Facial Attribute Classification on LFWA (test)
87.36Average Attribute AccPS-MCNN
Evaluation results
| Method | Links | ||||||||||||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PS-MCNNProportion=100%, Training Samples=62632021.12 | 87.36 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FaRL ftProportion=100%, Training Samples=6263, Mode=fine-tuned2021.12 | 86.69 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DMMProportion=100%, Training Samples=62632021.12 | 86.56 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SSPLProportion=100%, Training Samples=62632021.12 | 86.53 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AFFAIRProportion=100%, Training Samples=62632021.12 | 86.13 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FaRL ftProportion=50%, Training Samples=3131, Mode=fine-tuned2021.12 | 85.95 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FaRLProportion=100%, Training Samples=62632021.12 | 85.94 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeepClusterProportion=100%, Training Samples=62632021.12 | 85.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RotProportion=100%, Training Samples=62632021.12 | 85.72 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SSPLProportion=50%, Training Samples=31312021.12 | 85.43 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FaRLProportion=50%, Training Samples=31312021.12 | 85.38 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| He et al.Proportion=100%, Training Samples=62632021.12 | 85.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RotProportion=50%, Training Samples=31312021.12 | 84.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Jigsaw PuzzleProportion=100%, Training Samples=62632021.12 | 84.86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FaRL ftProportion=20%, Training Samples=1252, Mode=fine-tuned2021.12 | 84.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VATProportion=100%, Training Samples=62632021.12 | 84.68 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeepClusterProportion=50%, Training Samples=31312021.12 | 84.27 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LNets+ANet2018.05 | 84 | 88 | 82 | 91 | 83 | 88 | 97 | 77 | 95 | 79 | 74 | 80 | 78 | 76 | 95 | 86 | 84 | 84 | 74 | 90 | 76 | 95 | 88 | 84 | 88 | 78 | 94 | 92 | 77 | 79 | 82 | 83 | 75 | 81 | 82 | 73 | 78 | 81 | 85 | 94 | 88 | — | |
| MCFA2018.05 | 84 | 85 | 78 | 88 | 77 | 89 | 97 | 77 | 94 | 79 | 74 | 80 | 85 | 79 | 94 | 87 | 88 | 82 | 86 | 91 | 77 | 91 | 91 | 75 | 91 | 80 | 93 | 91 | 78 | 82 | 79 | 79 | 75 | 81 | 76 | 74 | 77 | 78 | 85 | 93 | 89 | — | |
| FaRLProportion=20%, Training Samples=12522021.12 | 83.94 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FixMathProportion=100%, Training Samples=62632021.12 | 83.84 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FaRL ftProportion=10%, Training Samples=626, Mode=fine-tuned2021.12 | 83.58 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SSPLProportion=20%, Training Samples=12522021.12 | 83.45 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Jigsaw PuzzleProportion=50%, Training Samples=31312021.12 | 83.29 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FaRL ftProportion=5%, Training Samples=313, Mode=fine-tuned2021.12 | 82.57 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FaRLProportion=10%, Training Samples=6262021.12 | 82.42 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SSPLProportion=10%, Training Samples=6262021.12 | 81.65 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RotProportion=20%, Training Samples=12522021.12 | 81.52 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PANDA-lvariant=l2018.05 | 81 | 86 | 78 | 89 | 81 | 84 | 94 | 74 | 93 | 75 | 72 | 76 | 73 | 75 | 93 | 82 | 81 | 84 | 74 | 87 | 73 | 89 | 82 | 84 | 84 | 75 | 92 | 87 | 76 | 79 | 79 | 80 | 73 | 79 | 79 | 69 | 75 | 73 | 84 | 92 | 86 | — | |
