa, E.[Elhocine], Bengherabi, M.[Messaoud], Tifarine, A.A.[Ahmed Amine],
Fuzzy reasoning model to improve face illumination invariance,
SIViP(12), No. 3, March 2018, pp. 421-428.
Springer DOI 1804
BibRef

Ayyavoo, T.[Thamizharasi], Suseela, J.J.[Jayasudha John],
Illumination pre-processing method for face recognition using 2D DWT and CLAHE,
IET-Bio(7), No. 4, July 2018, pp. 380-390.
DOI Link 1807
BibRef

Zhao, X.C.[Xiao-Chao], Lin, Y.P.[Ya-Ping], Ou, B.[Bo], Yang, J.F.[Jun-Feng],
Directional gradients integration image for illumination insensitive face representation,
MVA(29), No. 5, July 2018, pp. 815-825.
WWW Link. 1808
BibRef

Chen, G.Y.[Guang-Yi], Bui, T.D.[Tien D.], Krzyzak, A.[Adam],
Filter-based face recognition under varying illumination,
IET-Bio(7), No. 6, November 2018, pp. 628-635.
DOI Link 1811
BibRef

Zhang, W.M.[Wu-Ming], Zhao, X.[Xi], Morvan, J.M.[Jean-Marie], Chen, L.M.[Li-Ming],
Improving Shadow Suppression for Illumination Robust Face Recognition,
PAMI(41), No. 3, March 2019, pp. 611-624.
IEEE DOI 1902
Lighting, Face, Image color analysis, Face recognition, Skin, Solid modeling, Face recognition, illumination and texture analysis BibRef

Li, C.[Chen], Zhou, K.[Kun], Wu, H.T.[Hsiang-Tao], Lin, S.[Stephen],
Physically-Based Simulation of Cosmetics via Intrinsic Image Decomposition with Facial Priors,
PAMI(41), No. 6, June 2019, pp. 1455-1469.
IEEE DOI 1905
Face, Skin, Geometry, Rendering (computer graphics), Image decomposition, Lighting, Adaptation models, human face priors BibRef

Zhou, L.F.[Li-Fang], Li, W.S.[Wei-Sheng], Du, Y.W.[Yue-Wei], Lei, B.J.[Bang-Jun], Liang, S.[Shan],
Adaptive illumination-invariant face recognition via local nonlinear multi-layer contrast feature,
JVCIR(64), 2019, pp. 102641.
Elsevier DOI 1911
Illumination invariant face recognition, Local binary patterns, Fuzzy fusion framework. BibRef

Liu, Q.[Qian], Jiang, B.[Bo], Zhang, J.L.[Jia-Lei], Gao, P.[Peng], Xia, Z.J.[Zhi-Jian],
Semi-supervised uncorrelated dictionary learning for colour face recognition,
IET-CV(14), No. 3, April 2020, pp. 92-100.
DOI Link 2003
BibRef

Song, G.X.[Guo-Xian], Zheng, J.M.[Jian-Min], Cai, J.F.[Jian-Fei], Cham, T.J.[Tat-Jen],
Recovering facial reflectance and geometry from multi-view images,
IVC(96), 2020, pp. 103897.
Elsevier DOI 2005
3D facial reconstruction, Specular estimation, Multi-view capture BibRef

Han, X., Yang, H., Xing, G., Liu, Y.,
Asymmetric Joint GANs for Normalizing Face Illumination From a Single Image,
MultMed(22), No. 6, June 2020, pp. 1619-1633.
IEEE DOI 2005
Lighting, Face, Face recognition, Task analysis, Databases, image translation BibRef

Hu, C.H.[Chang-Hui], Yu, J.[Jian], Wu, F.[Fei], Zhang, Y.[Yang], Jing, X.Y.[Xiao-Yuan], Lu, X.B.[Xiao-Bo], Liu, P.[Pan],
Face illumination recovery for the deep learning feature under severe illumination variations,
PR(111), 2021, pp. 107724.
Elsevier DOI 2012
Severe illumination variations, Face recognition, Illumination recovery model, Deep learning feature BibRef

Xu, W.H.[Wei-Hong], Xie, X.H.[Xiao-Hua], Lai, J.H.[Jian-Huang],
RelightGAN: Instance-level Generative Adversarial Network for Face Illumination Transfer,
IP(30), 2021, pp. 3450-3460.
IEEE DOI 2103
Lighting, Face recognition, Faces, Generative adversarial networks, Convolution, attention BibRef

