5.3.10.6 Face Image Quality

Chapter Contents (Back)
Image Quality. Face Image. Quality Assessment. 2404

See also Face Analysis, General Papers, Surveys.

Chen, J.S.[Jian-Sheng], Deng, Y.[Yu], Bai, G.C.[Gao-Cheng], Su, G.D.[Guang-Da],
Face Image Quality Assessment Based on Learning to Rank,
SPLetters(22), No. 1, January 2015, pp. 90-94.
IEEE DOI 1410
face recognition BibRef

Fu, B.Y.[Bi-Ying], Damer, N.[Naser],
Face morphing attacks and face image quality: The effect of morphing and the unsupervised attack detection by quality,
IET-Bio(11), No. 5, 2022, pp. 359-382.
DOI Link 2210
BibRef

Liu, T.[Tie], Li, S.X.[Sheng-Xi], Xu, M.[Mai], Yang, L.[Li], Wang, X.F.[Xiao-Fei],
Assessing Face Image Quality: A Large-Scale Database and a Transformer Method,
PAMI(46), No. 5, May 2024, pp. 3981-4000.
IEEE DOI 2404
Face recognition, Distortion, Databases, Image quality, Quality assessment, Feature extraction, Transformers, transformer BibRef

Su, S.[Shaolin], Lin, H.[Hanhe], Hosu, V.[Vlad], Wiedemann, O.[Oliver], Sun, J.Q.[Jin-Qiu], Zhu, Y.[Yu], Liu, H.T.[Han-Tao], Zhang, Y.N.[Yan-Ning], Saupe, D.[Dietmar],
Going the Extra Mile in Face Image Quality Assessment: A Novel Database and Model,
MultMed(26), 2024, pp. 2671-2685.
IEEE DOI 2402
Face recognition, Faces, Image quality, Task analysis, Predictive models, Databases, Codes, Image quality assessment, generative priors BibRef

Yue, G.H.[Guang-Hui], Wu, H.[Honglv], Jiang, Q.P.[Qiu-Ping], Zhou, T.W.[Tian-Wei], Yan, W.Q.[Wei-Qing], Wang, T.F.[Tian-Fu],
Perceptual Quality Assessment of Retouched Face Images,
MultMed(26), 2024, pp. 5741-5752.
IEEE DOI 2404
Radio frequency, Task analysis, Feature extraction, Distortion, Face recognition, Quality assessment, Visualization, multi-task learning BibRef

Tian, Y.[Yu], Wang, S.Q.[Shi-Qi], Chen, B.L.[Bao-Liang], Kwong, S.[Sam],
Causal Representation Learning for GAN-Generated Face Image Quality Assessment,
CirSysVideo(34), No. 8, August 2024, pp. 7589-7600.
IEEE DOI 2408
Face recognition, Distortion, Image quality, Faces, Generative adversarial networks, Databases, human visual system BibRef

Li, Y.X.[Yi-Xuan], Chen, B.L.[Bo-Lin], Chen, B.L.[Bao-Liang], Wang, M.[Meng], Wang, S.Q.[Shi-Qi], Lin, W.S.[Wei-Si],
Perceptual Quality Assessment of Face Video Compression: A Benchmark and An Effective Method,
MultMed(26), 2024, pp. 8596-8608.
IEEE DOI 2408
Faces, Quality assessment, Video compression, Face recognition, Image coding, Video recording, Streaming media, subjective and objective study BibRef

Huang, J.[Jin], Gong, Y.S.[Yong-Shun], Shi, Y.[Yang], Zhang, X.X.[Xin-Xin], Zhang, J.[Jian], Yin, Y.L.[Yi-Long],
Focusing on Subtle Differences: A Feature Disentanglement Model for Series Photo Selection,
MultMed(26), 2024, pp. 8758-8770.
IEEE DOI 2408
Quality assessment, Feature extraction, Task analysis, Noise, Redundancy, Predictive models, Face recognition, feature fusion BibRef

