Research map / Label-efficient and robust learning / Recognition and long-tail
Occlusion-Free Face Alignment: Deep Regression Networks Coupled With De-Corrupt AutoEncoders
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add de-corrupt autoencoders to the cascaded deep regression network (ablation) | CDRN face alignment · OCFW | NRMSE CDF: up to 10% when NRMSE is 0.05 | Helped |
| Add de-corrupt autoencoders to the cascaded deep regression network (ablation) | CDRN face alignment · COFW | NRMSE CDF: up to 6% when NRMSE is 0.10 | Helped |
| Add de-corrupt autoencoders to the cascaded deep regression network (ablation) | CDRN face alignment · IBUG | NRMSE CDF | Helped |
| Use DRDA instead of OC [13] | Face alignment · COFW test set | mean error: 7.46(×10−2) -> 6.46(×10−2) | Helped |
| Use DRDA instead of CoR [12] | Face alignment · COFW test set | mean error: 7.30(×10−2) -> 6.46(×10−2) | Helped |
| Use DRDA instead of LBF | Face alignment · IBUG | mean error: 11.98% -> 10.79% | Helped |
| Recover occluded appearance and use it together with non-occluded appearance instead of discarding occluded parts | DRDA face alignment · COFW | occlusion detection precision/recall | Helped |
Closest papers by meaning
- Robust Facial Landmark Detection via Occlusion-Adaptive Deep Networks (CVPR 2019 · similarity 0.89)
- Direct Shape Regression Networks for End-to-End Face Alignment (CVPR 2018 · similarity 0.88)
- Occlusion-Robust Face Alignment Using a Viewpoint-Invariant Hierarchical Network Architecture (CVPR 2022 · similarity 0.88)
- 3FabRec: Fast Few-Shot Face Alignment by Reconstruction (CVPR 2020 · similarity 0.86)
- Self-Reinforced Cascaded Regression for Face Alignment (AAAI 2018 · similarity 0.86)
- OFER: Occluded Face Expression Reconstruction (CVPR 2025 · similarity 0.84)
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