Sengupta, S.[Soumyadip], Lichy, D.[Daniel], Kanazawa, A.[Angjoo], Castillo, C.D.[Carlos D.], Jacobs, D.W.[David W.],
SfSNet: Learning Shape, Reflectance and Illuminance of Faces in the Wild,
PAMI(44), No. 6, June 2022, pp. 3272-3284.
IEEE DOI 2205
BibRef
Earlier: A1, A3, A4, A5, Only: CVPR18(6296-6305)
IEEE DOI 1812
Note, CVPR reference had quotes on in the wild.\ Faces, Lighting, Image reconstruction, Shape, Rendering (computer graphics), shape. Training, Estimation. BibRef

Zhu, Y.J.[Yong-Jie], Li, C.[Chen], Li, S.[Si], Shi, B.X.[Bo-Xin], Tai, Y.W.[Yu-Wing],
Hybrid Face Reflectance, Illumination, and Shape From a Single Image,
PAMI(44), No. 9, September 2022, pp. 5002-5015.
IEEE DOI 2208
Faces, Lighting, Shape, Skin, Image color analysis, Estimation, Data models, Face modeling, intrinsic image decomposition, shading, illumination BibRef

Fei, F.[Fan], Cheng, Y.[Yean], Zhu, Y.J.[Yong-Jie], Zheng, Q.[Qian], Li, S.[Si], Pan, G.[Gang], Shi, B.X.[Bo-Xin],
SPLiT: Single Portrait Lighting Estimation via a Tetrad of Face Intrinsics,
PAMI(46), No. 2, February 2024, pp. 1079-1092.
IEEE DOI 2401
BibRef

Wang, M.[Meng], Guo, X.J.[Xiao-Jie], Dai, W.J.[Wen-Jing], Zhang, J.[Jiawan],
Face Inverse Rendering via Hierarchical Decoupling,
IP(31), 2022, pp. 5748-5761.
IEEE DOI 2209
Code, Face Relighting.
WWW Link. Faces, Lighting, Rendering (computer graphics), Image decomposition, Image reconstruction, Task analysis, deep learning BibRef

Bammey, Q.[Quentin],
Experiments on Deep Single-Image Portrait Relighting,
IPOL(12), 2022, pp. 420-434.
DOI Link 2210

See also Deep Single-Image Portrait Relighting. BibRef

Hedman, P.[Pontus], Skepetzis, V.[Vasilios], Hernandez-Diaz, K.[Kevin], Bigun, J.[Josef], Alonso-Fernandez, F.[Fernando],
On the effect of selfie beautification filters on face detection and recognition,
PRL(163), 2022, pp. 104-111.
Elsevier DOI 2212
Face detection, Face recognition, Social media filters, Beautification, U-NET, Convolutional neural network BibRef

Wang, Y.J.[You-Jia], He, K.[Kai], Zhou, T.T.[Tao-Tao], Yao, K.X.[Kai-Xin], Li, N.Y.[Nian-Yi], Xu, L.[Lan], Yu, J.Y.[Jing-Yi],
Free-view Face Relighting Using a Hybrid Parametric Neural Model on a SMALL-OLAT Dataset,
IJCV(131), No. 1, January 2023, pp. 1002-1021.
Springer DOI 2303
BibRef

Rao, P.[Pramod], Mallikarjun, B.R., Fox, G.[Gereon], Weyrich, T.[Tim], Bickel, B.[Bernd], Pfister, H.[Hanspeter], Matusik, W.[Wojciech], Zhan, F.N.[Fang-Neng], Tewari, A.[Ayush], Theobalt, C.[Christian], Elgharib, M.[Mohamed],
A Deeper Analysis of Volumetric Relightable Faces,
IJCV(132), No. 4, April 2024, pp. 1148-1166.
Springer DOI 2404
BibRef

Mallikarjun, B.R., Tewari, A.[Ayush], Oh, T.H.[Tae-Hyun], Weyrich, T.[Tim], Bickel, B.[Bernd], Seidel, H.P.[Hans-Peter], Pfister, H.[Hanspeter], Matusik, W.[Wojciech], Elgharib, M.[Mohamed], Theobalt, C.[Christian],
Monocular Reconstruction of Neural Face Reflectance Fields,
CVPR21(4789-4798)
IEEE DOI 2111
Reflectivity, Geometry, Deformable models, Face recognition, Lighting, Scattering, Reconstruction algorithms BibRef

