Face Generation

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

5 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

5 subtasks in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

30 shown of 143 papers with code (381 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Progressive Growing of GANs for Improved Quality, Stability, and Variation
  27 Oct 2017 115 repositories listed Syntology ran 24 of 89 samples · 65 unverified · 19 pointer-only (licence)
  We describe a new training methodology for generative adversarial networks.
• ArcFace: Additive Angular Margin Loss for Deep Face Recognition
  23 Jan 2018 100 repositories listed Syntology ran 16 of 21 samples · 5 unverified · 14 pointer-only (licence)
  Recently, a popular line of research in face recognition is adopting margins in the well-established softmax loss function to maximize class separability.
• Everybody Dance Now
  22 Aug 2018 14 repositories listed Syntology ran 1 of 3 samples · 2 unverified · 1 pointer-only (licence)
  This paper presents a simple method for "do as I do" motion transfer: given a source video of a person dancing, we can transfer that performance to a novel (amateur) target after only a few minutes of the target subject…
• Encoding in Style: a StyleGAN Encoder for Image-to-Image Translation
  3 Aug 2020 10 repositories listed Syntology ran 6 of 16 samples · 10 unverified · 1 pointer-only (licence)
  We present a generic image-to-image translation framework, pixel2style2pixel (pSp).
• FaceShifter: Towards High Fidelity And Occlusion Aware Face Swapping
  31 Dec 2019 10 repositories listed Syntology ran 6 of 6 samples · 0 unverified · 6 pointer-only (licence)
  We propose a novel attributes encoder for extracting multi-level target face attributes, and a new generator with carefully designed Adaptive Attentional Denormalization (AAD) layers to adaptively integrate the identity…
• GANimation: Anatomically-aware Facial Animation from a Single Image
  24 Jul 2018 9 repositories listed Syntology ran 1 of 3 samples · 2 unverified
  Recent advances in Generative Adversarial Networks (GANs) have shown impressive results for task of facial expression synthesis.
• Learning a model of facial shape and expression from 4D scans
  1 Nov 2017 9 repositories listed
  FLAME is low-dimensional but more expressive than the FaceWarehouse model and the Basel Face Model.
• Few-shot Knowledge Transfer for Fine-grained Cartoon Face Generation
  27 Jul 2020 4 repositories listed
  In this paper, we are interested in generating fine-grained cartoon faces for various groups.
• Interpreting the Latent Space of GANs for Semantic Face Editing
  25 Jul 2019 4 repositories listed Syntology ran 2 of 5 samples · 3 unverified · 5 pointer-only (licence)
  In this work, we propose a novel framework, called InterFaceGAN, for semantic face editing by interpreting the latent semantics learned by GANs.
• Fairer Analysis and Demographically Balanced Face Generation for Fairer Face Verification
  4 Dec 2024 3 repositories listed
  Face recognition and verification are two computer vision tasks whose performances have advanced with the introduction of deep representations.
• A visualization method for data domain changes in CNN networks and the optimization method for selecting thresholds in classification tasks
  19 Apr 2024 3 repositories listed
  In recent years, Face Anti-Spoofing (FAS) has played a crucial role in preserving the security of face recognition technology.
• Arc2Face: A Foundation Model for ID-Consistent Human Faces
  18 Mar 2024 3 repositories listed Syntology ran 1 of 4 samples · 3 unverified · 3 pointer-only (licence)
  This paper presents Arc2Face, an identity-conditioned face foundation model, which, given the ArcFace embedding of a person, can generate diverse photo-realistic images with an unparalleled degree of face similarity…
• Controllable and Guided Face Synthesis for Unconstrained Face Recognition
  20 Jul 2022 3 repositories listed
  To address this problem, we propose a controllable face synthesis model (CFSM) that can mimic the distribution of target datasets in a style latent space.
• BlendGAN: Implicitly GAN Blending for Arbitrary Stylized Face Generation
  22 Oct 2021 3 repositories listed Syntology ran 8 of 21 samples · 13 unverified
  Specifically, we first train a self-supervised style encoder on the generic artistic dataset to extract the representations of arbitrary styles.
• AniGAN: Style-Guided Generative Adversarial Networks for Unsupervised Anime Face Generation
  24 Feb 2021 3 repositories listed Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
