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Datasets › REALY

REALY (Region-aware benchmark based on the LYHM)

Introduced by Zenghao Chai et al. in REALY: Rethinking the Evaluation of 3D Face Reconstruction18 Mar 2022 archive 2025-07-28

The REALY benchmark aims to introduce a region-aware evaluation pipeline to measure the fine-grained normalized mean square error (NMSE) of 3D face reconstruction methods from under-controlled image sets.

Given the reconstructed mesh from the 2D image in REALY by a specific method, the REALY benchmark calculates the similarity of ground-truth scans on four regions (nose, mouth, forehead, cheek) with the predicted mesh.

HomepageBenchmarksPapers JSON

Benchmarks archive 2025-07-28

All 2 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
3D Face Reconstruction REALY HiFace-f all 1.275 HiFace: High-Fidelity 3D Face Reconstruction by Learning... — 24 Compare
3D Face Reconstruction REALY (side-view) HiFace-f all 1.308 HiFace: High-Fidelity 3D Face Reconstruction by Learning... — 19 Compare

Papers archive 2025-07-28

21 shown of 21 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 24. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
MoSAR: Monocular Semi-Supervised Model for Avatar Reconstruction using Differentiable Shading 0 1 20 Dec 2023 not harvested
3D Face Reconstruction with the Geometric Guidance of Facial Part Segmentation 2 2 1 Dec 2023 not harvested
A Perceptual Shape Loss for Monocular 3D Face Reconstruction 0 2 30 Oct 2023 not harvested
Towards Realistic Generative 3D Face Models 1 2 24 Apr 2023 not harvested
HiFace: High-Fidelity 3D Face Reconstruction by Learning Static and Dynamic Details 0 4 20 Mar 2023 not harvested
A Hierarchical Representation Network for Accurate and Detailed Face Reconstruction from In-The-Wild Images 1 2 28 Feb 2023 not harvested
FFHQ-UV: Normalized Facial UV-Texture Dataset for 3D Face Reconstruction 1 1 25 Nov 2022 ran 1 of 5 samples (4 unverified)
EMOCA: Emotion Driven Monocular Face Capture and Animation 1 4 24 Apr 2022 not harvested
Towards Metrical Reconstruction of Human Faces 1 2 13 Apr 2022 not harvested
Synergy between 3DMM and 3D Landmarks for Accurate 3D Facial Geometry 4 2 19 Oct 2021 not harvested
Self-Supervised 3D Face Reconstruction via Conditional Estimation 0 1 10 Oct 2021 not harvested
SADRNet: Self-Aligned Dual Face Regression Networks for Robust 3D Dense Face Alignment and Reconstruction 1 2 6 Jun 2021 ran 0 of 8 samples (8 unverified)
Learning an Animatable Detailed 3D Face Model from In-The-Wild Images 2 4 7 Dec 2020 not harvested
Towards Fast, Accurate and Stable 3D Dense Face Alignment 3 2 21 Sep 2020 ran 6 of 10 samples (4 unverified; 3 pointer-only for licence)
Self-Supervised Monocular 3D Face Reconstruction by Occlusion-Aware Multi-view Geometry Consistency 1 2 24 Jul 2020 ran 0 of 16 samples (16 unverified)
Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision 2 2 16 May 2019 ran 0 of 6 samples (6 unverified)
Towards High-fidelity Nonlinear 3D Face Morphable Model 0 1 9 Apr 2019 not harvested
Accurate 3D Face Reconstruction with Weakly-Supervised Learning: From Single Image to Image Set 4 2 20 Mar 2019 ran 11 of 36 samples (25 unverified)
GANFIT: Generative Adversarial Network Fitting for High Fidelity 3D Face Reconstruction 1 1 15 Feb 2019 not harvested
Joint 3D Face Reconstruction and Dense Alignment with Position Map Regression Network 4 2 21 Mar 2018 ran 0 of 10 samples (10 unverified)
ExpNet: Landmark-Free, Deep, 3D Facial Expressions 1 2 2 Feb 2018 not harvested

Dataset loaders archive 2025-07-28

czh-98/REALY

1 loader as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

3D Face Reconstruction

License archive 2025-07-28

MIT

Modalities archive 2025-07-28

Images3D3d meshesRGB-D

Languages archive 2025-07-28

English

Variants archive 2025-07-28

  • REALY
  • REALY (side-view)

2 variant names, as the archive lists them.

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