Facial Landmark Detection on WFLW (test)
3.72Mean Error (ME) - AllSH-FAN
Evaluation results
| Method | Links | |||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SH-FANVenue=BMVC '212024.02 | 3.72 | — | — | — | — | — | — | — | — | — | — | — | — | — | 1.55 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| D-ViT2024.11 | 3.75 | 6.43 | 3.85 | 4.06 | 3.57 | 4.47 | 4.37 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PropNet2020.06 | 3.76 | — | — | — | — | — | — | 63.89 | — | — | — | — | — | — | 1.46 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FiFA2024.02 | 3.89 | 6.47 | 4.09 | 3.8 | 3.76 | 4.63 | 4.43 | — | — | — | — | — | — | — | 1.6 | 7.05 | 1.27 | 1.43 | 1.45 | 3.39 | 1.94 | — | — | — | — | — | — | — | — | — | — | |
| LDEQParams (M)=21.82023.04 | 3.92 | 6.86 | 3.94 | 4.17 | 3.75 | 4.77 | 4.59 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LDEQ2024.11 | 3.92 | 6.86 | 3.94 | 4.17 | 3.75 | 4.77 | 4.59 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FaRLVenue=CVPR '222024.02 | 3.99 | 6.61 | 4.18 | 3.9 | 3.84 | 4.71 | 4.53 | — | — | — | — | — | — | — | 1.76 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| STAR2024.11 | 4.02 | 6.79 | 4.27 | 3.97 | 3.84 | 4.8 | 4.58 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PropNet2020.06 | 4.05 | — | — | — | — | — | — | 61.58 | — | — | — | — | — | — | 2.96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PropNetVenue=CVPR '202024.02 | 4.05 | 6.92 | 3.87 | 4.07 | 3.76 | 4.58 | 4.36 | — | — | — | — | — | — | — | 2.96 | 12.58 | 2.55 | 2.44 | 1.46 | 5.16 | 3.75 | — | — | — | — | — | — | — | — | — | — | |
| DTLDVenue=CVPR '222024.02 | 4.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | 2.68 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SPIGA2024.11 | 4.06 | 7.14 | 4.46 | 4 | 3.81 | 4.95 | 4.65 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HIHParams (M)=22.72023.04 | 4.08 | 6.87 | 4.06 | 4.34 | 3.85 | 4.85 | 4.66 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HIHVenue=ICCVW '212024.02 | 4.08 | 6.87 | 4.06 | 4.34 | 3.85 | 4.85 | 4.66 | — | — | — | — | — | — | — | 2.6 | 12.88 | 1.27 | 2.43 | 1.45 | 5.16 | 3.1 | — | — | — | — | — | — | — | — | — | — | |
| HIH2024.11 | 4.08 | 6.87 | 4.06 | 4.34 | 3.85 | 4.85 | 4.66 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DTLD2024.11 | 4.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FRA2024.11 | 4.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SLPTParams (M)=19.52023.04 | 4.12 | 6.99 | 4.37 | 4.02 | 4.03 | 5.01 | 4.79 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SLPT2024.11 | 4.12 | 6.99 | 4.37 | 4.02 | 4.03 | 5.01 | 4.79 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ADNetParams (M)=13.42023.04 | 4.14 | 6.96 | 4.38 | 4.09 | 4.05 | 5.06 | 4.79 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ADNetVenue=ICCV '212024.02 | 4.14 | 6.96 | 4.38 | 4.09 | 4.05 | 5.06 | 4.79 | — | — | — | — | — | — | — | 2.72 | 12.72 | 2.15 | 2.44 | 1.94 | 5.79 | 3.54 | — | — | — | — | — | — | — | — | — | — | |
| SLPTVenue=CVPR '222024.02 | 4.14 | 6.96 | 4.45 | 4.05 | 4 | 5.06 | 4.79 | — | — | — | — | — | — | — | 2.76 | 12.72 | 2.23 | 1.86 | 3.4 | 5.98 | 3.88 | — | — | — | — | — | — | — | — | — | — | |
| ADNet2024.11 | 4.14 | 6.96 | 4.38 | 4.09 | 4.05 | 5.06 | 4.79 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HIH2021.09 | 4.18 | — | — | — | — | — | — | — | — | — | — | — | — | — | 2.96 | — | — | — | — | — | — | — | — | — | 59.7 | — | — | — | — | — | — | |
