Leaderboard¶
These pages present the performance of a set of biometric pipelines on various datasets.
Pipelines description¶
Each pipeline configuration is available in the bob/bio/spear/config/pipeline
folder. Some pipelines configurations are tuned for a specific dataset (e.g.
gmm-default
has its number_of_gaussians
parameter adapted to VoxForge).
- GMM:
Consists of a training step to train the GMM UBM, and two biometric experiments (dev and eval).
- ISV:
Consists of a training step to train the GMM UBM and the ISV, and two biometric experiments (dev and eval).
- Speechbrain ECAPA-TDNN trained on VoxCeleb:
Does only the two biometric experiments (as we use a pretrained model).
Metrics generation (score analysis)¶
In the following pages, the metrics tables are generated using the command:
bob bio metrics -e ./results/scores-{dev,eval}.csv