Chen, X.X.[Xiao-Xu], Tan, J.F.[Jing-Fan], Wang, T.[Tao], Zhang, K.[Kaihao], Luo, W.H.[Wen-Han], Cao, X.C.[Xiao-Chun],
Toward Real-World Blind Face Restoration With Generative Diffusion Prior,
CirSysVideo(34), No. 9, September 2024, pp. 8494-8508.
IEEE DOI Code:
WWW Link. 2410
Image restoration, Faces, Face recognition, Task analysis, Feature extraction, Noise reduction, Training, transformer BibRef

Weir, J.[Joshua], Zhao, J.[Junhong], Chalmers, A.[Andrew], Rhee, T.[Taehyun],
Full-body Human De-lighting with Semi-supervised Learning,
ACCV24(I: 165-181).
Springer DOI 2412
BibRef

Ren, X.Y.[Xing-Yu], Deng, J.K.[Jian-Kang], Cheng, Y.H.[Yu-Hao], Guo, J.[Jia], Ma, C.[Chao], Yan, Y.C.[Yi-Chao], Zhu, W.H.[Wen-Han], Yang, X.K.[Xiao-Kang],
Monocular Identity-Conditioned Facial Reflectance Reconstruction,
CVPR24(885-895)
IEEE DOI Code:
WWW Link. 2410
Reflectivity, Training, Codes, Face recognition, Reconstruction algorithms, 3D Face, Reflectance, Face Swapping BibRef

Deng, B.Y.[Bo-Yang], Wang, Y.F.[Yi-Fan], Wetzstein, G.[Gordon],
LumiGAN: Unconditional Generation of Relightable 3D Human Faces,
3DV24(302-312)
IEEE DOI 2408
Geometry, Photorealism, Lighting, Generative adversarial networks, Faces, Unsupervised learning BibRef

Pidaparthy, H.[Hemanth], Chauhan, A.[Abhay], Sudheendra, P.[Pavan],
Multi-level Attention Aggregation for Aesthetic Face Relighting,
WACV24(4045-4054)
IEEE DOI 2404
Training, Geometry, Adaptation models, Image resolution, Statistical analysis, Lighting, Software, Algorithms, Visualization BibRef

Papantoniou, F.P.[Foivos Paraperas], Lattas, A.[Alexandros], Moschoglou, S.[Stylianos], Zafeiriou, S.[Stefanos],
Relightify: Relightable 3D Faces from a Single Image via Diffusion Models,
ICCV23(8772-8783)
IEEE DOI 2401
BibRef

Ponglertnapakorn, P.[Puntawat], Tritrong, N.[Nontawat], Suwajanakorn, S.[Supasorn],
DiFaReli: Diffusion Face Relighting,
ICCV23(22589-22600)
IEEE DOI Code:
WWW Link. 2401
BibRef

Chen, Q.[Qiulin], Allebach, J.P.[Jan P.],
Face Image Lighting Enhancement Using a 3D Model,
CV4MR23(2775-2784)
IEEE DOI 2309
BibRef

Futschik, D.[David], Ritland, K.[Kelvin], Vecore, J.[James], Fanello, S.[Sean], Orts-Escolano, S.[Sergio], Curless, B.[Brian], Sýkora, D.[Daniel], Pandey, R.[Rohit],
Controllable Light Diffusion for Portraits,
CVPR23(8412-8421)
IEEE DOI 2309
BibRef

Han, Y.X.[Yu-Xuan], Wang, Z.B.[Zhi-Bo], Xu, F.[Feng],
Learning a 3D Morphable Face Reflectance Model from Low-Cost Data,
CVPR23(8598-8608)
IEEE DOI 2309
BibRef

Ren, X.Y.[Xing-Yu], Deng, J.K.[Jian-Kang], Ma, C.[Chao], Yan, Y.C.[Yi-Chao], Yang, X.K.[Xiao-Kang],
Improving Fairness in Facial Albedo Estimation via Visual-Textual Cues,
CVPR23(4511-4520)
IEEE DOI 2309
BibRef