| DAG2020.04 | 4.21 | — | — | — | — | — | — | 58.93 | — | — | — | — | — | — | 3.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SDL2023.04 | 4.21 | 7.36 | 4.49 | 4.12 | 4.05 | 4.98 | 4.82 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SDL2024.11 | 4.21 | 7.36 | 4.49 | 4.12 | 4.05 | 4.98 | 4.82 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LOTR-HR+2021.09 | 4.31 | — | — | — | — | — | — | — | — | — | — | — | — | — | 3.52 | — | — | — | — | — | — | — | — | — | 60.14 | — | — | — | — | — | — | |
| GV(HRNet)Backbone=HRNet2021.11 | 4.33 | — | — | — | — | — | — | — | — | — | — | — | — | — | 3.52 | — | — | — | — | — | — | — | — | — | 57.75 | — | — | — | — | — | — | |
| GV2021.09 | 4.33 | — | — | — | — | — | — | — | — | — | — | — | — | — | 3.52 | — | — | — | — | — | — | — | — | — | 57.75 | — | — | — | — | — | — | |
| SDFL2023.04 | 4.35 | 7.42 | 4.63 | 4.29 | 4.22 | 5.19 | 5.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AWINGfocus on loss function=true2020.04 | 4.36 | — | — | — | — | — | — | 57.19 | — | — | — | — | — | — | 2.84 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AWing2021.09 | 4.36 | — | — | — | — | — | — | — | — | — | — | — | — | — | 2.84 | — | — | — | — | — | — | — | — | — | 57.19 | — | — | — | — | — | — | |
| AWingParams (M)=24.22023.04 | 4.36 | 7.38 | 4.58 | 4.32 | 4.27 | 5.19 | 4.96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AWing2024.11 | 4.36 | 7.38 | 4.58 | 4.32 | 4.27 | 5.19 | 4.96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LUVLi2021.09 | 4.37 | — | — | — | — | — | — | — | — | — | — | — | — | — | 3.12 | — | — | — | — | — | — | — | — | — | 57.7 | — | — | — | — | — | — | |
| LUVLI2023.04 | 4.37 | 7.56 | 4.77 | 4.3 | 4.33 | 5.29 | 4.94 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LUVLI2024.11 | 4.37 | 7.56 | 4.77 | 4.3 | 4.33 | 5.29 | 4.94 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LUVLi2026.01 | 4.37 | 7.56 | 4.77 | 4.3 | 4.33 | 5.29 | 4.94 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Ours w. SANBase Model=SAN2019.08 | 4.39 | 8.42 | 4.68 | 4.24 | 4.37 | 5.6 | 4.86 | 59.13 | 31.09 | 54.9 | 60.89 | 58.12 | 51.64 | 55.13 | 4.08 | 18.1 | 4.46 | 2.72 | 4.37 | 7.74 | 4.4 | — | — | — | — | — | — | — | — | — | — | |
| STYLEfocus on data augmentation=true2020.04 | 4.39 | — | — | — | — | — | — | 59.13 | — | — | — | — | — | — | 4.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ASParams (M)=352023.04 | 4.39 | 8.42 | 4.68 | 4.24 | 4.37 | 5.6 | 4.86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AS2024.11 | 4.39 | 8.42 | 4.68 | 4.24 | 4.37 | 5.6 | 4.86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FGTBT2026.01 | 4.42 | 7.43 | 4.54 | 4.47 | 4.37 | 5.48 | 5.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EfficientFAN2026.01 | 4.54 | 8.2 | 4.87 | 4.39 | 4.54 | 5.42 | 5.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HRNetV2backbone=HRNetV2-W182019.04 | 4.6 | 7.94 | 4.85 | 4.55 | 4.29 | 5.44 | 5.42 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HRNetV2-W18backbone=HRNetV2-W182019.08 | 4.6 | 7.94 | 4.85 | 4.55 | 4.29 | 5.44 | 5.42 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HRNet18Backbone=HRNet182020.04 | 4.6 | — | — | — | — | — | — | 52.37 | — | — | — | — | — | — | 4.64 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HRNetParams (M)=9.72023.04 | 4.6 | 7.94 | 4.85 | 4.55 | 4.29 | 5.44 | 5.42 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HRNet2024.11 | 4.6 | 7.94 | 4.85 | 4.55 | 4.29 | 5.44 | 5.42 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HRNet2026.01 | 4.6 | 7.86 | 4.78 | 4.57 | 4.26 | 5.42 | 5.36 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeCaFA2019.04 | 4.62 | 8.11 | 4.65 | 4.41 | 4.63 | 5.74 | 5.38 | 56.3 | 29.2 | 54.6 | 57.9 | 57.5 | 48.5 | 49.4 | 4.84 | 21.4 | 3.73 | 3.22 | 6.15 | 9.26 | 6.61 | — | — | — | — | — | — | — | — | — | — | |
