Face Model

Benchmarks archive 2025-07-28

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Libraries

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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

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Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

30 shown of 72 papers with code (212 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.

• 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.
• SER-FIQ: Unsupervised Estimation of Face Image Quality Based on Stochastic Embedding Robustness
  20 Mar 2020 5 repositories listed
  Face image quality is an important factor to enable high performance face recognition systems.
• Face Detection with End-to-End Integration of a ConvNet and a 3D Model
  2 Jun 2016 5 repositories listed
  The proposed method addresses two issues in adapting state- of-the-art generic object detection ConvNets (e.
• Joint 3D Face Reconstruction and Dense Alignment with Position Map Regression Network
  21 Mar 2018 4 repositories listed Syntology ran 0 of 10 samples · 10 unverified
  We propose a straightforward method that simultaneously reconstructs the 3D facial structure and provides dense alignment.
• Next3D: Generative Neural Texture Rasterization for 3D-Aware Head Avatars
  21 Nov 2022 2 repositories listed Syntology ran 8 of 21 samples · 13 unverified · 5 pointer-only (licence)
  We propose a novel 3D GAN framework for unsupervised learning of generative, high-quality and 3D-consistent facial avatars from unstructured 2D images.
• ImFace: A Nonlinear 3D Morphable Face Model with Implicit Neural Representations
  28 Mar 2022 2 repositories listed
  Precise representations of 3D faces are beneficial to various computer vision and graphics applications.
• GAN-Control: Explicitly Controllable GANs
  7 Jan 2021 2 repositories listed Syntology ran 7 of 14 samples · 7 unverified
  We present a framework for training GANs with explicit control over generated images.
• Learning an Animatable Detailed 3D Face Model from In-The-Wild Images
  7 Dec 2020 2 repositories listed
  Some methods produce faces that cannot be realistically animated because they do not model how wrinkles vary with expression.
• CONFIG: Controllable Neural Face Image Generation
  6 May 2020 2 repositories listed Syntology ran 1 of 2 samples · 1 unverified · 1 pointer-only (licence)
  Our ability to sample realistic natural images, particularly faces, has advanced by leaps and bounds in recent years, yet our ability to exert fine-tuned control over the generative process has lagged behind.
• 3D Face Reconstruction from A Single Image Assisted by 2D Face Images in the Wild
  22 Mar 2019 2 repositories listed
  3D face reconstruction from a single 2D image is a challenging problem with broad applications.
• Generating 3D faces using Convolutional Mesh Autoencoders
  26 Jul 2018 2 repositories listed
  To address this, we introduce a versatile model that learns a non-linear representation of a face using spectral convolutions on a mesh surface.
• Face Alignment in Full Pose Range: A 3D Total Solution
  2 Apr 2018 2 repositories listed Syntology ran 2 of 3 samples · 1 unverified
  In this paper, we propose to tackle these three challenges in an new alignment framework termed 3D Dense Face Alignment (3DDFA), in which a dense 3D Morphable Model (3DMM) is fitted to the image via Cascaded…
• Training Deep Face Recognition Systems with Synthetic Data
  16 Feb 2018 2 repositories listed
  In our experiments with an off-the-shelf face recognition software we observe the following phenomena: 1) The amount of real training data needed to train competitive deep face recognition systems can be reduced…
• Morphable Face Models - An Open Framework
  25 Sep 2017 2 repositories listed
  Non-rigid registration of faces is significant for many applications in computer vision, such as the construction of 3D Morphable face models (3DMMs).
• G2Face: High-Fidelity Reversible Face Anonymization via Generative and Geometric Priors
  18 Aug 2024 1 repository listed Syntology ran 8 of 11 samples · 3 unverified
  This paper introduces G\textsuperscript{2}Face, which leverages both generative and geometric priors to enhance identity manipulation, achieving high-quality reversible face anonymization without compromising data…