  Specifically, a new generator architecture is proposed to simultaneously transfer color/texture styles and transform local facial shapes into anime-like counterparts based on the style of a reference anime-face, while…
• DeepFakes and Beyond: A Survey of Face Manipulation and Fake Detection
  1 Jan 2020 3 repositories listed
  The free access to large-scale public databases, together with the fast progress of deep learning techniques, in particular Generative Adversarial Networks, have led to the generation of very realistic fake content with…
• Wav2Pix: Speech-conditioned Face Generation using Generative Adversarial Networks
  25 Mar 2019 3 repositories listed
  Speech is a rich biometric signal that contains information about the identity, gender and emotional state of the speaker.
• CemiFace: Center-based Semi-hard Synthetic Face Generation for Face Recognition
  27 Sep 2024 2 repositories listed
  Privacy issue is a main concern in developing face recognition techniques.
• Controllable Face Synthesis with Semantic Latent Diffusion Models
  19 Mar 2024 2 repositories listed
  To address that, in this paper we propose a SIS framework based on a novel Latent Diffusion Model architecture for human face generation and editing that is both able to reproduce and manipulate a real reference image…
• Cross-Age Contrastive Learning for Age-Invariant Face Recognition
  18 Dec 2023 2 repositories listed
  Cross-age facial images are typically challenging and expensive to collect, making noise-free age-oriented datasets relatively small compared to widely-used large-scale facial datasets.
• StyleNAT: Giving Each Head a New Perspective
  10 Nov 2022 2 repositories listed Syntology ran 0 of 1 samples · 1 unverified
  Image generation has been a long sought-after but challenging task, and performing the generation task in an efficient manner is similarly difficult.
• Complete Face Recovery GAN: Unsupervised Joint Face Rotation and De-Occlusion From a Single-View Image
  5 Jan 2022 2 repositories listed
  In addition, the lack of high-quality paired data remains an obstacle for both methods.
• Fine-Tuning StyleGAN2 For Cartoon Face Generation
  22 Jun 2021 2 repositories listed
  Although existing models can generate realistic target images, it's difficult to maintain the structure of the source image.
• InterFaceGAN: Interpreting the Disentangled Face Representation Learned by GANs
  18 May 2020 2 repositories listed Syntology ran 1 of 3 samples · 2 unverified · 3 pointer-only (licence)
  In this work, we propose a framework called InterFaceGAN to interpret the disentangled face representation learned by the state-of-the-art GAN models and study the properties of the facial semantics encoded in the…
• Feature Quantization Improves GAN Training
  5 Apr 2020 2 repositories listed Syntology ran 1 of 4 samples · 3 unverified · 1 pointer-only (licence)
  The instability in GAN training has been a long-standing problem despite remarkable research efforts.
• GANprintR: Improved Fakes and Evaluation of the State of the Art in Face Manipulation Detection
  13 Nov 2019 2 repositories listed
  The availability of large-scale facial databases, together with the remarkable progresses of deep learning technologies, in particular Generative Adversarial Networks (GANs), have led to the generation of extremely…
• Latent Space Factorisation and Manipulation via Matrix Subspace Projection
  26 Jul 2019 2 repositories listed
  We demonstrate the utility of our method for attribute manipulation in autoencoders trained across varied domains, using both human evaluation and automated methods.
• Unsupervised Face Normalization With Extreme Pose and Expression in the Wild
  1 Jun 2019 2 repositories listed
  Face normalization provides an effective and cheap way to distil face identity and dispel face variances for recognition.
• GP-GAN: Gender Preserving GAN for Synthesizing Faces from Landmarks
  3 Oct 2017 2 repositories listed
  The primary aim of this work is to demonstrate that information preserved by landmarks (gender in particular) can be further accentuated by leveraging generative models to synthesize corresponding faces.
• CausalGAN: Learning Causal Implicit Generative Models with Adversarial Training
  6 Sep 2017 2 repositories listed Syntology ran 3 of 3 samples · 0 unverified · 1 pointer-only (licence)
  We show that adversarial training can be used to learn a generative model with true observational and interventional distributions if the generator architecture is consistent with the given causal graph.

Syntology lines on 14 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.