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Face Aging With Conditional Generative Adversarial Networks

arXiv 1702.01983 ↗First posted 7 Feb 2017cs.CVcited by 51

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Abstract (arXiv)

It has been recently shown that Generative Adversarial Networks (GANs) can produce synthetic images of exceptional visual fidelity. In this work, we propose the GAN-based method for automatic face aging. Contrary to previous works employing GANs for altering of facial attributes, we make a particular emphasize on preserving the original person's identity in the aged version of his/her face. To this end, we introduce a novel approach for "Identity-Preserving" optimization of GAN's latent vectors. The objective evaluation of the resulting aged and rejuvenated face images by the state-of-the-art face recognition and age estimation solutions demonstrate the high potential of the proposed method.

Key facts. Cited by 51 papers in the map (data through 14 Oct 2026). First posted on arXiv 7 Feb 2017.

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Citing papers per year: 2021: 20; 2022: 12; 2023: 10; 2024: 3; 2025: 4; 2026: 2.

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  1. 2021Only a Matter of Style: Age Transformation Using a Style-Based Regression Modelcited by 92
  2. 2022Synthetic Data -- what, why and how?cited by 67
  3. 2021CoReD: Generalizing Fake Media Detection with Continual Representation using Distillationcited by 37
  4. 2023DiffFashion: Reference-based Fashion Design with Structure-aware Transfer by Diffusion Modelscited by 33
  5. 2021On the use of automatically generated synthetic image datasets for benchmarking face recognitioncited by 26
  6. 2021Wavelet-Packets for Deepfake Image Analysis and Detectioncited by 25
  7. 2023Face Aging via Diffusion-based Editingcited by 24
  8. 2022Custom Structure Preservation in Face Agingcited by 19
  9. 2023Pluralistic Aging Diffusion Autoencodercited by 17
  10. 2021A Study of the Human Perception of Synthetic Facescited by 14
  11. 2023Ten Years of Generative Adversarial Nets (GANs): A survey of the state-of-the-artcited by 14
  12. 2021Image-to-Video Generation via 3D Facial Dynamicscited by 13
38 more
  1. 2021Temporal Prediction and Evaluation of Brassica Growth in the Field using Conditional Generative Adversarial Networkscited by 12
  2. 2021Disentangled Lifespan Face Synthesiscited by 11
  3. 2021Continuous Face Aging via Self-estimated Residual Age Embeddingcited by 8
  4. 2022Machine Learning in NextG Networks via Generative Adversarial Networkscited by 8
  5. 2023High-Fidelity Eye Animatable Neural Radiance Fields for Human Facecited by 6
  6. 2021Recent Advances in Deep Learning Techniques for Face Recognitioncited by 5
  7. 2021Few-Shot Model Adaptation for Customized Facial Landmark Detection, Segmentation, Stylization and Shadow Removalcited by 5
  8. 2023Wasserstein Geodesic Generator for Conditional Distributionscited by 5
  9. 2021DuelGAN: A Duel Between Two Discriminators Stabilizes the GAN Trainingcited by 4
  10. 2021Interpreting the Latent Space of Generative Adversarial Networks using Supervised Learningcited by 4
  11. 2021K-FACE: A Large-Scale KIST Face Database in Consideration with Unconstrained Environmentscited by 3
  12. 2023Simulation of Arbitrary Level Contrast Dose in MRI Using an Iterative Global Transformer Modelcited by 3
  13. 2023Video Face Re-Aging: Toward Temporally Consistent Face Re-Agingcited by 3
  14. 2024Diverse and Lifespan Facial Age Transformation Synthesis with Identity Variation Rationality Metriccited by 3
  15. 2024GANs Conditioning Methods: A Surveycited by 3
  16. 2025AgeBooth: Controllable Facial Aging and Rejuvenation via Diffusion Modelscited by 3
  17. 2022Rayleigh EigenDirections (REDs): GAN latent space traversals for multidimensional featurescited by 2
  18. 2022Generative Modelling of the Ageing Heart with Cross-Sectional Imaging and Clinical Datacited by 2
  19. 2024CounterFace: A Synthetic Face Dataset for Fine-Grained Counterfactual Evaluation of Face Recognition Systemscited by 2
  20. 2021Image Augmentation Using a Task Guided Generative Adversarial Network for Age Estimation on Brain MRIcited by 1
  21. 2021Gated SwitchGAN for multi-domain facial image translationcited by 1
  22. 2022F3A-GAN: Facial Flow for Face Animation with Generative Adversarial Networkscited by 1
  23. 2022Physically-admissible polarimetric data augmentation for road-scene analysiscited by 1
  24. 2022ParGAN: Learning Real Parametrizable Transformationscited by 1
  25. 2026Face Time Traveller : Travel Through Ages Without Losing Identitycited by 1
  26. 2021Continuous Face Aging Generative Adversarial Networkscited by 0
  27. 2021Deblurring Processor for Motion-Blurred Faces Based on Generative Adversarial Networkscited by 0
  28. 2021Voice Aging with Audio-Visual Style Transfercited by 0
  29. 2021Feature-based Recognition Framework for Super-resolution Imagescited by 0
  30. 2022Audio Input Generates Continuous Frames to Synthesize Facial Video Using Generative Adiversarial Networkscited by 0
  31. 2022Benign Autoencoderscited by 0
  32. 2022See Blue Sky: Deep Image Dehaze Using Paired and Unpaired Training Imagescited by 0
  33. 2022Semantic Encoder Guided Generative Adversarial Face Ultra-Resolution Networkcited by 0
  34. 2023IoTFlowGenerator: Crafting Synthetic IoT Device Traffic Flows for Cyber Deceptioncited by 0
  35. 2023Explaining Deep Face Algorithms through Visualization: A Surveycited by 0
  36. 2025TeLL Me what you cant seecited by 0
  37. 2025Identity-Preserving Aging and De-Aging of Faces in the StyleGAN Latent Spacecited by 0
  38. 2025A Race Bias Free Face Aging Model for Reliable Kinship Verificationcited by 0

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