19.4.3.16.1 Face Restoration, Facial Image Restoration

Chapter Contents (Back)
Face Restoration. 2601
Inpainting:
See also Inpainting Face Images, Facial Images.

Sharma, S.[Sahil], Kumar, V.[Vijay],
3D landmark-based face restoration for recognition using variational autoencoder and triplet loss,
IET-Bio(10), No. 1, 2021, pp. 87-98.
DOI Link 2106
BibRef

Hu, X.B.[Xia-Bin], Ren, W.Q.[Wen-Qi], Yang, J.[Jiaolong], Cao, X.C.[Xiao-Chun], Wipf, D.[David], Menze, B.[Bjoern], Tong, X.[Xin], Zha, H.B.[Hong-Bin],
Face Restoration via Plug-and-Play 3D Facial Priors,
PAMI(44), No. 12, December 2022, pp. 8910-8926.
IEEE DOI 2212
Face recognition, Faces, Image restoration, Superresolution, Task analysis, Neural networks, Face restoration, 3D facial priors, identity knowledge BibRef

Liu, Z.L.[Zhi-Lei], Zhang, C.G.[Cheng-Gong], Wu, Y.P.[Yun-Peng], Zhang, C.C.[Cui-Cui],
Joint face completion and super-resolution using multi-scale feature relation learning,
JVCIR(93), 2023, pp. 103806.
Elsevier DOI 2305
Face restoration, Multi-scale feature, Graph convolution BibRef

Li, X.M.[Xiao-Ming], Zhang, S.G.[Shi-Guang], Zhou, S.[Shangchen], Zhang, L.[Lei], Zuo, W.M.[Wang-Meng],
Learning Dual Memory Dictionaries for Blind Face Restoration,
PAMI(45), No. 5, May 2023, pp. 5904-5917.
IEEE DOI 2304
Image restoration, Dictionaries, Faces, Task analysis, Degradation, Face recognition, Transforms, Blind face restoration, memory network BibRef

Hu, Y.J.[Yu-Jie], Wang, Y.H.[Yin-Huai], Zhang, J.[Jian],
DEAR-GAN: Degradation-Aware Face Restoration With GAN Prior,
CirSysVideo(33), No. 9, September 2023, pp. 4603-4615.
IEEE DOI 2310
BibRef

Wang, Z.X.[Zhou-Xia], Zhang, J.W.[Jia-Wei], Chen, T.S.[Tian-Shui], Wang, W.P.[Wen-Ping], Luo, P.[Ping],
RestoreFormer++: Towards Real-World Blind Face Restoration From Undegraded Key-Value Pairs,
PAMI(45), No. 12, December 2023, pp. 15462-15476.
IEEE DOI 2311
BibRef

Wang, Z.X.[Zhou-Xia], Zhang, J.W.[Jia-Wei], Chen, R.J.[Run-Jian], Wang, W.P.[Wen-Ping], Luo, P.[Ping],
RestoreFormer: High-Quality Blind Face Restoration from Undegraded Key-Value Pairs,
CVPR22(17491-17500)
IEEE DOI 2210
Degradation, Visualization, Dictionaries, Face recognition, Transformers, Image restoration, Low-level vision, Computational photography BibRef

Long, M.[Min], Zhou, J.[Jun], Zhang, L.B.[Le-Bing], Peng, F.[Fei], Zhang, D.Y.[Deng-Yong],
ADFF: Adaptive de-morphing factor framework for restoring accomplice's facial image,
IET-IPR(18), No. 2, 2024, pp. 470-480.
DOI Link 2402
face recognition, image forensics BibRef

Tan, J.F.[Jing-Fan], Chen, X.X.[Xiao-Xu], Wang, T.[Tao], Zhang, K.[Kaihao], Luo, W.H.[Wen-Han], Cao, X.[Xiaocun],
Blind Face Restoration for Under-Display Camera via Dictionary Guided Transformer,
CirSysVideo(34), No. 6, June 2024, pp. 4914-4927.
IEEE DOI 2406
Image restoration, Faces, Degradation, Imaging, Cameras, Organic light emitting diodes, Transformers, transformer BibRef

