Face Alignment on AFLW 19
0.943NMEdiagFaRL448ft
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FaRL448ftPre-training=Yes, Fine-tuning=Yes, Resolution=4482021.12 | 0.943 | 1.334 | 81.3 | |
| FaRLftPre-training=Yes, Fine-tuning=Yes2021.12 | 0.969 | 1.371 | 80.8 | |
| FaRLPre-training Dataset=LAION-FACE, Pre-training Scale=20M, Supervision Source=face images + web text, Evaluation Protocol=Frozen backbone + head fine-tuning2021.12 | 0.991 | — | — | |
| FaRLPre-training=Yes, Fine-tuning=No2021.12 | 0.991 | 1.402 | 80.4 | |
| CLIPPre-training Dataset=WIT, Pre-training Scale=400M, Supervision Source=images + web text, Evaluation Protocol=Frozen backbone + head fine-tuning2021.12 | 0.995 | — | — | |
| DeiTPre-training Dataset=ImageNet-1K, Pre-training Scale=1.3M, Supervision Source=images + human labels, Evaluation Protocol=Frozen backbone + head fine-tuning2021.12 | 1.003 | — | — | |
| ViTPre-training Dataset=ImageNet-22K, Pre-training Scale=14M, Supervision Source=images + human labels, Evaluation Protocol=Frozen backbone + head fine-tuning2021.12 | 1.004 | — | — | |
| MoCo v3Pre-training Dataset=ImageNet-1K, Pre-training Scale=1.3M, Supervision Source=images, Evaluation Protocol=Frozen backbone + head fine-tuning2021.12 | 1.007 | — | — | |
| Face TransformerPre-training Dataset=MS1MV3, Pre-training Scale=5.1M, Supervision Source=face images + human labels, Evaluation Protocol=Frozen backbone + head fine-tuning2021.12 | 1.031 | — | — | |
| ScratchPre-training=No, Fine-tuning=Yes2021.12 | 1.047 | 1.481 | 79.3 | |
| BEiTPre-training Dataset=ImageNet-22K, Pre-training Scale=14M, Supervision Source=images, Evaluation Protocol=Frozen backbone + head fine-tuning2021.12 | 1.076 | — | — | |
| LABBoundary information=Yes2021.12 | 1.25 | — | — | |
| LUVLi2021.12 | 1.39 | 2.28 | 68 | |
| Bulat et al.2021.12 | 1.54 | — | — | |
| HR-Net2021.12 | 1.57 | — | — | |
| LABBoundary information=No2021.12 | 1.85 | — | — | |
| DSRN2021.12 | 1.86 | — | — | |
| SAN2021.12 | 1.91 | 4.04 | 54 | |
| LLL2021.12 | 1.97 | — | — | |
| DAC-CSR2021.12 | 2.27 | — | — | |
| CCL2021.12 | 2.72 | — | — | |
| CFSS2021.12 | 3.92 | — | — | |
| KDN2021.12 | — | 2.8 | 60.3 | |
| Wing2021.12 | — | 3.56 | 53.5 |