Research map / Label-efficient and robust learning / Recognition and long-tail
Unsupervised Disentanglement of Linear-Encoded Facial Semantics
Check your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add decorrelation regularization to the mapping network (ablation) | StyleGAN-2 · CASIA WebFace | FID: 11.85 -> 9.96 | Helped |
| Add decorrelation regularization to the mapping network (ablation) | StyleGAN-2 · CASIA WebFace | PPL: 15.26 -> 12.30 | Helped |
| Add decorrelation regularization to the mapping network (ablation) | StyleGAN-2 · FFHQ | FID: 25.49 -> 15.57 | Helped |
| Add decorrelation regularization to the mapping network (ablation) | StyleGAN-2 · FFHQ | PPL: 34.24 -> 20.23 | Helped |
| Add mutual reconstruction by swapping albedo and depth maps between samples | Unsupervised 3D face reconstruction · CASIA WebFace | stability of semantic reconstruction | Helped |
| Add yaw-guided extrapolation augmentation during training | Unsupervised 3D face reconstruction · CASIA WebFace profile and near-profile generations | yaw estimation accuracy | Helped |
Closest papers by meaning
- Semi-Supervised StyleGAN for Disentanglement Learning (ICML 2020 · similarity 0.90)
- Interpreting the Latent Space of GANs for Semantic Face Editing (CVPR 2020 · similarity 0.90)
- SDGAN: Disentangling Semantic Manipulation for Facial Attribute Editing (AAAI 2024 · similarity 0.87)
- Unsupervised Disentanglement of Content and Style via Variance-Invariance Constraints (ICLR 2025 · similarity 0.86)
- Graph-based Unsupervised Disentangled Representation Learning via Multimodal Large Language Models (NeurIPS 2024 · similarity 0.86)
- Transferring disentangled representations: bridging the gap between synthetic and real images (NeurIPS 2024 · similarity 0.86)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.