Wang, Z.X.[Zhi-Xiang], Liu, Y.L.[Yu-Lun], Huang, J.B.[Jia-Bin], Satoh, S.[Shin'ichi], Ma, S.[Sizhuo], Krishnan, G.[Gurunandan], Wang, J.[Jian],
DisCO: Portrait Distortion Correction with Perspective-Aware 3D GANs,
IJCV(132), No. 11, November 2024, pp. 5471-5488.
Springer DOI 2411
Close up distortions. BibRef

Chen, W.T.[Wei-Ting], Krishnan, G.[Gurunandan], Gao, Q.[Qiang], Kuo, S.Y.[Sy-Yen], Ma, S.[Sizhuo], Wang, J.[Jian],
DSL-FIQA: Assessing Facial Image Quality via Dual-Set Degradation Learning and Landmark-Guided Transformer,
CVPR24(2931-2941)
IEEE DOI 2410
Degradation, Representation learning, Image quality, Face recognition, Transformers, Skin, Robustness, Degradation Learning BibRef

Zhao, Y.Y.[Yu-Ying], Wang, M.[Mei], Hu, J.[Jiani], Deng, W.H.[Wei-Hong], Li, C.G.[Chun-Guang],
A perturbed match filtering approach for face image quality assessment,
PR(164), 2025, pp. 111492.
Elsevier DOI 2504
Face image quality assessment, Face recognition, Match filter, Feature perturbation, Energy function BibRef


Kolf, J.N.[Jan Niklas], Damer, N.[Naser], Boutros, F.[Fadi],
GraFIQs: Face Image Quality Assessment Using Gradient Magnitudes,
Biometrics24(1490-1499)
IEEE DOI 2410
Training, Image quality, Weight measurement, Face recognition, Biometrics, Face Image Quality Assessment, Face Recognition BibRef

Aravena, C.[Carlos], Pasmiño, D.[Diego], Tapia, J.[Juan], Busch, C.[Christoph],
Face Image Quality Estimation on Presentation Attack Detection,
CIARP23(I:358-373).
Springer DOI 2312
BibRef

Boutros, F.[Fadi], Fang, M.L.[Mei-Ling], Klemt, M.[Marcel], Fu, B.[Biying], Damer, N.[Naser],
CR-FIQA: Face Image Quality Assessment by Learning Sample Relative Classifiability,
CVPR23(5836-5845)
IEEE DOI 2309
BibRef

Najafzadeh, N.[Nima], Kashiani, H.[Hossein], Saadabadi, M.S.E.[Mohammad Saeed Ebrahimi], Talemi, N.A.[Niloufar Alipour], Malakshan, S.R.[Sahar Rahimi], Nasrabadi, N.M.[Nasser M.],
Face Image Quality Vector Assessment for Biometrics Applications,
VAQuality23(511-520)
IEEE DOI 2302
Image quality, Face recognition, Neural networks, Lighting, Multitasking, Convolutional neural networks, Task analysis BibRef

Ou, F.Z.[Fu-Zhao], Chen, B.L.[Bao-Liang], Li, C.Y.[Chong-Yi], Wang, S.Q.[Shi-Qi], Kwong, S.[Sam],
Troubleshooting Ethnic Quality Bias with Curriculum Domain Adaptation for Face Image Quality Assessment,
ICCV23(20661-20672)
IEEE DOI 2401
BibRef

Fu, B.Y.[Bi-Ying], Damer, N.[Naser],
Explainability of the Implications of Supervised and Unsupervised Face Image Quality Estimations Through Activation Map Variation Analyses in Face Recognition Models,
Explain-Bio22(349-358)
IEEE DOI 2202
Image quality, Degradation, Analytical models, Visualization, Limiting, Face recognition, Conferences BibRef

Babnik, Ž.[Žiga], Peer, P.[Peter], Štruc, V.[Vitomir],
FaceQAN: Face Image Quality Assessment Through Adversarial Noise Exploration,
ICPR22(748-754)
IEEE DOI 2212
Image quality, Deep learning, Analytical models, Image recognition, Face recognition, Computational modeling, Source coding BibRef

