Speaker Recognition on VoxCeleb1 (test)
2.21EERAngular Prototypical
Evaluation Results
| Method | Links | |
|---|---|---|
| Angular PrototypicalM=2, backbone=Thin ResNet-342020.03 | 2.21 | |
| Angular PrototypicalM=2, backbone=Fast ResNet-342020.03 | 2.22 | |
| PrototypicalM=2, backbone=Fast ResNet-342020.03 | 2.32 | |
| PrototypicalM=2, backbone=Thin ResNet-342020.03 | 2.34 | |
| AAM-Softmaxm=0.2, s=30, backbone=Thin ResNet-342020.03 | 2.36 | |
| AAM-Softmaxm=0.3, s=30, Curriculum=true, backbone=Fast ResNet-342020.03 | 2.37 | |
| GE2EM=3, backbone=Fast ResNet-342020.03 | 2.37 | |
| AAM-Softmaxm=0.2, s=30, backbone=Fast ResNet-342020.03 | 2.38 | |
| AAM-Softmaxm=0.3, s=30, Curriculum=true, backbone=Thin ResNet-342020.03 | 2.39 | |
| PrototypicalM=3, backbone=Fast ResNet-342020.03 | 2.39 | |
| AM-Softmaxm=0.2, s=30, backbone=Thin ResNet-342020.03 | 2.4 | |
| Angular PrototypicalM=3, backbone=Fast ResNet-342020.03 | 2.4 | |
| AM-Softmaxm=0.1, s=30, backbone=Fast ResNet-342020.03 | 2.41 | |
| AAM-Softmaxm=0.3, s=50, Curriculum=true, backbone=Thin ResNet-342020.03 | 2.41 | |
| AAM-Softmaxm=0.3, s=50, Curriculum=true, backbone=Fast ResNet-342020.03 | 2.42 | |
| AM-Softmaxm=0.2, s=30, backbone=Fast ResNet-342020.03 | 2.43 | |
| Angular PrototypicalM=3, backbone=Thin ResNet-342020.03 | 2.45 | |
| AAM-Softmaxm=0.1, s=30, backbone=Fast ResNet-342020.03 | 2.48 | |
| AAM-Softmaxm=0.2, s=50, backbone=Fast ResNet-342020.03 | 2.49 | |
| AAM-Softmaxm=0.2, s=50, backbone=Thin ResNet-342020.03 | 2.5 | |
| AM-Softmaxm=0.2, s=50, backbone=Fast ResNet-342020.03 | 2.51 | |
| GE2EM=2, backbone=Fast ResNet-342020.03 | 2.51 | |
| AM-Softmaxm=0.3, s=30, backbone=Fast ResNet-342020.03 | 2.52 | |
| GE2EM=3, backbone=Thin ResNet-342020.03 | 2.52 | |
| AM-Softmaxm=0.3, s=50, backbone=Fast ResNet-342020.03 | 2.53 | |
| Tripletm=0.1, CHNM=true, backbone=Thin ResNet-342020.03 | 2.53 | |
| PrototypicalM=3, backbone=Thin ResNet-342020.03 | 2.54 | |
| GE2EM=2, backbone=Thin ResNet-342020.03 | 2.56 | |
| AM-Softmaxm=0.1, s=30, backbone=Thin ResNet-342020.03 | 2.59 | |
| GE2EM=4, backbone=Thin ResNet-342020.03 | 2.59 | |
| GE2EM=4, backbone=Fast ResNet-342020.03 | 2.59 | |
| AM-Softmaxm=0.2, s=50, backbone=Thin ResNet-342020.03 | 2.6 | |
| AAM-Softmaxm=0.1, s=30, backbone=Thin ResNet-342020.03 | 2.6 | |
| Tripletm=0.2, CHNM=true, backbone=Thin ResNet-342020.03 | 2.6 | |
| Angular PrototypicalM=4, backbone=Fast ResNet-342020.03 | 2.6 | |
| Tripletm=0.3, CHNM=true, backbone=Thin ResNet-342020.03 | 2.66 | |
| GE2EM=5, backbone=Fast ResNet-342020.03 | 2.66 | |
| AM-Softmaxm=0.4, s=30, backbone=Fast ResNet-342020.03 | 2.67 | |
| AM-Softmaxm=0.4, s=50, backbone=Fast ResNet-342020.03 | 2.69 | |
| AM-Softmaxm=0.3, s=30, backbone=Thin ResNet-342020.03 | 2.71 | |
| AAM-Softmaxm=0.1, s=50, backbone=Fast ResNet-342020.03 | 2.71 | |
| Tripletm=0.2, CHNM=true, backbone=Fast ResNet-342020.03 | 2.71 | |
| AM-Softmaxm=0.1, s=50, backbone=Fast ResNet-342020.03 | 2.73 | |
| Tripletm=0.1, CHNM=true, backbone=Fast ResNet-342020.03 | 2.73 | |
| Angular PrototypicalM=4, backbone=Thin ResNet-342020.03 | 2.75 | |
| Tripletm=0.4, CHNM=true, backbone=Thin ResNet-342020.03 | 2.76 | |
| AM-Softmaxm=0.1, s=15, backbone=Fast ResNet-342020.03 | 2.77 | |
| AAM-Softmaxm=0.1, s=15, backbone=Thin ResNet-342020.03 | 2.78 | |