Azzopardi, G.[George], Greco, A.[Antonio], Vento, M.[Mario],
FaiResGAN: Fair and robust blind face restoration with biometrics preservation,
IVC(160), 2025, pp. 105575.
Elsevier DOI 2506
Blind face restoration, Facial soft biometrics, Face analysis, Generative adversarial networks 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

Wang, Z.X.[Zhou-Xia], Zhang, J.W.[Jia-Wei], Wang, X.T.[Xin-Tao], Chen, T.S.[Tian-Shui], Shan, Y.[Ying], Wang, W.P.[Wen-Ping], Luo, P.[Ping],
Analysis and Benchmarking of Extending Blind Face Image Restoration to Videos,
IP(33), 2024, pp. 5676-5687.
IEEE DOI 2410
Faces, Image restoration, Videos, Face recognition, Jitter, Benchmark testing, Smoothing methods, Blind face restoration, low-level vision BibRef

Yue, Z.S.[Zong-Sheng], Loy, C.C.[Chen Change],
DifFace: Blind Face Restoration With Diffused Error Contraction,
PAMI(46), No. 12, December 2024, pp. 9991-10004.
IEEE DOI 2411
Diffusion models, Image restoration, Degradation, Faces, Training, Task analysis, Noise, Blind face restoration, face inpainting, error contraction BibRef

Jian, M.[Muwei], Wang, R.[Rui], Yu, X.Y.[Xiao-Yang], Xu, F.[Feng], Yu, H.[Hui], Lam, K.M.[Kin-Man],
UniFRD: A Unified Method for Facial Image Restoration Based on Diffusion Probabilistic Model,
CirSysVideo(34), No. 12, December 2024, pp. 13494-13506.
IEEE DOI 2501
Image restoration, Degradation, Noise, Task analysis, Training, Faces, Diffusion models, Unified model, facial restoration, diffusion model BibRef

Lu, W.L.[Wang-Long], Wang, J.[Jikai], Wang, T.[Tao], Zhang, K.H.[Kai-Hao], Jiang, X.[Xianta], Zhao, H.[Hanli],
Visual style prompt learning using diffusion models for blind face restoration,
PR(161), 2025, pp. 111312.
Elsevier DOI 2502
Denoising diffusion probabilistic models, Generative adversarial networks, Blind face restoration BibRef

Yue, Z.S.[Zong-Sheng], Wang, J.Y.[Jian-Yi], Loy, C.C.[Chen Change],
Efficient Diffusion Model for Image Restoration by Residual Shifting,
PAMI(47), No. 1, January 2025, pp. 116-130.
IEEE DOI 2412
Diffusion models, Image restoration, Noise, Degradation, Superresolution, Schedules, Image synthesis, Face restoration, noise schedule BibRef

Yan, W.D.[Wei-Dan], Shao, W.Z.[Wen-Ze], Zhang, D.Y.[Deng-Yin], Xiao, L.[Liang],
FaceGCN: Structured Priors Inspired Graph Convolutional Networks for Face Restoration With Unknown Degradations,
CirSysVideo(35), No. 7, July 2025, pp. 6214-6230.
IEEE DOI 2507
Faces, Image restoration, Face recognition, Facial features, Degradation, Transformers, Correlation, Pipelines, Noise reduction, strip-attention mechanism BibRef

Li, W.J.[Wen-Jie], Wang, M.[Mei], Zhang, K.[Kai], Li, J.C.[Jun-Cheng], Li, X.M.[Xiao-Ming], Zhang, Y.H.[Yu-Hang], Gao, G.[Guangwei], Ma, Z.Y.[Zhan-Yu],
Survey on Deep Face Restoration: From Non-blind to Blind and Beyond,
Surveys(58), No. 6, December 2025, pp. xx-yy.
DOI Link 2601
Face restoration, survey, deep learning, non-blind/blind, joint restoration BibRef


Kuai, T.S.[Tian-Shu], Honari, S.[Sina], Gilitschenski, I.[Igor], Levinshtein, A.[Alex],
Towards Unsupervised Blind Face Restoration Using Diffusion Prior,
WACV25(1839-1849)
IEEE DOI 2505
Degradation, Training, Computational modeling, Pipelines, Noise reduction, Supervised learning, Diffusion models, Synthetic data BibRef