Ou, F.Z.[Fu-Zhao], Li, C.Y.[Chong-Yi], Wang, S.Q.[Shi-Qi], Kwong, S.[Sam],
CLIB-FIQA: Face Image Quality Assessment with Confidence Calibration,
CVPR24(1694-1704)
IEEE DOI 2410
Q-factor, Image quality, Training, Accuracy, Face recognition, Fitting BibRef

Ou, F.Z.[Fu-Zhao], Chen, X.Y.[Xing-Yu], Zhang, R.X.[Rui-Xin], Huang, Y.[Yuge], Li, S.X.[Shao-Xin], Li, J.L.[Ji-Lin], Li, Y.[Yong], Cao, L.J.[Liu-Juan], Wang, Y.G.[Yuan-Gen],
SDD-FIQA: Unsupervised Face Image Quality Assessment with Similarity Distribution Distance,
CVPR21(7666-7675)
IEEE DOI 2111
Image quality, Training, Measurement, Image recognition, Uncertainty, Face recognition BibRef

Chen, K.[Ken], Wu, Y.C.[Yi-Chao], Li, Z.M.[Zhen-Mao], Wu, Y.D.[Yu-Dong], Liang, D.[Ding],
Face Image Quality Assessment for Model and Human Perception,
ICPR21(3003-3010)
IEEE DOI 2105
Training, Image quality, Adaptation models, Systematics, Target recognition, Face recognition, Benchmark testing BibRef

Hernandez-Ortega, J.[Javier], Fierrez, J.[Julian], Serna, I.[Ignacio], Morales, A.[Aythami],
FaceQgen: Semi-Supervised Deep Learning for Face Image Quality Assessment,
FG21(1-8)
IEEE DOI 2303
Training, Q-factor, Databases, Face recognition, Sociology, Estimation, Generative adversarial networks BibRef

Fu, B.Y.[Bi-Ying], Kirchbuchner, F.[Florian], Damer, N.[Naser],
The Effect of Wearing a Face Mask on Face Image Quality,
FG4COVID19-21(1-8)
IEEE DOI 2303
Image quality, COVID-19, Visualization, Databases, Face recognition, Neural networks, Collaboration BibRef

Long, J.F.[Jian-Feng], Li, S.T.[Shu-Tao],
Near Infrared Face Image Quality Assessment System of Video Sequences,
ICIG11(275-279).
IEEE DOI 1109
BibRef

Yermakov, A.[Andrii], Franc, V.[Vojtech],
CNN Based Predictor of Face Image Quality,
MOI2QDN20(679-693).
Springer DOI 2103
BibRef

Terhörst, P., Kolf, J.N., Damer, N., Kirchbuchner, F., Kuijper, A.,
SER-FIQ: Unsupervised Estimation of Face Image Quality Based on Stochastic Embedding Robustness,
CVPR20(5650-5659)
IEEE DOI 2008
Face, Face recognition, Robustness, Image quality, Stochastic processes, Quality assessment, Measurement BibRef

Pulecio, C.G.R., Benítez-Restrepo, H.D., Bovik, A.C.,
Image quality assessment to enhance infrared face recognition,
ICIP17(805-809)
IEEE DOI 1803
Databases, Degradation, Distortion, Face, Face recognition, Feature extraction, Image quality, Biometrics, Face Recognition, Natural Scene Statistics BibRef

Li, C.C.[Cong-Cong], Gallagher, A.C.[Andrew C.], Loui, A.C.[Alexander C.], Chen, T.H.[Tsu-Han],
Aesthetic quality assessment of consumer photos with faces,
ICIP10(3221-3224).
IEEE DOI 1009
BibRef

Sang, J.[Jitao], Lei, Z.[Zhen], Li, S.Z.[Stan Z.],
Face Image Quality Evaluation for ISO/IEC Standards 19794-5 and 29794-5,
ICB09(229-238).
Springer DOI 0906
BibRef

Chapter on Image Processing, Restoration, Enhancement, Filters, Image and Video Coding continues in
AI Generated Image Quality Evaluation .


Last update:Sep 10, 2025 at 12:00:25