Wang, Z.X.[Zhi-Xin], Zhang, Z.[Ziying], Zhang, X.Y.[Xiao-Yun], Zheng, H.J.[Huang-Jie], Zhou, M.Y.[Ming-Yuan], Zhang, Y.[Ya], Wang, Y.F.[Yan-Feng],
DR2: Diffusion-Based Robust Degradation Remover for Blind Face Restoration,
CVPR23(1704-1713)
IEEE DOI 2309
BibRef

Bohácek, M.[Matyáš], Farid, H.[Hany],
A Geometric and Photometric Exploration of GAN and Diffusion Synthesized Faces,
WMF23(874-883)
IEEE DOI 2309
BibRef

Ranjan, A.[Anurag], Yi, K.M.[Kwang Moo], Chang, J.H.R.[Jen-Hao Rick], Tuzel, O.[Oncel],
FaceLit: Neural 3D Relightable Faces,
CVPR23(8619-8628)
IEEE DOI 2309
BibRef

Iwase, S.[Shun], Saito, S.[Shunsuke], Simon, T.[Tomas], Lombardi, S.[Stephen], Bagautdinov, T.[Timur], Joshi, R.[Rohan], Prada, F.[Fabian], Shiratori, T.[Takaaki], Sheikh, Y.[Yaser], Saragih, J.[Jason],
RelightableHands: Efficient Neural Relighting of Articulated Hand Models,
CVPR23(16663-16673)
IEEE DOI 2309
BibRef

Wang, Y.F.[Yi-Fan], Holynski, A.[Aleksander], Zhang, X.[Xiuming], Zhang, X.[Xuaner],
SunStage: Portrait Reconstruction and Relighting Using the Sun as a Light Stage,
CVPR23(20792-20802)
IEEE DOI 2309
BibRef

Pouyanfar, S.[Samira], Sengupta, S.[Sunando], Mohammadi, M.[Mahmoud], Abraham, E.[Ebey], Bloomquist, B.[Brett], Dauterman, L.[Lukas], Parikh, A.[Anjali], Lim, S.[Steve], Sommerlade, E.[Eric],
FRR-Net: A Real-Time Blind Face Restoration and Relighting Network,
NTIRE23(1240-1250)
IEEE DOI 2309
BibRef

Hou, A.[Andrew], Sarkis, M.[Michel], Bi, N.[Ning], Tong, Y.[Yiying], Liu, X.M.[Xiao-Ming],
Face Relighting with Geometrically Consistent Shadows,
CVPR22(4207-4216)
IEEE DOI 2210
Geometry, Training, Shape, Computational modeling, Face recognition, Surveillance, Lighting, Face and gestures, 3D from single images BibRef

Hou, A.[Andrew], Zhang, Z.[Ze], Sarkis, M.[Michel], Bi, N.[Ning], Tong, Y.[Yiying], Liu, X.M.[Xiao-Ming],
Towards High Fidelity Face Relighting with Realistic Shadows,
CVPR21(14714-14723)
IEEE DOI 2111
Training, Face recognition, Lighting, Estimation, Mouth, Data models BibRef

Banerjee, S.[Sandipan], Joshi, A.[Ajjen], Mahajan, P.[Prashant], Bhattacharya, S.[Sneha], Kyal, S.[Survi], Mishra, T.[Taniya],
LEGAN: Disentangled Manipulation of Directional Lighting and Facial Expressions whilst Leveraging Human Perceptual Judgements,
AMFG21(1531-1541)
IEEE DOI 2109
Measurement, Visualization, Face recognition, Buildings, Pipelines, Lighting, Training data BibRef

Hsu, G.S.J.[Gee-Sern Jison], Tang, C.H.[Chia-Hao], Yanushkevich, S.[Svetlana], Gavrilova, M.L.[Marina L],
Contrastive Data Learning for Facial Pose and Illumination Normalization,
ICPR21(8336-8343)
IEEE DOI 2105
Training, Databases, Face recognition, Lighting, Transforms, Feature extraction, Decoding BibRef

Sztrajman, A., Neophytou, A., Weyrich, T., Sommerlade, E.,
High-Dynamic-Range Lighting Estimation From Face Portraits,
3DV20(355-363)
IEEE DOI 2102
Lighting, Faces, Encoding, Training, Sun, Estimation, CNN, Light Estimation, HDR, Single Image BibRef

