Browse State-of-the-Art › Face Reconstruction
Face Reconstruction
83 papers with code · 0 benchmarks · 4 datasets archive 2025-07-28
Face reconstruction is the task of recovering the facial geometry of a face from an image.
( Image credit: Microsoft Deep3DFaceReconstruction )
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
4 datasets whose archive record lists this task, ordered by the archive's paper count.
Subtasks archive 2025-07-28
1 subtask in the archive's task tree.
Parent tasks archive 2025-07-28
Most implemented papers archive 2025-07-28
30 shown of 83 papers with code (259 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.
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1 Jun 2020 9 repositories listedThough tremendous strides have been made in uncontrolled face detection, accurate and efficient 2D face alignment and 3D face reconstruction in-the-wild remain an open challenge.
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15 Dec 2016 5 repositories listedThe 3D shapes of faces are well known to be discriminative.
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15 Aug 2022 4 repositories listedEven though 3D face reconstruction has achieved impressive progress, most orthogonal projection-based face reconstruction methods can not achieve accurate and consistent reconstruction results when the face is very…
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20 Mar 2019 4 repositories listed Syntology ran 11 of 36 samples · 25 unverifiedRecently, deep learning based 3D face reconstruction methods have shown promising results in both quality and efficiency.
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21 Mar 2018 4 repositories listed Syntology ran 0 of 10 samples · 10 unverifiedWe propose a straightforward method that simultaneously reconstructs the 3D facial structure and provides dense alignment.
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21 Sep 2020 3 repositories listed Syntology ran 6 of 10 samples · 4 unverified · 3 pointer-only (licence)Firstly, on the basis of a lightweight backbone, we propose a meta-joint optimization strategy to dynamically regress a small set of 3DMM parameters, which greatly enhances speed and accuracy simultaneously.
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12 Mar 2020 3 repositories listed Syntology ran 4 of 15 samples · 11 unverifiedIn this paper, we introduce a method to reconstruct 3D facial shapes with high-fidelity textures from single-view images in-the-wild, without the need to capture a large-scale face texture database.
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15 Jul 2019 3 repositories listed Syntology ran 0 of 7 samples · 7 unverifiedThe relatively dense mesh model of 468 vertices is well-suited for face-based AR effects.
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23 Oct 2024 2 repositories listedIn addition, to further alleviate the scarcity of labeled and diverse images, we propose a Mixup-based data augmentation strategy tailored for facial images, and the loss weights of real and virtual images are…
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15 Dec 2023 2 repositories listed Syntology ran 8 of 11 samples · 3 unverifiedThis report describes the solution that secured the first place in the "View Synthesis Challenge for Human Heads (VSCHH)" at the ICCV 2023 workshop.
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1 Dec 2023 2 repositories listedIn this paper, we fully utilize the facial part segmentation geometry by introducing Part Re-projection Distance Loss (PRDL).
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FaceDNeRF: Semantics-Driven Face Reconstruction, Prompt Editing and Relighting with Diffusion Models1 Jun 2023 2 repositories listed Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)The ability to create high-quality 3D faces from a single image has become increasingly important with wide applications in video conferencing, AR/VR, and advanced video editing in movie industries.
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1 Jan 2022 2 repositories listedRemoving hair from portrait images is challenging due to the complex occlusions between hair and face, as well as the lack of paired portrait data with/without hair.
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7 Dec 2020 2 repositories listedSome methods produce faces that cannot be realistically animated because they do not model how wrinkles vary with expression.
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5 Aug 2019 2 repositories listedHowever, in real-world scenario end-users often only have one target face at hand, rendering existing methods inapplicable.
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22 Mar 2019 2 repositories listed3D face reconstruction from a single 2D image is a challenging problem with broad applications.
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2 Apr 2018 2 repositories listed Syntology ran 2 of 3 samples · 1 unverifiedIn 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…
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23 May 2025 1 repository listedFurthermore, we propose a new component, namely correction, and present a computationally efficient approach that penalizes for mesh topology inconsistency.
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1 Jan 2025 1 repository listedThese person-specific models excel at capturing individual facial shapes and detailed features while preserving the robustness and prior knowledge of detail variations from the base model.
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21 Oct 2024 1 repository listedThis paper tries to tackle this problem by introducing a novel method for texture estimation from a single image by first using StyleGAN and 3D Morphable Models.
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10 Oct 2024 1 repository listedThe results show that our multi-task learning approach significantly improves the loss function for delicate facial parts, thus enhancing the quality of reconstruction in these specific areas.
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2 Aug 2024 1 repository listedFurthermore, S2TD-Face introduces a texture control module utilizing text prompts to select the most suitable textures from a library and seamlessly integrate them into the geometry, resulting in a 3D detailed face with…
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2 Jul 2024 1 repository listedUnderstanding the vulnerability of face recognition systems to malicious attacks is of critical importance.
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5 Apr 2024 1 repository listedInstead, SMIRK replaces the differentiable rendering with a neural rendering module that, given the rendered predicted mesh geometry, and sparsely sampled pixels of the input image, generates a face image.
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8 Mar 2024 1 repository listedTo overcome this limitation and enhance the reconstruction of 3D structural features, we propose an innovative approach that integrates existing 2D features with 3D features to guide the model learning process.
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18 Jan 2024 1 repository listedRecent advances in single-image 3D face reconstruction have shown remarkable progress in various applications.
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1 Jan 2024 1 repository listedTo 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).
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7 Dec 2023 1 repository listed Syntology ran 11 of 15 samples · 4 unverifiedAccurate representations of 3D faces are of paramount importance in various computer vision and graphics applications.
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5 Jun 2023 1 repository listedOver time they have become simpler to perform and more realistic, as such, the usage of deep learning systems to detect these attacks has grown.
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6 Apr 2023 1 repository listed Syntology ran 3 of 12 samples · 9 unverifiedFace animation has achieved much progress in computer vision.
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.
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections