Landmark Localization on AFLW (test)
1.59NME (%)RCN+ (L+ELT+A)
Evaluation Results
| Method | Links | |
|---|---|---|
| RCN+ (L+ELT+A)Labeled Images=100%2017.09 | 1.59 | |
| RCN+Loss components=L + ELT + A, Labeled Images percentage=100%2017.09 | 1.59 | |
| RCN+ (L+ELT)Labeled Images=100%2017.09 | 1.6 | |
| RCN+Loss components=L + ELT, Labeled Images percentage=100%2017.09 | 1.6 | |
| RCN+ (L)Labeled Images=100%2017.09 | 1.61 | |
| RCN+Loss components=Landmark (L), Labeled Images percentage=100%2017.09 | 1.61 | |
| RCN+ (L+ELT+A)Labeled Images=5%2017.09 | 2.03 | |
| RCN+Loss components=L + ELT + A, Labeled Images percentage=5%2017.09 | 2.03 | |
| RCN+ (L+A)Labeled Images=5%2017.09 | 2.08 | |
| RCN+Loss components=L + ELT, Labeled Images percentage=5%2017.09 | 2.08 | |
| RCN+Loss components=L + A, Labeled Images percentage=5%2017.09 | 2.08 | |
| Lv et. alLabeled Images=100%2017.09 | 2.17 | |
| RCN+ (L)Labeled Images=5%2017.09 | 2.17 | |
| Lv et. alLabeled Images percentage=100%2017.09 | 2.17 | |
| RCN+Loss components=Landmark (L), Labeled Images percentage=5%2017.09 | 2.17 | |
| RCN+ (L+ELT)Labeled Images=5%2017.09 | 2.22 | |
| RCN+ (L+ELT+A)Labeled Images=1%2017.09 | 2.46 | |
| RCN+Loss components=L + ELT + A, Labeled Images percentage=1%2017.09 | 2.46 | |
| RCN+ (L+A)Labeled Images=1%2017.09 | 2.52 | |
| RCN+Loss components=L + A, Labeled Images percentage=1%2017.09 | 2.52 | |
| CCLLabeled Images=100%2017.09 | 2.72 | |
| CCLLabeled Images percentage=100%2017.09 | 2.72 | |
| RCN+ (L)Labeled Images=1%2017.09 | 2.88 | |
| RCN+Loss components=Landmark (L), Labeled Images percentage=1%2017.09 | 2.88 | |
| RCPRLabeled Images=100%2017.09 | 3.73 | |
| RCPRLabeled Images percentage=100%2017.09 | 3.73 | |
| CFSSLabeled Images=100%2017.09 | 3.92 | |
| CFSSLabeled Images percentage=100%2017.09 | 3.92 | |
| SDMLabeled Images=100%2017.09 | 4.05 | |
| SDMLabeled Images percentage=100%2017.09 | 4.05 | |
| LBFLabeled Images=100%2017.09 | 4.25 | |
| LBFLabeled Images percentage=100%2017.09 | 4.25 | |
| ERTLabeled Images=100%2017.09 | 4.35 | |
| ERTLabeled Images percentage=100%2017.09 | 4.35 | |
| CDMLabeled Images=100%2017.09 | 5.43 | |
| CDMLabeled Images percentage=100%2017.09 | 5.43 | |
| Proposed MethodTraining Set=CelebA, Loss Network=self-supervised, K=302018.06 | 6.31 | |
| Proposed MethodTraining Set=CelebA, Loss Network=self-supervised, K=502018.06 | 6.33 | |
| Proposed MethodTraining Set=CelebA, Loss Network=supervised, K=502018.06 | 6.35 | |
| Proposed MethodTraining Set=CelebA, Loss Network=supervised, K=302018.06 | 6.39 | |
| ZhangSupervision=Unsupervised, K=30, Equivariance=true2018.06 | 6.58 | |
| Proposed MethodTraining Set=VoxCeleb, Loss Network=self-supervised, K=302018.06 | 6.75 | |
| Proposed MethodTraining Set=CelebA, Loss Network=self-supervised, K=102018.06 | 6.86 | |
| MTCNNSupervision=Supervised2018.06 | 6.9 | |
| Proposed MethodTraining Set=CelebA, Loss Network=supervised, K=102018.06 | 6.99 | |
| ZhangSupervision=Unsupervised, K=102018.06 | 7.01 | |
| Proposed MethodTraining Set=VoxCeleb, Loss Network=supervised, K=302018.06 | 7.1 | |
| RARSupervision=Supervised2018.06 | 7.23 | |
| TCDCNSupervision=Supervised2018.06 | 7.65 | |
| Thewlis (frames)Supervision=Unsupervised2018.06 | 8.8 | |
| Cascaded CNNSupervision=Supervised2018.06 | 8.97 | |
| ThewlisSupervision=Unsupervised, K=502018.06 | 10.53 | |
| CFANSupervision=Supervised2018.06 | 10.94 | |
| RCPRSupervision=Supervised2018.06 | 11.6 |