Research map / Detection and segmentation / CNN features
Real-Time Rotation-Invariant Face Detection With Progressive Calibration Networks
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use progressive coarse-to-fine orientation calibration with staged face classification | PCN · Multi-Oriented FDDB (Ave) | recall rate at 100 FP (%): 84.9 -> 87.4 | Helped |
| Use progressive coarse-to-fine orientation calibration instead of a rotation router | PCN · Multi-Oriented FDDB (Ave) | recall rate at 100 FP (%): 84.8 -> 87.4 | Helped |
| Use progressive coarse-to-fine orientation calibration instead of four rotated detector passes | PCN · Multi-Oriented FDDB (Ave) | recall rate at 100 FP (%): 85.5 -> 87.4 | Helped |
| Use progressive coarse-to-fine orientation calibration instead of Cascade CNN + STN | PCN · Multi-Oriented FDDB (Ave) | recall rate at 100 FP (%): 85.5 -> 87.4 | Helped |
| Use progressive calibration rather than direct continuous angle regression in the router | Rotation Router · Rotation calibration | mean angular error | Helped |
| Add a coarse binary orientation-classification stage | PCN calibration · PCN-1 orientation classification | accuracy | Helped |
| Add a coarse ternary orientation-classification stage | PCN calibration · PCN-2 orientation classification | accuracy | Helped |
Closest papers by meaning
- Rotate-and-Render: Unsupervised Photorealistic Face Rotation From Single-View Images (CVPR 2020 · similarity 0.86)
- KPNet: Towards Minimal Face Detector (AAAI 2020 · similarity 0.86)
- RetinaFace: Single-Shot Multi-Level Face Localisation in the Wild (CVPR 2020 · similarity 0.83)
- Joint Face Detection and Facial Motion Retargeting for Multiple Faces (CVPR 2019 · similarity 0.83)
- img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation (CVPR 2021 · similarity 0.83)
- ControlFace: Harnessing Facial Parametric Control for Face Rigging (CVPR 2025 · similarity 0.81)
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