Chong, M.J.[Min Jin], Xu, D.[Dejia], Zhang, Y.[Yi], Wang, Z.Y.[Zhang-Yang], Forsyth, D.A.[David A.], Krishnan, G.[Gurunandan], Wu, Y.C.[Yi-Cheng], Wang, J.[Jian],
Copy or Not? Reference-Based Face Image Restoration with Fine Details,
WACV25(9660-9669)
IEEE DOI Code:
WWW Link. 2505
Hair, Codes, Semantics, Image restoration, Faces, Facial features, Testing BibRef

Wang, X.[Xijun], Zhang, X.G.[Xing-Guang], Yuan, Y.[Yu], Ma, B.[Bole], Chennuri, P.[Prateek], Chan, S.[Stanley],
Generative Personalized Blind Face Restoration Enhanced by Physical Identity,
ICIP25(2820-2825)
IEEE DOI 2601
Degradation, Geometry, Visualization, Face recognition, Pipelines, Noise reduction, Diffusion models, Image restoration, Faces, physical identity BibRef

Wu, T.[Tao], Yuan, G.R.[Guo-Rong], Huang, H.B.[Huai-Bo], Cao, J.[Jie], Ai, Y.[Yuang], He, R.[Ran],
DM-DPR: Diffusion and Mamba-based Degradation Prediction for Blind Face Restoration,
FG25(1-10)
IEEE DOI 2601
Degradation, Visualization, Face recognition, Noise reduction, Diffusion processes, Gesture recognition, Predictive models, Faces BibRef

Chen, Z.[Zheng], Wang, J.K.[Jing-Kai], Liu, K.[Kai], Gong, J.[Jue], Sun, L.[Lei], Wu, Z.W.[Zong-Wei], Timofte, R.[Radu], Zhang, Y.[Yulun], Zhang, J.X.[Jian-Xing], Wu, J.L.[Jin-Long], Wang, J.[Jun], Xie, Z.[Zheng], Jeon, H.[Hakjae], Han, S.[Suejin], Chun, H.J.[Hyung-Ju], Park, H.[Hyunhee], Yin, Z.[Zhicun], Chen, J.J.[Jun-Jie], Liu, M.[Ming], Li, X.M.[Xiao-Ming], Zhou, C.[Chao], Zuo, W.M.[Wang-Meng], Zhang, W.X.[Wei-Xia], Li, D.Q.[Ding-Quan], Ma, K.[Kede], Zhang, Y.[Yun], Zheng, Z.[Zhuofan], Liu, Y.Y.[Yu-Yue], Tang, S.Z.[Shi-Zhen], Zhang, Z.[Zihao], Ning, Y.[Yi], Jiang, H.[Hao], An, W.J.[Wen-Jie], Yu, K.[Kangmeng], Wang, C.Y.[Chen-Yang], Jiang, K.[Kui], Liu, X.M.[Xian-Ming], Jiang, J.J.[Jun-Jun], Zhang, Y.[Yingfu], He, G.[Gang], Wang, S.Q.[Si-Qi], Xu, K.[Kepeng], Liu, Z.Y.[Zhen-Yang], Zhou, C.X.[Chang-Xin], Shen, S.[Shanlan], Duan, Y.[Yubo], Chen, Y.F.[Yi-Fang], Guo, J.[Jin], Yang, M.[Mengru], Lee, J.W.[Jen-Wei], Lee, C.M.[Chia-Ming], Hsu, C.C.[Chih-Chung], Peng, H.[Hu], He, C.M.[Chun-Ming],
NTIRE 2025 Challenge on Real-World Face Restoration: Methods and Results,
NTIRE25(01-12)
IEEE DOI 2512
Image quality, Reviews, Face recognition, Computational modeling, Training data, Transformers, Market research, Feature extraction, Optimization BibRef

Wang, J.K.[Jing-Kai], Gong, J.[Jue], Zhang, L.[Lin], Chen, Z.[Zheng], Liu, X.[Xing], Gu, H.[Hong], Liu, Y.T.[Yu-Tong], Zhang, Y.[Yulun], Yang, X.K.[Xiao-Kang],
OSDFace: One-Step Diffusion Model for Face Restoration,
CVPR25(12626-12636)
IEEE DOI Code:
WWW Link. 2508
Measurement, Image quality, Visualization, Limiting, Dictionaries, Face recognition, Text to image, Diffusion models, Image restoration BibRef

