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Table 5 Evaluation performance of C-PFL in continual learning settings

From: Learning domain-heterogeneous speaker recognition systems with personalized continual federated learning

Evaluation groups

Canonical model

C-PFL Stage1

C-PFL Stage2

C-PFL Stage3

 

EER

EER

EER

EER

G1

2.85

4.737

5.418

5.313

G2

33.06

13.844

13.828

13.844

G3

4.81

6.856

7.316

7.388

G4

39.23

19.751

19.158

18.523

G5

5.51

6.34

6.779

6.773

G6

37.80

16.605

16.876

15.695

G7

16.25

15.925

15.529

15.696

G8

41.29

24.111

23.69

22.913

G9

20.61

17.287

17.053

17.09

G10

37.61

24.512

23.69

22.913

G11

24.45

17.484

17.338

17.52

G12

37.10

22.649

22.434

22.117

mean(\(\mu\))

25.0475

14.965

14.922

14.678

std(\(\sigma\))

14.214

6.937

6.399

6.152

  1. Best performances are highlighted