• LeGO: Leveraging a Surface Deformation Network for Animatable Stylized Face Generation with One Example
  22 Mar 2024 1 repository listed
  To this end, we propose a method that can produce a highly stylized 3D face model with desired topology.
• UV-IDM: Identity-Conditioned Latent Diffusion Model for Face UV-Texture Generation
  1 Jan 2024 1 repository listed
  To solve these problems we introduce an Identity-Conditioned Latent Diffusion Model for face UV-texture generation (UV-IDM) to generate photo-realistic textures based on the Basel Face Model (BFM).
• GSmoothFace: Generalized Smooth Talking Face Generation via Fine Grained 3D Face Guidance
  12 Dec 2023 1 repository listed
  Our proposed GSmoothFace model mainly consists of the Audio to Expression Prediction (A2EP) module and the Target Adaptive Face Translation (TAFT) module.
• ImFace++: A Sophisticated Nonlinear 3D Morphable Face Model with Implicit Neural Representations
  7 Dec 2023 1 repository listed Syntology ran 11 of 15 samples · 4 unverified
  Accurate representations of 3D faces are of paramount importance in various computer vision and graphics applications.
• GaussianAvatars: Photorealistic Head Avatars with Rigged 3D Gaussians
  4 Dec 2023 1 repository listed Syntology ran 5 of 7 samples · 2 unverified · 7 pointer-only (licence)
  We introduce GaussianAvatars, a new method to create photorealistic head avatars that are fully controllable in terms of expression, pose, and viewpoint.
• A survey and classification of face alignment methods based on face models
  6 Nov 2023 1 repository listed
  Face alignment is the process of fitting the landmarks in a face model to the respective ground truth positions in an input image containing a face.
• Longitudinal Data and a Semantic Similarity Reward for Chest X-Ray Report Generation
  19 Jul 2023 1 repository listed
  The proposed model improves the diagnostic accuracy of CXR report generation, which could one day reduce radiologists' workload and enhance patient care.
• High-Fidelity 3D Face Generation from Natural Language Descriptions
  5 May 2023 1 repository listed
  Synthesizing high-quality 3D face models from natural language descriptions is very valuable for many applications, including avatar creation, virtual reality, and telepresence.
• Towards Realistic Generative 3D Face Models
  24 Apr 2023 1 repository listed
  By combining 2D face generative models with semantic face manipulation, this method enables editing of detailed 3D rendered faces.
• Learning a 3D Morphable Face Reflectance Model from Low-cost Data
  21 Mar 2023 1 repository listed
  This paper proposes the first 3D morphable face reflectance model with spatially varying BRDF using only low-cost publicly-available data.
• Instant Volumetric Head Avatars
  22 Nov 2022 1 repository listed
  In addition, it allows for the interactive rendering of novel poses and expressions.
• Deep-MDS Framework for Recovering the 3D Shape of 2D Landmarks from a Single Image
  27 Oct 2022 1 repository listed
  In this paper, a low parameter deep learning framework utilizing the Non-metric Multi-Dimensional scaling (NMDS) method, is proposed to recover the 3D shape of 2D landmarks on a human face, in a single input image.
• AniFaceGAN: Animatable 3D-Aware Face Image Generation for Video Avatars
  12 Oct 2022 1 repository listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  To achieve meaningful control over facial expressions via deformation, we propose a 3D-level imitative learning scheme between the generator and a parametric 3D face model during adversarial training of the 3D-aware GAN.
• InterFace:Adjustable Angular Margin Inter-class Loss for Deep Face Recognition
  5 Oct 2022 1 repository listed
  In the field of face recognition, it is always a hot research topic to improve the loss solution to make the face features extracted by the network have greater discriminative power.
• 3DFaceShop: Explicitly Controllable 3D-Aware Portrait Generation
  12 Sep 2022 1 repository listed Syntology ran 5 of 5 samples · 0 unverified · 5 pointer-only (licence)
  In contrast to the traditional avatar creation pipeline which is a costly process, contemporary generative approaches directly learn the data distribution from photographs.

Syntology lines on 10 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.