Wang, Z.Y.[Zhi-Yao], Chen, X.[Xu], Xu, C.M.[Cheng-Ming], Zhu, J.W.[Jun-Wei], Hu, X.B.[Xia-Bin], Zhang, J.N.[Jiang-Ning], Wang, C.J.[Cheng-Jie], Liu, Y.Q.[Yu-Qi], Zhou, Y.[Yiyi], Ji, R.R.[Rong-Rong],
SVFR: A Unified Framework for Generalized Video Face Restoration,
CVPR25(7406-7415)
IEEE DOI Code:
WWW Link. 2508
Representation learning, Image resolution, Face recognition, Focusing, Coherence, Image restoration, Faces, Image reconstruction, Motion artifacts BibRef

Xie, L.X.[Lian-Xin], Zheng, B.B.[Bing-Bing], Wu, S.[Si], Wong, H.S.[Hau San],
Dynamic Content Prediction with Motion-aware Priors for Blind Face Video Restoration,
CVPR25(17821-17830)
IEEE DOI 2508
Degradation, Dictionaries, Face recognition, Semantics, Dynamics, Video restoration, Coherence, Image restoration, Faces, Videos, feature correction BibRef

Varanka, T.[Tuomas], Toivonen, T.[Tapani], Tripathy, S.[Soumya], Zhao, G.Y.[Guo-Ying], Acar, E.[Erman],
PFStorer: Personalized Face Restoration and Super-Resolution,
CVPR24(2372-2381)
IEEE DOI 2410
Training, Adaptation models, Face recognition, Superresolution, Pipelines, Diffusion models, Personalization, Diffusion Models, Super-Resolution BibRef

Xie, L.X.[Lian-Xin], Zheng, C.B.[Csbing-Bing], Xue, W.[Wen], Jiang, L.[Le], Liu, C.[Cheng], Wu, S.[Si], Wong, H.S.[Hau San],
Learning Degradation-Unaware Representation with Prior-Based Latent Transformations for Blind Face Restoration,
CVPR24(9120-9129)
IEEE DOI 2410
Degradation, Dictionaries, Sensitivity, Face recognition, Transforms, Transformers, Vectors, Diffusion, Image synthesis, Face restoration, Prior learning BibRef

Chen, Z.Y.[Zi-Yan], He, J.W.[Jing-Wen], Lin, X.[Xinqi], Qiao, Y.[Yu], Dong, C.[Chao],
Towards Real-world Video Face Restoration: A New Benchmark,
NTIRE24(5929-5939)
IEEE DOI 2410
Measurement, Image quality, Data privacy, Face recognition, Taxonomy, Superresolution, Benchmark testing BibRef

Miao, Y.Q.[Yun-Qi], Deng, J.K.[Jian-Kang], Han, J.G.[Jun-Gong],
WaveFace: Authentic Face Restoration with Efficient Frequency Recovery,
CVPR24(6583-6592)
IEEE DOI 2410
Training, Wavelet domain, Frequency-domain analysis, Face recognition, Noise reduction, Benchmark testing BibRef

Suin, M.[Maitreya], Nair, N.G.[Nithin Gopalakrishnan], Lau, C.P.[Chun Pong], Patel, V.M.[Vishal M.], Chellappa, R.[Rama],
Diffuse and Restore: A Region-Adaptive Diffusion Model for Identity-Preserving Blind Face Restoration,
WACV24(6331-6340)
IEEE DOI 2404
Degradation, Adaptation models, Image synthesis, Face recognition, Diffusion processes, Generative adversarial networks, Low-level and physics-based vision BibRef

Lau, Y.F.[Yuen-Fui], Zhang, T.J.[Tian-Jia], Rao, Z.F.[Zhe-Fan], Chen, Q.F.[Qi-Feng],
ENTED: Enhanced Neural Texture Extraction and Distribution for Reference-based Blind Face Restoration,
WACV24(5150-5159)
IEEE DOI 2404
Manifolds, Codes, Vector quantization, Semantics, Network architecture, Feature extraction, Image restoration, Arts / games / social media BibRef

Zhao, H.M.[Hui-Min], Zhou, X.Q.[Xiao-Qiang], Cao, J.[Jie], Huang, H.B.[Huai-Bo], Zheng, A.[Aihua], He, R.[Ran],
Semantic-Aware Detail Enhancement for Blind Face Restoration,
FG24(1-9)
IEEE DOI 2408
Image resolution, Face recognition, Semantics, Mouth, Gesture recognition, Image restoration, Topology BibRef