Fan, H., Kunsberg, B., Kimia, B.,
Differential Photometric Consistency,
3DV20(130-139)
IEEE DOI 2102
Brightness, Image reconstruction, Surface reconstruction, Jacobian matrices, Standards, Faces BibRef

Nestmeyer, T., Lalonde, J., Matthews, I., Lehrmann, A.,
Learning Physics-Guided Face Relighting Under Directional Light,
CVPR20(5123-5132)
IEEE DOI 2008
Lighting, Face, Rendering (computer graphics), Mathematical model, Computational modeling, Light sources, Physics BibRef

Smith, W.A.P., Seck, A., Dee, H., Tiddeman, B., Tenenbaum, J.B., Egger, B.,
A Morphable Face Albedo Model,
CVPR20(5010-5019)
IEEE DOI 2008
Face, Cameras, Lighting, Pipelines, Geometry, Shape BibRef

Huang, X., Deng, W., Shen, H., Zhang, X., Ye, J.,
PropagationNet: Propagate Points to Curve to Learn Structure Information,
CVPR20(7263-7272)
IEEE DOI 2008
Face, Convolution, Adaptation models, Lighting, Training BibRef

Gao, Z., Zhang, J., Guo, Y., Ma, C., Zhai, G., Yang, X.,
Semi-supervised 3D Face Representation Learning from Unconstrained Photo Collections,
DynaVis20(1426-1435)
IEEE DOI 2008
Face, Shape, Lighting, Image reconstruction, Solid modeling, Decoding BibRef

Wang, X., Guo, Y., Deng, B., Zhang, J.,
Lightweight Photometric Stereo for Facial Details Recovery,
CVPR20(737-746)
IEEE DOI 2008
Face, Image reconstruction, Lighting, Solid modeling, Light sources, Shape BibRef

Zhou, H., Hadap, S., Sunkavalli, K., Jacobs, D.,
Deep Single-Image Portrait Relighting,
ICCV19(7193-7201)
IEEE DOI 2004
Code, Relighting.
HTML Version. convolutional neural nets, face recognition, image enhancement, image resolution, lighting, rendering (computer graphics), Feature extraction
See also Experiments on Deep Single-Image Portrait Relighting. BibRef

Zhu, Q., Li, Z.,
Face Style Transfer and Removal with Generative Adversarial Network,
MVA19(1-6)
DOI Link 1911
face recognition, image texture, face Style Transfer, generative adversarial Network, photo-realistic face. BibRef

Le, H., Kakadiaris, I.,
Illumination-Invariant Face Recognition With Deep Relit Face Images,
WACV19(2146-2155)
IEEE DOI 1904
face recognition, image enhancement, realistic images, rendering (computer graphics), illumination variations, Harmonic analysis BibRef

Zhou, H., Sun, J., Yacoob, Y., Jacobs, D.W.,
Label Denoising Adversarial Network (LDAN) for Inverse Lighting of Faces,
CVPR18(6238-6247)
IEEE DOI 1812
Lighting, Noise measurement, Estimation, Task analysis, Training, Noise reduction, Generative adversarial networks BibRef

Ma, W., Xie, X., Yin, C., Lai, J.,
Face Image Illumination Processing Based on Generative Adversarial Nets,
ICPR18(2558-2563)
IEEE DOI 1812
Lighting, Face, Image reconstruction, Generators, Task analysis, Feature extraction, Generative adversarial networks BibRef

Zhang, X., Wu, X.,
Illumination invariant feature based on neighboring radiance ratio,
VCIP17(1-4)
IEEE DOI 1804
face recognition, feature extraction, object recognition, NRR feature, face recognition, illumination invariance, object recognition BibRef

Plichoski, G.F., Chidambaram, C., Parpinelli, R.S.,
Optimizing a Homomorphic Filter for Illumination Compensation In Face Recognition Using Population-Based Algorithms,
WVC17(78-83)
IEEE DOI 1804
face recognition, image filtering, particle swarm optimisation, BIO-INFO face database, CMUPIE face database, HF parameters, Jaya, Particle Swarm Optimization BibRef

Lu, B.[Boyu], Chen, J.C., Chellappa, R.,
Regularized metric adaptation for unconstrained face verification,
ICPR16(4112-4117)
IEEE DOI 1705
Bayes methods, Benchmark testing, Face, Feature extraction, Lighting, Measurement, Training BibRef

