3D Face Alignment

Benchmarks archive 2025-07-28

1 leaderboard table shown for this task (1 more in the archive withheld as spam; see /not-shown), 1 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

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

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

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

12 shown of 12 papers with code (26 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.

• How far are we from solving the 2D & 3D Face Alignment problem? (and a dataset of 230,000 3D facial landmarks)
  21 Mar 2017 8 repositories listed Syntology ran 4 of 15 samples · 11 unverified
  To this end, we make the following 5 contributions: (a) we construct, for the first time, a very strong baseline by combining a state-of-the-art architecture for landmark localization with a state-of-the-art residual…
• FacePoseNet: Making a Case for Landmark-Free Face Alignment
  24 Aug 2017 5 repositories listed
  Instead, we compare our FPN with existing methods by evaluating how they affect face recognition accuracy on the IJB-A and IJB-B benchmarks: using the same recognition pipeline, but varying the face alignment method.
• Synergy between 3DMM and 3D Landmarks for Accurate 3D Facial Geometry
  19 Oct 2021 4 repositories listed
  Our synergy process leverages a representation cycle for 3DMM parameters and 3D landmarks.
• img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation
  14 Dec 2020 2 repositories listed
  Tests on AFLW2000-3D and BIWI show that our method runs at real-time and outperforms state of the art (SotA) face pose estimators.
• 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.
• Instant Multi-View Head Capture through Learnable Registration
  12 Jun 2023 1 repository listed
  We use raw MVS scans as supervision during training, but, once trained, TEMPEH directly predicts 3D heads in dense correspondence without requiring scans.
• SADRNet: Self-Aligned Dual Face Regression Networks for Robust 3D Dense Face Alignment and Reconstruction
  6 Jun 2021 1 repository listed Syntology ran 0 of 8 samples · 8 unverified
  Three-dimensional face dense alignment and reconstruction in the wild is a challenging problem as partial facial information is commonly missing in occluded and large pose face images.
• Dual Attention MobDenseNet(DAMDNet) for Robust 3D Face Alignment
  30 Aug 2019 1 repository listed
  3D face alignment of monocular images is a crucial process in the recognition of faces with disguise.
• Adversarial Learning Semantic Volume for 2D/3D Face Shape Regression in the Wild
  19 Apr 2019 1 repository listed
  Then, an end-to-end pipeline is designed to jointly regress the proposed volumetric representation and the coordinate vector.
• Hierarchical binary CNNs for landmark localization with limited resources
  14 Aug 2018 1 repository listed
  To this end, we make the following contributions: (a) we are the first to study the effect of neural network binarization on localization tasks, namely human pose estimation and face alignment.
• Latent RANSAC
  20 Feb 2018 1 repository listed
  We present a method that can evaluate a RANSAC hypothesis in constant time, i.
• Two-stage Convolutional Part Heatmap Regression for the 1st 3D Face Alignment in the Wild (3DFAW) Challenge
  29 Sep 2016 1 repository listed
  This paper describes our submission to the 1st 3D Face Alignment in the Wild (3DFAW) Challenge.

Syntology lines on 2 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.