| FaRLProportion=5%, Training Samples=3132021.12 | 80.94 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FixMathProportion=50%, Training Samples=31312021.12 | 80.87 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeepClusterProportion=20%, Training Samples=12522021.12 | 80.77 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VATProportion=50%, Training Samples=31312021.12 | 80.55 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Jigsaw PuzzleProportion=20%, Training Samples=12522021.12 | 79.56 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LNets+ANet(w/o)variant=w/o2018.05 | 79 | 83 | 78 | 88 | 80 | 84 | 94 | 73 | 91 | 75 | 71 | 76 | 72 | 73 | 92 | 82 | 81 | 81 | 70 | 86 | 71 | 92 | 84 | 81 | 83 | 75 | 91 | 87 | 72 | 76 | 78 | 79 | 72 | 76 | 79 | 70 | 74 | 77 | 81 | 90 | 83 | — | |
| SSPLProportion=5%, Training Samples=3132021.12 | 78.68 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeepClusterProportion=10%, Training Samples=6262021.12 | 77.42 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Jigsaw PuzzleProportion=10%, Training Samples=6262021.12 | 77.01 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RotProportion=10%, Training Samples=6262021.12 | 76.67 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VATProportion=20%, Training Samples=12522021.12 | 76.26 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SlimCNNProportion=100%, Training Samples=62632021.12 | 76.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ANet2018.05 | 76 | 79 | 76 | 82 | 75 | 84 | 90 | 71 | 89 | 69 | 66 | 72 | 71 | 65 | 86 | 79 | 82 | 68 | 75 | 82 | 72 | 88 | 82 | 78 | 86 | 68 | 91 | 79 | 72 | 72 | 66 | 72 | 70 | 73 | 69 | 68 | 70 | 74 | 70 | 87 | 81 | — | |
| FixMathProportion=20%, Training Samples=12522021.12 | 75.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VATProportion=10%, Training Samples=6262021.12 | 74.42 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RotProportion=5%, Training Samples=3132021.12 | 74.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeepClusterProportion=5%, Training Samples=3132021.12 | 74.21 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FaceTracer2018.05 | 74 | 77 | 77 | 78 | 71 | 72 | 88 | 62 | 88 | 69 | 66 | 74 | 70 | 62 | 87 | 80 | 78 | 70 | 73 | 76 | 67 | 90 | 75 | 70 | 77 | 69 | 84 | 83 | 71 | 71 | 67 | 65 | 68 | 73 | 67 | 67 | 70 | 73 | 63 | 88 | 81 | — | |
| Jigsaw PuzzleProportion=5%, Training Samples=3132021.12 | 73.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SlimCNNProportion=50%, Training Samples=31312021.12 | 73.45 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FixMathProportion=10%, Training Samples=6262021.12 | 72.78 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VATProportion=5%, Training Samples=3132021.12 | 72.19 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SlimCNNProportion=20%, Training Samples=12522021.12 | 72.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SlimCNNProportion=10%, Training Samples=6262021.12 | 71.49 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FixMathProportion=5%, Training Samples=3132021.12 | 71.42 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PANDA-wvariant=w2018.05 | 71 | 75 | 74 | 77 | 70 | 79 | 87 | — | 86 | 63 | 64 | 68 | 64 | 63 | 83 | 76 | 77 | 64 | 70 | 78 | 68 | 84 | 78 | 64 | 82 | 65 | 86 | 77 | 68 | 70 | 63 | 63 | 64 | 71 | 63 | 65 | 64 | 68 | 61 | 85 | 79 | — | |
| SlimCNNProportion=5%, Training Samples=3132021.12 | 70.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AFFAIRYear=2018, Additional labels=No2022.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 13.87 | |
| DMM-CNNYear=2020, Additional labels=No2022.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 13.44 | |
| GNASYear=2018, Additional labels=No2022.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 13.63 | |
| He et al.Year=2018, Additional labels=No2022.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 14.72 | |
| Label2LabelYear=2023, Additional labels=No2022.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 12.49 | |
| PS-MCNNYear=2018, Additional labels=Yes2022.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 12.64 | |
| SSP + SSGYear=2017, Additional labels=Yes2022.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 12.87 | |
| SSPLYear=2021, Additional labels=No2022.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 13.47 |