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KPNet: Towards Minimal Face Detector
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| replace coordinate regression with scale adaptive soft-argmax (ablation) | DRNet · FDDB | recall at false positive number 50: 90.86 -> 91.6 | Helped |
| replace argmax with scale adaptive soft-argmax (ablation) | DRNet · FDDB | recall at false positive number 50: 88.98 -> 91.6 | Helped |
| replace coordinate regression with scale adaptive soft-argmax (ablation) | DRNet · FDDB -90° | recall at false positive number 50: 68.96 -> 69.32 | Helped |
| replace argmax with scale adaptive soft-argmax (ablation) | DRNet · FDDB -90° | recall at false positive number 50: 50.65 -> 69.32 | Helped |
| replace coordinate regression with scale adaptive soft-argmax (ablation) | DRNet · FDDB 90° | recall at false positive number 50: 67.2 -> 69.97 | Helped |
| replace argmax with scale adaptive soft-argmax (ablation) | DRNet · FDDB 90° | recall at false positive number 50: 49.9 -> 69.97 | Helped |
| replace coordinate regression with scale adaptive soft-argmax (ablation) | DRNet · PFDDB, IOU 0.7 | recall at false positive number 50: 90.94 -> 91.29 | Helped |
| replace argmax with scale adaptive soft-argmax (ablation) | DRNet · PFDDB, IOU 0.7 | recall at false positive number 50: 83.51 -> 91.29 | Helped |
| add scale adaptive soft-argmax to scale proposals (ablation) | DRNet · FDDB | recall at false positive number 1: 47.3 -> 81.1 | Helped |
| add scale adaptive soft-argmax to scale proposals (ablation) | Hourglass_light · FDDB | recall at false positive number 1: 12.52 -> 80.9 | Helped |
| replace predicted scale proposals with ground-truth face boxes (ablation) | DRNet · FDDB | recall at false positive number 50: 91.6 -> 96.6 | Helped |
| replace predicted scale proposals with ground-truth face boxes (ablation) | Hourglass_light · FDDB | recall at false positive number 50: 92.61 -> 96.72 | Helped |
Closest papers by meaning
- BFBox: Searching Face-Appropriate Backbone and Feature Pyramid Network for Face Detector (CVPR 2020 · similarity 0.87)
- Finding Tiny Faces (CVPR 2017 · similarity 0.87)
- MogFace: Towards a Deeper Appreciation on Face Detection (CVPR 2022 · similarity 0.87)
- Real-Time Rotation-Invariant Face Detection With Progressive Calibration Networks (CVPR 2018 · similarity 0.86)
- Seeing Small Faces From Robust Anchor's Perspective (CVPR 2018 · similarity 0.86)
- KeyPoint Relative Position Encoding for Face Recognition (CVPR 2024 · similarity 0.84)
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