Xie, C.X.[Cheng-Xing], Ning, Q.[Qian], Dong, W.S.[Wei-Sheng], Shi, G.M.[Guang-Ming],
TFRGAN: Leveraging Text Information for Blind Face Restoration with Extreme Degradation,
MULA23(2535-2545)
IEEE DOI 2309
BibRef

Given, N.A.[No Author],
AT-DDPM: Restoring Faces Degraded by Atmospheric Turbulence Using Denoising Diffusion Probabilistic Models,
WACV23(3423-3432)
IEEE DOI 2302
Portable document format, Algorithms: Biometrics, face, gesture, body pose, Low-level and physics-based vision BibRef

Zhao, Y.[Yang], Hou, T.B.[Ting-Bo], Su, Y.C.[Yu-Chuan], Jia, X.H.[Xu-Hui], Li, Y.D.[Yan-Dong], Grundmann, M.[Matthias],
Towards Authentic Face Restoration with Iterative Diffusion Models and Beyond,
ICCV23(7278-7288)
IEEE DOI 2401
BibRef

Gu, Y.C.[Yu-Chao], Wang, X.T.[Xin-Tao], Xie, L.B.[Liang-Bin], Dong, C.[Chao], Li, G.[Gen], Shan, Y.[Ying], Cheng, M.M.[Ming-Ming],
VQFR: Blind Face Restoration with Vector-Quantized Dictionary and Parallel Decoder,
ECCV22(XVIII:126-143).
Springer DOI 2211
BibRef

Zhang, Z.Y.[Zhen-Yu], Ge, Y.H.[Yan-Hao], Tai, Y.[Ying], Huang, X.M.[Xiao-Ming], Wang, C.J.[Cheng-Jie], Tang, H.[Hao], Huang, D.J.[Dong-Jin], Xie, Z.F.[Zhi-Feng],
Learning to Restore 3D Face from In-the-Wild Degraded Images,
CVPR22(4227-4237)
IEEE DOI 2210
Geometry, Solid modeling, Uncertainty, Face recognition, Computational modeling, Refining, Face and gestures, 3D from single images BibRef

Dong, Y.Y.[Yang-Yi], Zhang, X.Y.[Xiao-Yun], Wang, Z.X.[Zhi-Xin], Zhang, Y.[Ya], Chen, S.[Siheng], Wang, Y.F.[Yan-Feng],
Unpaired Face Restoration via Learnable Cross-Quality Shift,
NTIRE22(666-674)
IEEE DOI 2210
Degradation, Codes, Face recognition, Image restoration, Faces BibRef

Zhu, F.[Feida], Zhu, J.W.[Jun-Wei], Chu, W.Q.[Wen-Qing], Zhang, X.Y.[Xin-Yi], Ji, X.Z.[Xiao-Zhong], Wang, C.J.[Cheng-Jie], Tai, Y.[Ying],
Blind Face Restoration via Integrating Face Shape and Generative Priors,
CVPR22(7652-7661)
IEEE DOI 2210
Geometry, Shape, Face recognition, Feature extraction, Image restoration, Decoding, Machine learning BibRef

Zhao, Y.[Yang], Su, Y.C.[Yu-Chuan], Chu, C.T.[Chun-Te], Li, Y.D.[Yan-Dong], Renn, M.[Marius], Zhu, Y.K.[Yu-Kun], Chen, C.Y.[Chang-You], Jia, X.H.[Xu-Hui],
Rethinking Deep Face Restoration,
CVPR22(7642-7651)
IEEE DOI 2210
Measurement, Correlation, Face recognition, Computational modeling, Visual systems, Image restoration, Face and gestures BibRef

Chen, C.F.[Chao-Feng], Li, X.M.[Xiao-Ming], Yang, L.B.[Ling-Bo], Lin, X.H.[Xian-Hui], Zhang, L.[Lei], Wong, K.Y.K.[Kwan-Yee K.],
Progressive Semantic-Aware Style Transformation for Blind Face Restoration,
CVPR21(11891-11900)
IEEE DOI 2111
Face recognition, Semantics, Robustness, Data models, Image restoration, Faces BibRef

