Improving Fairness in Facial Albedo Estimation via Visual-Textual Cues
Xingyu Ren, Jiankang Deng, Chao Ma, Yichao Yan, Xiaokang Yang
2023Year
5Top-tier citations
Abstract
Figure 1 . We introduce ID2Albedo, a high-quality, unbiased albedo reconstruction method. ID2Albedo maps the facial identity features to the latent space of the albedo generator and uses novel visual-textual cues to constrain albedo attributes. Our approach can alleviate the illumination/albedo ambiguity and generate high-fidelity albedo maps for realistic rendering. Images are all from FFHQ [30] dataset.
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Cited by top-tier papers5
- Monocular Identity-Conditioned Facial Reflectance ReconstructionXingyu Ren, Jiankang Deng, Yuhao Cheng, Jia Guo et al.CVPR 2024 · 4 citations
- WildCap: Facial Albedo Capture in the Wild via Hybrid Inverse RenderingYuxuan Han, Xin Ming, Tianxiao Li, Zhuofan Shen et al.CVPR 2026 · 1 citation
- HUST: High-Fidelity Unbiased Skin Tone Estimation via Texture QuantizationZimin Ran, Xingyu Ren, Xiang An, Kaicheng Yang et al.ICCV 2025
- ReCap: Better Gaussian Relighting with Cross-Environment CapturesJingzhi Li, Zongwei Wu, Eduard Zamfir, Radu TimofteCVPR 2025
- S^3-Face: SSS-Compliant Facial Reflectance Estimation via Diffusion PriorsXingyu Ren, Jiankang Deng, Yuhao Cheng, Wenhan Zhu et al.CVPR 2025
Builds on19
- Learning Transferable Visual Models From Natural Language SupervisionAlec Radford, Jong Wook Kim, Chris Hallacy, Aditya Ramesh et al.ICML 2021 · 47,906 citations
- Training Generative Adversarial Networks with Limited DataTero Karras, Miika Aittala, Janne Hellsten, Samuli Laine et al.NeurIPS 2020 · 2,345 citations
- StyleCLIP: Text-Driven Manipulation of StyleGAN ImageryOr Patashnik, Zongze Wu, Eli Shechtman, Daniel Cohen-Or et al.ICCV 2021 · 1,437 citations
- Learning an animatable detailed 3D face model from in-the-wild imagesYao Feng, Haiwen Feng, Michael J. Black, Timo BolkartSIGGRAPH 2021 · 662 citations
- StyleGAN-NADA: CLIP-guided domain adaptation of image generatorsRinon Gal, Or Patashnik, Haggai Maron, Amit H. Bermano et al.SIGGRAPH 2022 · 501 citations
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