Alrabiah, R.[Raqinah], Hussain, M.[Muhammad], Aboalsamh, H.A.[Hatim A.], Zuair, M.[Mansour], Bebis, G.N.[George N.],
PH-BRINT: Pooled Homomorphic Binary Rotation Invariant and Noise Tolerant Representation for Face Recognition Under Illumination Variations,
ISVC16(I: 779-789).
Springer DOI 1701
BibRef

Biadgligne, Y., Arandjelovic, O.D.,
Face filtering: Insights from real-world data,
WSSIP15(65-68)
IEEE DOI 1603
cameras BibRef

Conde, M.H., Shahlaei, D., Blanz, V., Loffeld, O.,
Efficient and Robust Inverse Lighting of a Single Face Image Using Compressive Sensing,
IR15(226-234)
IEEE DOI 1602
Compressed sensing BibRef

Shahlaei, D., Blanz, V.,
Realistic inverse lighting from a single 2D image of a face, taken under unknown and complex lighting,
FG15(1-8)
IEEE DOI 1508
face recognition BibRef

Rogge, L.[Lorenz], Bauszat, P.[Pablo], Magnor, M.[Marcus],
Monocular albedo reconstruction,
ICIP14(1046-1050)
IEEE DOI 1502
Face BibRef

Hansen, M.F.[Mark F.], Atkinson, G.A.[Gary A.],
BRDF Estimation for Faces from a Sparse Dataset Using a Neural Network,
CAIP13(212-220).
Springer DOI 1308
BibRef

Li, Y.L.[Yue-Long], Feng, J.F.[Ju-Fu], Liu, C.J.[Chong-Jin], Fu, X.[Xiang],
Face recognition with illumination distinction description,
ICPR12(809-812).
WWW Link. 1302
BibRef

Matsukawa, T.[Tetsu], Okabe, T.[Takahiro], Sato, Y.[Yoichi],
Illumination normalization of face images with cast shadows,
ICPR12(1848-1851).
WWW Link. 1302
BibRef

Galigekere, V.[Vishnukumar], Guerra-Filho, G.[Gutemberg],
An interpolation based approach for lighting variation in image recognition,
ICIP12(1901-1904).
IEEE DOI 1302
BibRef
And:
A Synthesis-and-analysis Approach to Image Based Lighting,
ISVC12(I: 292-304).
Springer DOI 1209
Parameterize the effects of lighting. BibRef

Makwana, R.M.[Ramji M.], Thakar, V.K., Chauhan, N.C.,
Evaluation and analysis of illumination normalization methods for face recognition,
ICIIP11(1-6).
IEEE DOI 1112
BibRef

Dandpat, S.K.[Swarup Kumar], Meher, S.[Sukadev],
Quality based illumination compensation for face recognition,
ICIIP11(1-4).
IEEE DOI 1112
BibRef

Teoh, A.B.J.[Andrew Beng Jin], Goh, Y.Z., Goh, M.,
Illuminated face normalization technique by using wavelet fusion and local binary patterns,
ICARCV08(422-427).
IEEE DOI 1109
BibRef

Li, B.[Billy], An, S.[Senjian], Liu, W.Q.[Wan-Quan], Krishna, A.[Aneesh],
The MCF Model: Utilizing Multiple Colors for Face Recognition,
ICIG11(1029-1034).
IEEE DOI 1109
BibRef

Tsukada, M.[Masato], Funayama, C.[Chisato], Arai, M.[Masatoshi], Dubout, C.[Charles],
Face Image Enhancement Taking into Account Lighting Behavior on a Face,
CAIP11(II: 479-488).
Springer DOI 1109
BibRef

Ishiyama, R.[Rui], Yasukawa, N.[Nobuyuki],
Extracting Scene-Dependent Discriminant Features for Enhancing Face Recognition under Severe Conditions,
Subspace10(424-433).
Springer DOI 1109
BibRef

Dubout, C.[Charles], Tsukada, M.[Masato], Ishiyama, R.[Rui], Funayama, C.[Chisato], Susstrunk, S.[Sabine],
Face image enhancement using 3D and spectral information,
ICIP09(697-700).
IEEE DOI 0911
BibRef

Ishiyama, R.[Rui], Tsukada, M.[Masato],
Specularity removal for enhancing face recognition,
ICIP09(57-60).
IEEE DOI 0911
BibRef

