Papers › FFHQ-UV: Normalized Facial UV-Texture Dataset for 3D Face Reconstruction
FFHQ-UV: Normalized Facial UV-Texture Dataset for 3D Face Reconstruction
Haoran Bai, Di Kang, Haoxian Zhang, Jinshan Pan, Linchao Bao
We present a large-scale facial UV-texture dataset that contains over 50,000 high-quality texture UV-maps with even illuminations, neutral expressions, and cleaned facial regions, which are desired characteristics for rendering realistic 3D face models under different lighting conditions. The dataset is derived from a large-scale face image dataset namely FFHQ, with the help of our fully automatic and robust UV-texture production pipeline. Our pipeline utilizes the recent advances in StyleGAN-based facial image editing approaches to generate multi-view normalized face images from single-image inputs. An elaborated UV-texture extraction, correction, and completion procedure is then applied to produce high-quality UV-maps from the normalized face images. Compared with existing UV-texture datasets, our dataset has more diverse and higher-quality texture maps. We further train a GAN-based texture decoder as the nonlinear texture basis for parametric fitting based 3D face reconstruction. Experiments show that our method improves the reconstruction accuracy over state-of-the-art approaches, and more importantly, produces high-quality texture maps that are ready for realistic renderings. The dataset, code, and pre-trained texture decoder are publicly available at https://github.com/csbhr/FFHQ-UV.
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Tasks
Datasets
Introduced by this paper, per the archive.
Results from the paper archive 2025-07-28
| Task | Dataset | Model | Metric | Value | Rank at snapshot | Leaderboard | Report |
|---|---|---|---|---|---|---|---|
| 3D Face Reconstruction | REALY | FFHQ-UV | @cheek | 0.943 | #3 of 24 | Archive leaderboard | report |
| 3D Face Reconstruction | REALY | FFHQ-UV | @forehead | 1.631 | #3 of 24 | Archive leaderboard | report |
| 3D Face Reconstruction | REALY | FFHQ-UV | @mouth | 1.339 | #3 of 24 | Archive leaderboard | report |
| 3D Face Reconstruction | REALY | FFHQ-UV | @nose | 1.681 | #3 of 24 | Archive leaderboard | report |
| 3D Face Reconstruction | REALY | FFHQ-UV | all | 1.399 | #3 of 24 | Archive leaderboard | report |
Ranks are positions in the archive's leaderboards as they stood at the 2025-07-28 snapshot. Results published since then are not among these rows, so a rank here is not a current standing.
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