| DecaFAParams (M)=102023.04 | 4.62 | 8.11 | 4.65 | 4.41 | 4.63 | 5.74 | 5.38 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DecaFA2024.11 | 4.62 | 8.11 | 4.65 | 4.41 | 4.63 | 5.74 | 5.38 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeCaFA2026.01 | 4.62 | 8.11 | 4.65 | 4.41 | 4.63 | 5.74 | 5.38 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 3DDE2021.11 | 4.68 | — | — | — | — | — | — | — | — | — | — | — | — | — | 5.04 | — | — | — | — | — | — | — | — | — | 55.44 | — | — | — | — | — | — | |
| Ours w. LABBase Model=LAB2019.08 | 4.76 | 8.21 | 5.14 | 4.51 | 5 | 5.76 | 5.43 | 54.6 | 27.64 | 50.98 | 56.6 | 53.49 | 47 | 49.23 | 5.24 | 20.86 | 4.78 | 3.72 | 6.31 | 9.51 | 7.24 | — | — | — | — | — | — | — | — | — | — | |
| MHHN2023.04 | 4.77 | 9.31 | 4.79 | 4.72 | 4.59 | 6.17 | 5.82 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GlomFace2026.01 | 4.81 | 8.71 | — | — | — | 5.14 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PicassoNetVenue=TNNLS '222024.02 | 4.82 | 8.61 | 5.14 | 4.73 | 4.68 | 5.91 | 5.56 | — | — | — | — | — | — | — | 5.64 | 25.46 | 5.1 | 4.3 | 5.34 | 10.59 | 7.12 | — | — | — | — | — | — | — | — | — | — | |
| PicassoNet2026.01 | 4.82 | 8.61 | 5.14 | 4.73 | 4.68 | 5.91 | 5.56 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MMDN2026.01 | 4.87 | 7.71 | 4.79 | 4.61 | 4.72 | 6.17 | 5.72 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WingParams (M)=252023.04 | 4.99 | 8.43 | 5.21 | 4.88 | 5.26 | 6.21 | 5.81 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Wing2024.11 | 4.99 | 8.43 | 5.21 | 4.88 | 5.26 | 6.21 | 5.81 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Wing2019.04 | 5.11 | 8.75 | 5.36 | 4.93 | 5.41 | 6.37 | 5.81 | 55.4 | 31 | 49.6 | 54.1 | 55.8 | 48.9 | 49.2 | 6 | 22.7 | 4.78 | 4.3 | 7.77 | 12.5 | 7.76 | — | — | — | — | — | — | — | — | — | — | |
| PDBbackbone=ResNet-50, extra_info=stronger data augmentation (DA)2019.04 | 5.11 | 8.75 | 5.36 | 4.93 | 5.41 | 6.37 | 5.81 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WING2019.08 | 5.11 | 8.75 | 5.36 | 4.93 | 5.41 | 6.37 | 5.81 | 55.04 | 31 | 49.59 | 54.08 | 55.82 | 48.85 | 49.18 | 6 | 22.7 | 4.78 | 4.3 | 7.77 | 12.5 | 7.76 | — | — | — | — | — | — | — | — | — | — | |
| PDBbackbone=ResNet-50, extra training information=stronger data augmentation (DA)2019.08 | 5.11 | 8.75 | 5.36 | 4.93 | 5.41 | 6.37 | 5.81 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Wing2020.06 | 5.11 | — | — | — | — | — | — | 55.04 | — | — | — | — | — | — | 6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WINGfocus on loss function=true2020.04 | 5.11 | — | — | — | — | — | — | 55.04 | — | — | — | — | — | — | 6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ResNet50(Wing+PDB)Backbone=ResNet-502021.11 | 5.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | 6 | — | — | — | — | — | — | — | — | — | 55.04 | — | — | — | — | — | — | |
| Wing2021.09 | 5.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | 6 | — | — | — | — | — | — | — | — | — | 55.04 | — | — | — | — | — | — | |
| LAB2020.06 | 5.15 | — | — | — | — | — | — | 53.94 | — | — | — | — | — | — | 7.77 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SAN2019.08 | 5.22 | 10.39 | 5.71 | 5.19 | 5.49 | 6.83 | 5.8 | 53.55 | 23.55 | 46.2 | 55.52 | 52.22 | 45.6 | 49.32 | 6.32 | 27.91 | 7.01 | 4.87 | 6.31 | 11.28 | 6.6 | — | — | — | — | — | — | — | — | — | — | |
| SANfocus on data augmentation=true2020.04 | 5.22 | — | — | — | — | — | — | 53.55 | — | — | — | — | — | — | 6.32 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Ours w. Res-18Backbone=ResNet-182019.08 | 5.25 | 9.1 | 5.83 | 4.93 | 5.47 | 6.26 | 5.86 | 50.34 | 22.94 | 45.34 | 52.52 | 48.49 | 43.18 | 45.32 | 7.44 | 32.52 | 8.6 | 4.3 | 8.25 | 12.77 | 9.06 | — | — | — | — | — | — | — | — | — | — | |