Kanan, C.[Christopher], Flores, A.[Arturo], Cottrell, G.W.[Garrison W.],
Color Constancy Algorithms for Object and Face Recognition,
ISVC10(I: 199-210).
Springer DOI 1011
BibRef

Xu, L.[Li], Huang, L.[Lei], Liu, C.P.[Chang-Ping],
Raw vs. Processed: How to Use the Raw and Processed Images for Robust Face Recognition under Varying Illumination,
ICPR10(2692-2695).
IEEE DOI 1008
BibRef

Hemery, B.[Baptiste], Schwartzmann, J.J.[Jean-Jacques], Rosenberger, C.[Christophe],
Study on Color Spaces for Single Image Enrolment Face Authentication,
ICPR10(1249-1252).
IEEE DOI 1008
BibRef

Kumar, R.[Ritwik], Jones, M.[Michael], Marks, T.K.[Tim K.],
Morphable Reflectance Fields for enhancing face recognition,
CVPR10(2606-2613).
IEEE DOI 1006

See also Joint Tracking of Pose, Expression, and Texture using Conditionally Gaussian Filters. Deal with illumination variations. BibRef

Beveridge, J.R.[J. Ross], Bolme, D.S.[David S.], Draper, B.A.[Bruce A.], Givens, G.H.[Geof H.], Lui, Y.M.[Yui Man], Phillips, P.J.[P. Jonathon],
Quantifying how lighting and focus affect face recognition performance,
Biometrics10(74-81).
IEEE DOI 1006
BibRef

Faaya, T.H.[Tiwuya H.], Toygar, Ö.[Önsen],
Illumination Invariant Face Recognition under Various Facial Expressions and Occlusions,
ICISP08(304-311).
Springer DOI 0807
BibRef

Unaldi, N.[Numan], Sankaran, P.[Praveen], Asari, V.K.[Vijayan K.], Ur Rahman, Z.[Zia],
Image enhancement for improving face detection under non-uniform lighting conditions,
ICIP08(1332-1335).
IEEE DOI 0810
BibRef

Qiao, X.[Xu], Chen, Y.W.[Yen-Wei], Han, X.H.[Xian-Hua], Igarashi, T.[Takanori], Nakao, K.[Keisuke],
Synthesis of multiple pose facial images using tensor-based subspace learning method,
Subspace09(219-226).
IEEE DOI 0910
BibRef

Chen, Y.W.[Yen-Wei], Fukui, T.[Takayuki], Qiao, X.[Xu], Igarashi, T.[Takanori], Nakao, K.[Keisuke], Kashimoto, A.[Akio],
Multi-angle View, Illumination and Cosmetic Facial Image Database (MaVIC) and Quantitative Analysis of Facial Appearance,
SSPR08(411-420).
Springer DOI 0812
BibRef

Sellahewa, H.[Harin], Jassim, S.A.[Sabah A.],
Illumination and Expression Invariant Face Recognition: Toward Sample Quality-based Adaptive Fusion,
BTAS08(1-6).
IEEE DOI 0809
BibRef

Holappa, J.[Jukka], Ahonen, T.[Timo], Pietikainen, M.[Matti],
An Optimized Illumination Normalization Method for Face Recognition,
BTAS08(1-6).
IEEE DOI 0809
BibRef

Moore, B.[Brendan], Tappen, M.F.[Marshall F.], Foroosh, H.[Hassan],
Learning Face Appearance under Different Lighting Conditions,
BTAS08(1-8).
IEEE DOI 0809
BibRef

Zou, X.[Xuan], Kittler, J.V.[Josef V.], Messer, K.[Kieron],
Illumination Invariant Face Recognition: A Survey,
BTAS07(1-8).
IEEE DOI 0709
Survey, Face Recognition. BibRef

Méndez-Vázquez, H.[Heydi], Kittler, J.V.[Josef V.], Chan, C.H.[Chi-Ho], García-Reyes, E.[Edel],
On Combining Local DCT with Preprocessing Sequence for Face Recognition under Varying Lighting Conditions,
CIARP10(410-417).
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Chapter on Face Recognition, Human Pose, Detection, Tracking, Gesture Recognition, Fingerprints, Biometrics continues in
Makeup Analysis, Makeup Changes .