Face Recognition on MegaFace (set1)
99.93Verification Rate (FAR=1e-6)1st Place
Evaluation results
| Method | Links | ||
|---|---|---|---|
| 1st Place2018.12 | 99.93 | — | |
| SV-AM-SoftmaxBackbone=Attention-56 [3,6,2] + IRSE, Training Dataset=MS-Celeb-1Mv1c, Model=Single model2018.12 | 99.03 | — | |
| ArcFace (LResNet100E-IR)MFLOPS=24211, Params (M)=65.22021.07 | 98.48 | 98.35 | |
| AirFaceMFLOPS=10002021.07 | 97.93 | 98.04 | |
| ArcFace (LResNet100E-IR)MFLOPS=24211, Params (M)=65.22021.07 | 96.98 | 81.03 | |
| MobileFaceNetMFLOPS=933, Params (M)=2.02021.07 | 96.8 | 95.8 | |
| AirFaceMFLOPS=10002021.07 | 96.52 | 80.8 | |
| MixFaceNet-MMFLOPS=626.1, Params (M)=3.952021.07 | 95.83 | 94.95 | |
| VarGFaceNetMFLOPS=1022, Params (M)=5.02021.07 | 95.6 | 94.9 | |
| ShuffleMixFaceNet-MMFLOPS=626.1, Params (M)=3.952021.07 | 95.22 | 94.64 | |
| MobileFaceNetMFLOPS=933, Params (M)=2.02021.07 | 95.2 | 79.3 | |
| ShuffleMixFaceNet-SMFLOPS=451.7, Params (M)=3.072021.07 | 95.19 | 94.07 | |
| ShuffleFaceNetMFLOPS=577.5, Params (M)=2.62021.07 | 94.6 | 94.1 | |
| MixFaceNet-MMFLOPS=626.1, Params (M)=3.952021.07 | 94.26 | 78.2 | |
| ShuffleMixFaceNet-MMFLOPS=626.1, Params (M)=3.952021.07 | 94.24 | 78.13 | |
| VarGFaceNetMFLOPS=1022, Params (M)=5.02021.07 | 93.9 | 78.2 | |
| MixFaceNet-SMFLOPS=451.7, Params (M)=3.072021.07 | 93.79 | 92.67 | |
| ShuffleMixFaceNet-SMFLOPS=451.7, Params (M)=3.072021.07 | 93.6 | 77.41 | |
| ShuffleFaceNetMFLOPS=577.5, Params (M)=2.62021.07 | 93 | 77.4 | |
| MobileFaceNetV1MFLOPS=1100, Params (M)=3.42021.07 | 93 | 91.7 | |
| MobileFaceNetsMFLOPS=439.8, Params (M)=0.992021.07 | 92.59 | — | |
| MixFaceNet-SMFLOPS=451.7, Params (M)=3.072021.07 | 92.23 | 76.49 | |
| MobileFaceNetV1MFLOPS=1100, Params (M)=3.42021.07 | 91.3 | 76 | |
| MixFaceNet-XSMFLOPS=161.9, Params (M)=1.042021.07 | 91.04 | 89.35 | |
| ShuffleMixFaceNet-XSMFLOPS=161.9, Params (M)=1.042021.07 | 91.03 | 88.823 | |
| MobileFaceNetsMFLOPS=439.8, Params (M)=0.992021.07 | 90.16 | — | |
| MixFaceNet-XSMFLOPS=161.9, Params (M)=1.042021.07 | 89.4 | 74.18 | |
| ShuffleMixFaceNet-XSMFLOPS=161.9, Params (M)=1.042021.07 | 89.24 | 73.85 | |
| ProxylessFaceNASMFLOPS=900, Params (M)=3.22021.07 | 84.8 | 82.1 | |
| AM-Softmaxm=0.35, Backbone=ResNet-20, Feature Normalization=true2018.01 | 84.44 | 72.47 | |
| AM-Softmaxm=0.4, Backbone=ResNet-20, Feature Normalization=true2018.01 | 83.5 | 72.44 | |
| AM-Softmaxm=0.3, Backbone=ResNet-20, Feature Normalization=true2018.01 | 83.29 | 72.01 | |
| AM-Softmax w/o FNm=0.4, Backbone=ResNet-20, Feature Normalization=false2018.01 | 83.11 | 70.96 | |
| AM-Softmaxm=0.25, Backbone=ResNet-20, Feature Normalization=true2018.01 | 83.01 | 70.81 | |
| AM-Softmaxm=0.45, Backbone=ResNet-20, Feature Normalization=true2018.01 | 83 | 72.22 | |
| ProxylessFaceNASMFLOPS=900, Params (M)=3.22021.07 | 82.8 | 69.7 | |
| AM-Softmax w/o FNm=0.35, Backbone=ResNet-20, Feature Normalization=false2018.01 | 82.66 | 70.71 | |
| AM-Softmaxm=0.5, Backbone=ResNet-20, Feature Normalization=true2018.01 | 82.49 | 71.56 | |
| A-Softmaxm=~1.5, Backbone=ResNet-20, Feature Normalization=true2018.01 | 78.19 | 67.41 | |
| NormFaceBackbone=ResNet-28, Feature Normalization=true, Fine-tuned on Center Loss=true2018.01 | 75.88 | 65.03 | |
| Center LossBackbone=ResNet-28, Feature Normalization=false2018.01 | 75.68 | 63.38 | |
| Softmax + 75% dropoutBackbone=ResNet-20, Feature Normalization=true, Dropout=75%2018.01 | 65.58 | 57.32 | |
| SoftmaxBackbone=ResNet-20, Feature Normalization=true2018.01 | 50.12 | 45.26 | |
| 1st Place2018.12 | — | 99.93 | |
| SV-AM-SoftmaxBackbone=Attention-56 [3,6,2] + IRSE, Training Dataset=MS-Celeb-1Mv1c, Model=Single model2018.12 | — | 98.82 |