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

Leaderboard for each dataset