| GE2EM=5, backbone=Thin ResNet-342020.03 | 2.78 | |
| AM-Softmaxm=0.3, s=50, backbone=Thin ResNet-342020.03 | 2.8 | |
| AAM-Softmaxm=0.1, s=15, backbone=Fast ResNet-342020.03 | 2.8 | |
| AM-Softmaxm=0.1, s=15, backbone=Thin ResNet-342020.03 | 2.81 | |
| AM-Softmaxm=0.4, s=30, backbone=Thin ResNet-342020.03 | 2.81 | |
| PrototypicalM=4, backbone=Thin ResNet-342020.03 | 2.83 | |
| AM-Softmaxm=0.2, s=15, backbone=Thin ResNet-342020.03 | 2.85 | |
| Tripletm=0.3, CHNM=true, backbone=Fast ResNet-342020.03 | 2.85 | |
| AAM-Softmaxm=0.2, s=15, backbone=Thin ResNet-342020.03 | 2.88 | |
| AAM-Softmaxm=0.1, s=50, backbone=Thin ResNet-342020.03 | 2.88 | |
| PrototypicalM=4, backbone=Fast ResNet-342020.03 | 2.89 | |
| Angular PrototypicalM=5, backbone=Fast ResNet-342020.03 | 2.9 | |
| AAM-Softmaxm=0.3, s=15, Curriculum=true, backbone=Thin ResNet-342020.03 | 2.91 | |
| AM-Softmaxm=0.4, s=50, backbone=Thin ResNet-342020.03 | 2.96 | |
| Tripletm=0.4, CHNM=true, backbone=Fast ResNet-342020.03 | 2.96 | |
| AAM-Softmaxm=0.2, s=15, backbone=Fast ResNet-342020.03 | 2.98 | |
| AM-Softmaxm=0.1, s=50, backbone=Thin ResNet-342020.03 | 2.99 | |
| Angular PrototypicalM=5, backbone=Thin ResNet-342020.03 | 3 | |
| AAM-Softmaxm=0.3, s=15, Curriculum=true, backbone=Fast ResNet-342020.03 | 3.04 | |
| AM-Softmaxm=0.2, s=15, backbone=Fast ResNet-342020.03 | 3.05 | |
| AM-Softmaxm=0.3, s=15, backbone=Thin ResNet-342020.03 | 3.08 | |
| AM-Softmaxm=0.3, s=15, backbone=Fast ResNet-342020.03 | 3.08 | |
| AM-Softmaxm=0.4, s=15, backbone=Thin ResNet-342020.03 | 3.09 | |
| AAM-Softmaxm=0.3, s=15, backbone=Thin ResNet-342020.03 | 3.16 | |
| PrototypicalM=5, backbone=Fast ResNet-342020.03 | 3.21 | |
| AM-Softmaxm=0.4, s=15, backbone=Fast ResNet-342020.03 | 3.25 | |
| PrototypicalM=5, backbone=Thin ResNet-342020.03 | 3.33 | |
| GE2EM=10, backbone=Fast ResNet-342020.03 | 3.55 | |
| GE2EM=10, backbone=Thin ResNet-342020.03 | 3.68 | |
| Angular PrototypicalM=2, backbone=VGG-M-402020.03 | 4.29 | |
| Angular PrototypicalM=3, backbone=VGG-M-402020.03 | 4.3 | |
| GE2EM=3, backbone=VGG-M-402020.03 | 4.4 | |
| GE2EM=4, backbone=VGG-M-402020.03 | 4.49 | |
| Angular PrototypicalM=4, backbone=VGG-M-402020.03 | 4.53 | |
| PrototypicalM=2, backbone=VGG-M-402020.03 | 4.59 | |
| GE2EM=2, backbone=VGG-M-402020.03 | 4.6 | |
| AAM-Softmaxm=0.2, s=30, backbone=VGG-M-402020.03 | 4.64 | |
| AAM-Softmaxm=0.1, s=30, backbone=VGG-M-402020.03 | 4.67 | |
| Tripletm=0.2, CHNM=true, backbone=VGG-M-402020.03 | 4.67 | |
| AAM-Softmaxm=0.3, s=30, Curriculum=true, backbone=VGG-M-402020.03 | 4.69 | |
| GE2EM=5, backbone=VGG-M-402020.03 | 4.69 | |
| PrototypicalM=3, backbone=VGG-M-402020.03 | 4.73 | |
| Angular PrototypicalM=5, backbone=VGG-M-402020.03 | 4.73 | |
| AM-Softmaxm=0.1, s=30, backbone=VGG-M-402020.03 | 4.76 | |
| AAM-Softmaxm=0.1, s=15, backbone=VGG-M-402020.03 | 4.81 | |
| Tripletm=0.3, CHNM=true, backbone=VGG-M-402020.03 | 4.84 | |
| Tripletm=0.4, CHNM=true, backbone=VGG-M-402020.03 | 4.84 | |
| AM-Softmaxm=0.1, s=15, backbone=VGG-M-402020.03 | 4.86 | |
| AAM-Softmaxm=0.3, s=50, Curriculum=true, backbone=VGG-M-402020.03 | 4.86 | |
| Tripletm=0.1, CHNM=true, backbone=VGG-M-402020.03 | 4.86 | |
| AM-Softmaxm=0.2, s=30, backbone=VGG-M-402020.03 | 4.88 | |
| AAM-Softmaxm=0.2, s=15, backbone=VGG-M-402020.03 | 4.88 |