Research map / Label-efficient and robust learning / Recognition and long-tail
Occlusion-Robust Face Alignment Using a Viewpoint-Invariant Hierarchical Network Architecture
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use the viewpoint-invariant hierarchical GlomFace architecture instead of the listed baselines | face alignment · Masked 300W Challenging | NME: 9.59 -> 8.81 | Helped |
| Use the viewpoint-invariant hierarchical GlomFace architecture instead of the listed baselines | face alignment · Masked 300W Full | NME: 6.46 -> 5.98 | Helped |
| Use GlomFace instead of SDL | face alignment · WFLW Occlusion | NME: 4.98 -> 5.14 | Hurt |
| Use GlomFace instead of ADNet | face alignment · 300W Challenging | NMEocular: 4.58 -> 4.87 | Hurt |
| Use GlomFace instead of ADNet | face alignment · 300W Full | NMEocular: 2.93 -> 3.20 | Hurt |
| Use GlomFace instead of ADNet | face alignment · COFW29 | NMEpupil: 4.68 -> 4.37 | Helped |
| Use GlomFace instead of SDL | face alignment · COFW68 | NMEocular: 4.22 -> 4.21 | Helped |
| Use GlomFace instead of hourglass-based boundary estimation | 68-landmark prediction · computational cost | FLOPS: 18.85G -> 13.48G | Helped |
Closest papers by meaning
- Robust Facial Landmark Detection via Occlusion-Adaptive Deep Networks (CVPR 2019 · similarity 0.88)
- Occlusion-Free Face Alignment: Deep Regression Networks Coupled With De-Corrupt AutoEncoders (CVPR 2016 · similarity 0.88)
- DSFNet: Dual Space Fusion Network for Occlusion-Robust 3D Dense Face Alignment (CVPR 2023 · similarity 0.86)
- Look at Boundary: A Boundary-Aware Face Alignment Algorithm (CVPR 2018 · similarity 0.86)
- LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood (CVPR 2020 · similarity 0.85)
- TopoFR: A Closer Look at Topology Alignment on Face Recognition (NeurIPS 2024 · similarity 0.83)
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