Yang, T.[Tao], Ren, P.R.[Pei-Ran], Xie, X.[Xuansong], Zhang, L.[Lei],
GAN Prior Embedded Network for Blind Face Restoration in the Wild,
CVPR21(672-681)
IEEE DOI 2111
Training, Degradation, Deep learning, Codes, Image synthesis, Face recognition, Generative adversarial networks BibRef

Wang, X.T.[Xin-Tao], Li, Y.[Yu], Zhang, H.L.[Hong-Lun], Shan, Y.[Ying],
Towards Real-World Blind Face Restoration with Generative Facial Prior,
CVPR21(9164-9174)
IEEE DOI 2111
Geometry, Art, Limiting, Image color analysis, Face recognition, Transforms BibRef

Lau, C.P., Souri, H., Chellappa, R.,
ATFaceGAN: Single Face Image Restoration and Recognition from Atmospheric Turbulence,
FG20(32-39)
IEEE DOI 2102
Image restoration, Face recognition, Strain, Image reconstruction, Degradation, Faces, Training, Image Restoration, Face Recognition, Generative Adversarial Networks BibRef

Li, X.M.[Xiao-Ming], Chen, C.F.[Chao-Feng], Zhou, S.C.[Shang-Chen], Lin, X.H.[Xian-Hui], Zuo, W.M.[Wang-Meng], Zhang, L.[Lei],
Blind Face Restoration via Deep Multi-scale Component Dictionaries,
ECCV20(IX:399-415).
Springer DOI 2011
BibRef

Li, X., Li, W., Ren, D., Zhang, H., Wang, M., Zuo, W.,
Enhanced Blind Face Restoration With Multi-Exemplar Images and Adaptive Spatial Feature Fusion,
CVPR20(2703-2712)
IEEE DOI 2008
Face, Image restoration, Degradation, Adaptive systems, Navigation, Lighting, Image reconstruction BibRef

Li, X.M.[Xiao-Ming], Liu, M.[Ming], Ye, Y.T.[Yu-Ting], Zuo, W.M.[Wang-Meng], Lin, L.[Liang], Yang, R.G.[Rui-Gang],
Learning Warped Guidance for Blind Face Restoration,
ECCV18(XIII: 278-296).
Springer DOI 1810
BibRef

Goto, T.[Tomio], Hirano, S.[Satoshi], Sakurai, M.[Masaru],
Face image processing by TV filter and super-resolution,
VCIP14(245-248)
IEEE DOI 1504
face recognition BibRef

Goto, T.[Tomio], Suzuki, S.[Shotaro], Hirano, S.[Satoshi], Sakurai, M.[Masaru], Nguyen, T.Q.[Truong Q.],
Fast and high quality learning-based super-resolution utilizing TV regularization method,
ICIP11(1185-1188).
IEEE DOI 1201
BibRef

Sakurai, M.[Masaru], Kiriyama, S.[Satoshi], Goto, T.[Tomio], Hirano, S.[Satoshi],
Fast algorithm for total variation minimization,
ICIP11(1461-1464).
IEEE DOI 1201
BibRef

Sakurai, M.[Masaru], Sakuta, Y., Watanabe, M., Goto, T.[Tomio], Hirano, S.[Satoshi],
Super-resolution utilizing total variation regularization and a shock filter,
ICIP12(2221-2224).
IEEE DOI 1302
BibRef

Yoshikawa, A.[Akihiro], Suzuki, S.[Shotaro], Goto, T.[Tomio], Hirano, S.[Satoshi], Sakurai, M.[Masaru],
Super resolution image reconstruction using total variation regularization and learning-based method,
ICIP10(1993-1996).
IEEE DOI 1009
BibRef

Goto, T., Senshiki, H., Motohashi, S., Chen, H., Aoki, R.,
Blind image restoration utilizing total variation regularization, shock filter and gradient reliability map,
ICIP17(3200-3204)
IEEE DOI 1803
Estimation, Graphics, Image restoration, Reliability, Total Variation Regularization BibRef

Chapter on Motion Analysis -- Low-Level, Image Level Analysis, Mosaic Generation, Super Resolution, Shape from Motion continues in
Super Resolution using Wavelets .


Last update:Jan 8, 2026 at 12:52:16