| LAB2019.04 | 5.27 | 10.24 | 5.51 | 5.23 | 5.15 | 6.79 | 6.32 | 53.2 | 23.5 | 49.5 | 54.3 | 53.9 | 44.9 | 46.3 | 7.56 | 28.83 | 6.37 | 6.73 | 7.77 | 13.72 | 10.74 | — | — | — | — | — | — | — | — | — | — | |
| LABbackbone=Hourglass, extra_info=boundary information (B)2019.04 | 5.27 | 10.24 | 5.51 | 5.23 | 5.15 | 6.79 | 6.32 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LAB2019.08 | 5.27 | 10.24 | 5.51 | 5.23 | 5.15 | 6.79 | 6.32 | 53.23 | 23.45 | 49.51 | 54.33 | 53.94 | 44.9 | 46.3 | 7.56 | 28.83 | 6.37 | 6.73 | 7.77 | 13.72 | 10.74 | — | — | — | — | — | — | — | — | — | — | |
| LABbackbone=Hourglass, extra training information=boundary information (B)2019.08 | 5.27 | 10.24 | 5.51 | 5.23 | 5.15 | 6.79 | 6.32 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LAB2020.06 | 5.27 | — | — | — | — | — | — | 53.23 | — | — | — | — | — | — | 7.56 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LAB2020.04 | 5.27 | — | — | — | — | — | — | 53.23 | — | — | — | — | — | — | 7.56 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LAB2021.11 | 5.27 | — | — | — | — | — | — | — | — | — | — | — | — | — | 7.56 | — | — | — | — | — | — | — | — | — | 53.23 | — | — | — | — | — | — | |
| LAB2021.09 | 5.27 | — | — | — | — | — | — | — | — | — | — | — | — | — | 7.56 | — | — | — | — | — | — | — | — | — | 53.23 | — | — | — | — | — | — | |
| LABParams (M)=12.32023.04 | 5.27 | 10.24 | 5.51 | 5.23 | 5.15 | 6.79 | 6.32 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LAB2024.11 | 5.27 | 10.24 | 5.51 | 5.23 | 5.15 | 6.79 | 6.32 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LAB2026.01 | 5.27 | 10.24 | 5.51 | 5.23 | 5.15 | 6.79 | 6.32 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Wing2020.06 | 5.41 | — | — | — | — | — | — | 55.82 | — | — | — | — | — | — | 7.77 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DVLN2020.06 | 5.98 | — | — | — | — | — | — | 44.94 | — | — | — | — | — | — | 11.65 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DVLNbackbone=VGG-162019.04 | 6.08 | 11.54 | 6.78 | 5.73 | 5.98 | 7.33 | 6.88 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DVLN2019.08 | 6.08 | 11.54 | 6.78 | 5.73 | 5.98 | 7.33 | 6.88 | 45.51 | 14.74 | 38.89 | 47.43 | 44.94 | 37.94 | 39.73 | 10.84 | 46.93 | 11.15 | 7.31 | 11.65 | 16.3 | 13.71 | — | — | — | — | — | — | — | — | — | — | |
| DVLNbackbone=VGG-162019.08 | 6.08 | 11.54 | 6.78 | 5.73 | 5.98 | 7.33 | 6.88 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DVLN2020.06 | 6.08 | — | — | — | — | — | — | 45.51 | — | — | — | — | — | — | 10.84 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DVLN2020.04 | 6.08 | — | — | — | — | — | — | 45.51 | — | — | — | — | — | — | 19.84 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DVLN2021.11 | 6.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | 10.84 | — | — | — | — | — | — | — | — | — | 45.51 | — | — | — | — | — | — | |
| Res-18Backbone=ResNet-182019.08 | 6.09 | 10.76 | 6.97 | 5.83 | 6.19 | 7.15 | 6.67 | 43.85 | 15.27 | 37.18 | 45.59 | 43.66 | 36.55 | 39.31 | 10.92 | 43.87 | 13.38 | 7.31 | 11.17 | 16.3 | 11.9 | — | — | — | — | — | — | — | — | — | — | |
| PropNet2020.06 | 6.92 | — | — | — | — | — | — | 38.23 | — | — | — | — | — | — | 12.58 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| efnRole=Teacher Network2021.11 | 7.86 | — | — | — | — | — | — | — | — | — | — | — | — | — | 19.68 | — | — | — | — | — | — | — | — | — | 47.55 | — | — | — | — | — | — | |
| mnv2KDBackbone=MobileNetV2, Training=Knowledge Distillation2021.11 | 8.57 | — | — | — | — | — | — | — | — | — | — | — | — | — | 24.08 | — | — | — | — | — | — | — | — | — | 41.34 | — | — | — | — | — | — | |
| CFSS2020.06 | 8.74 | — | — | — | — | — | — | 36.91 | — | — | — | — | — | — | 21.84 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |