Fairness accent

Overall scores

w2v2-L-cat

hubert-L-cat

wavlm-cat

data2vec-cat

Overall Score

100.0% passed tests (124 passed / 0 failed).

100.0% passed tests (124 passed / 0 failed).

99.2% passed tests (123 passed / 1 failed).

100.0% passed tests (124 passed / 0 failed).

Relative Difference Per Class

Threshold: 0.225

Data

anger

happiness

neutral

sadness

w2v2-L-cat

hubert-L-cat

wavlm-cat

data2vec-cat

w2v2-L-cat

hubert-L-cat

wavlm-cat

data2vec-cat

w2v2-L-cat

hubert-L-cat

wavlm-cat

data2vec-cat

w2v2-L-cat

hubert-L-cat

wavlm-cat

data2vec-cat

speech-accent-archive-2.2.0-amharic

-0.01

-0.00

-0.01

-0.00

-0.10

-0.04

-0.02

-0.07

-0.02

0.01

-0.21

0.02

0.12

0.03

0.23

0.05

speech-accent-archive-2.2.0-arabic

0.01

-0.00

0.01

-0.00

0.04

0.06

0.02

0.10

-0.06

-0.05

-0.02

-0.10

0.01

-0.01

-0.02

0.00

speech-accent-archive-2.2.0-bengali

-0.00

-0.00

-0.01

-0.00

-0.08

-0.01

-0.02

-0.03

0.03

0.04

0.04

0.03

0.06

-0.02

-0.02

-0.01

speech-accent-archive-2.2.0-bulgarian

-0.01

-0.00

-0.01

-0.00

-0.09

0.01

-0.02

-0.04

0.03

-0.12

-0.06

0.02

0.07

0.11

0.09

0.03

speech-accent-archive-2.2.0-cantonese

-0.00

-0.00

-0.01

-0.00

-0.04

0.02

-0.02

-0.01

0.02

0.01

-0.03

0.01

0.02

-0.03

0.05

-0.00

speech-accent-archive-2.2.0-dutch

-0.01

-0.00

-0.01

-0.00

-0.02

-0.01

0.01

-0.02

0.10

0.07

0.10

0.05

-0.07

-0.06

-0.10

-0.03

speech-accent-archive-2.2.0-english

-0.01

-0.00

-0.01

-0.00

0.02

0.04

0.03

-0.01

0.09

0.01

0.05

0.04

-0.10

-0.05

-0.07

-0.03

speech-accent-archive-2.2.0-farsi

-0.00

-0.00

0.01

-0.00

-0.00

-0.01

-0.02

0.01

0.04

-0.01

0.05

-0.02

-0.04

0.02

-0.04

0.01

speech-accent-archive-2.2.0-french

-0.00

-0.00

-0.01

-0.00

-0.11

-0.05

-0.01

-0.05

-0.01

-0.00

0.01

-0.02

0.13

0.05

0.00

0.08

speech-accent-archive-2.2.0-german

-0.01

-0.00

-0.01

-0.00

0.09

0.07

0.01

0.03

0.03

-0.00

0.08

0.00

-0.11

-0.06

-0.08

-0.03

speech-accent-archive-2.2.0-greek

0.04

-0.00

0.04

-0.00

-0.02

-0.01

0.02

0.06

0.10

0.04

0.04

0.03

-0.11

-0.03

-0.10

-0.09

speech-accent-archive-2.2.0-hindi

-0.00

-0.00

-0.01

-0.00

-0.00

-0.03

0.05

0.02

-0.00

0.06

0.01

-0.01

0.01

-0.03

-0.06

-0.01

speech-accent-archive-2.2.0-italian

-0.00

0.01

0.02

-0.00

-0.01

-0.01

0.01

0.01

0.03

0.01

0.06

-0.00

-0.02

-0.01

-0.09

-0.01

speech-accent-archive-2.2.0-japanese

0.01

-0.00

0.02

0.01

-0.03

-0.02

0.01

0.01

0.09

0.05

-0.01

0.01

-0.07

-0.03

-0.02

-0.02

speech-accent-archive-2.2.0-korean

-0.01

-0.00

0.00

-0.00

0.10

-0.03

-0.01

0.03

-0.03

0.03

-0.02

-0.03

-0.05

-0.00

0.02

-0.00

speech-accent-archive-2.2.0-macedonian

-0.00

0.01

0.01

-0.00

0.22

0.01

0.01

0.02

-0.11

0.02

0.01

-0.01

-0.11

-0.04

-0.02

-0.01

speech-accent-archive-2.2.0-mandarin

0.04

0.01

0.00

0.02

-0.03

0.02

-0.02

0.01

0.02

-0.05

0.08

0.00

-0.03

0.03

-0.06

-0.03

speech-accent-archive-2.2.0-nepali

-0.01

-0.00

0.00

0.01

0.00

-0.05

-0.02

-0.06

-0.02

-0.00

-0.02

0.05

0.03

0.06

0.04

-0.00

speech-accent-archive-2.2.0-polish

0.02

-0.00

-0.01

-0.00

-0.04

-0.02

-0.02

-0.02

0.09

0.01

0.07

0.03

-0.07

0.01

-0.05

-0.01

speech-accent-archive-2.2.0-portuguese

0.01

-0.00

-0.01

-0.00

-0.00

0.02

-0.01

0.01

-0.09

-0.02

-0.03

-0.02

0.08

0.00

0.04

0.02

speech-accent-archive-2.2.0-romanian

-0.01

-0.00

-0.01

-0.00

-0.05

-0.02

-0.02

-0.04

0.06

0.07

0.09

-0.01

0.00

-0.04

-0.07

0.05

speech-accent-archive-2.2.0-russian

-0.01

-0.00

-0.01

-0.00

0.18

0.08

-0.00

0.02

-0.06

-0.05

0.03

-0.01

-0.10

-0.03

-0.02

-0.01

speech-accent-archive-2.2.0-serbian

-0.01

-0.00

-0.01

-0.00

-0.03

-0.01

-0.02

-0.03

-0.02

-0.03

-0.05

0.05

0.06

0.04

0.08

-0.01

speech-accent-archive-2.2.0-spanish

-0.01

0.01

-0.01

-0.00

-0.06

-0.03

-0.02

-0.00

0.00

-0.04

-0.04

-0.08

0.07

0.06

0.07

0.08

speech-accent-archive-2.2.0-swedish

-0.01

-0.00

-0.01

-0.00

0.05

0.06

-0.00

0.07

-0.02

-0.03

0.02

-0.05

-0.02

-0.03

-0.02

-0.02

speech-accent-archive-2.2.0-tagalog

0.01

-0.00

-0.01

-0.00

0.04

0.01

-0.02

-0.05

-0.08

-0.07

-0.05

0.05

0.03

0.06

0.07

0.01

speech-accent-archive-2.2.0-thai

0.01

0.01

0.01

-0.00

0.08

0.00

0.01

0.03

-0.09

-0.02

0.03

-0.09

0.01

0.00

-0.05

0.06

speech-accent-archive-2.2.0-turkish

0.01

-0.00

-0.01

-0.00

0.09

0.08

0.02

0.07

-0.04

-0.02

-0.00

-0.01

-0.06

-0.06

-0.01

-0.05

speech-accent-archive-2.2.0-ukrainian

0.01

-0.00

-0.01

-0.00

-0.12

-0.02

0.02

-0.01

0.07

0.06

-0.02

0.04

0.03

-0.03

0.00

-0.03

speech-accent-archive-2.2.0-urdu

0.01

-0.00

-0.01

-0.00

0.07

0.00

0.02

0.02

0.02

0.06

0.09

0.00

-0.09

-0.05

-0.10

-0.03

speech-accent-archive-2.2.0-vietnamese

-0.00

-0.00

-0.01

-0.00

-0.07

-0.04

-0.02

-0.05

-0.06

-0.03

-0.11

0.05

0.14

0.07

0.13

-0.01

mean

0.00

0.00

-0.00

0.00

0.00

0.00

-0.00

0.00

0.00

0.00

0.01

0.00

-0.01

-0.00

-0.01

-0.00

Visualization

w2v2-L-cat

hubert-L-cat

wavlm-cat

data2vec-cat

../../../_images/visualization_speech-accent-archive-2.2.0-amharic23.png
../../../_images/visualization_speech-accent-archive-2.2.0-amharic30.png
../../../_images/visualization_speech-accent-archive-2.2.0-amharic31.png
../../../_images/visualization_speech-accent-archive-2.2.0-amharic32.png
../../../_images/visualization_speech-accent-archive-2.2.0-arabic23.png
../../../_images/visualization_speech-accent-archive-2.2.0-arabic30.png
../../../_images/visualization_speech-accent-archive-2.2.0-arabic31.png
../../../_images/visualization_speech-accent-archive-2.2.0-arabic32.png
../../../_images/visualization_speech-accent-archive-2.2.0-bengali23.png
../../../_images/visualization_speech-accent-archive-2.2.0-bengali30.png
../../../_images/visualization_speech-accent-archive-2.2.0-bengali31.png
../../../_images/visualization_speech-accent-archive-2.2.0-bengali32.png
../../../_images/visualization_speech-accent-archive-2.2.0-bulgarian23.png
../../../_images/visualization_speech-accent-archive-2.2.0-bulgarian30.png
../../../_images/visualization_speech-accent-archive-2.2.0-bulgarian31.png
../../../_images/visualization_speech-accent-archive-2.2.0-bulgarian32.png
../../../_images/visualization_speech-accent-archive-2.2.0-cantonese23.png
../../../_images/visualization_speech-accent-archive-2.2.0-cantonese30.png
../../../_images/visualization_speech-accent-archive-2.2.0-cantonese31.png
../../../_images/visualization_speech-accent-archive-2.2.0-cantonese32.png
../../../_images/visualization_speech-accent-archive-2.2.0-dutch23.png
../../../_images/visualization_speech-accent-archive-2.2.0-dutch30.png
../../../_images/visualization_speech-accent-archive-2.2.0-dutch31.png
../../../_images/visualization_speech-accent-archive-2.2.0-dutch32.png
../../../_images/visualization_speech-accent-archive-2.2.0-english23.png
../../../_images/visualization_speech-accent-archive-2.2.0-english30.png
../../../_images/visualization_speech-accent-archive-2.2.0-english31.png
../../../_images/visualization_speech-accent-archive-2.2.0-english32.png
../../../_images/visualization_speech-accent-archive-2.2.0-farsi23.png
../../../_images/visualization_speech-accent-archive-2.2.0-farsi30.png
../../../_images/visualization_speech-accent-archive-2.2.0-farsi31.png
../../../_images/visualization_speech-accent-archive-2.2.0-farsi32.png
../../../_images/visualization_speech-accent-archive-2.2.0-french23.png
../../../_images/visualization_speech-accent-archive-2.2.0-french30.png
../../../_images/visualization_speech-accent-archive-2.2.0-french31.png
../../../_images/visualization_speech-accent-archive-2.2.0-french32.png
../../../_images/visualization_speech-accent-archive-2.2.0-german23.png
../../../_images/visualization_speech-accent-archive-2.2.0-german30.png
../../../_images/visualization_speech-accent-archive-2.2.0-german31.png
../../../_images/visualization_speech-accent-archive-2.2.0-german32.png
../../../_images/visualization_speech-accent-archive-2.2.0-greek23.png
../../../_images/visualization_speech-accent-archive-2.2.0-greek30.png
../../../_images/visualization_speech-accent-archive-2.2.0-greek31.png
../../../_images/visualization_speech-accent-archive-2.2.0-greek32.png
../../../_images/visualization_speech-accent-archive-2.2.0-hindi23.png
../../../_images/visualization_speech-accent-archive-2.2.0-hindi30.png
../../../_images/visualization_speech-accent-archive-2.2.0-hindi31.png
../../../_images/visualization_speech-accent-archive-2.2.0-hindi32.png
../../../_images/visualization_speech-accent-archive-2.2.0-italian23.png
../../../_images/visualization_speech-accent-archive-2.2.0-italian30.png
../../../_images/visualization_speech-accent-archive-2.2.0-italian31.png
../../../_images/visualization_speech-accent-archive-2.2.0-italian32.png
../../../_images/visualization_speech-accent-archive-2.2.0-japanese23.png
../../../_images/visualization_speech-accent-archive-2.2.0-japanese30.png
../../../_images/visualization_speech-accent-archive-2.2.0-japanese31.png
../../../_images/visualization_speech-accent-archive-2.2.0-japanese32.png
../../../_images/visualization_speech-accent-archive-2.2.0-korean23.png
../../../_images/visualization_speech-accent-archive-2.2.0-korean30.png
../../../_images/visualization_speech-accent-archive-2.2.0-korean31.png
../../../_images/visualization_speech-accent-archive-2.2.0-korean32.png
../../../_images/visualization_speech-accent-archive-2.2.0-macedonian23.png
../../../_images/visualization_speech-accent-archive-2.2.0-macedonian30.png
../../../_images/visualization_speech-accent-archive-2.2.0-macedonian31.png
../../../_images/visualization_speech-accent-archive-2.2.0-macedonian32.png
../../../_images/visualization_speech-accent-archive-2.2.0-mandarin23.png
../../../_images/visualization_speech-accent-archive-2.2.0-mandarin30.png
../../../_images/visualization_speech-accent-archive-2.2.0-mandarin31.png
../../../_images/visualization_speech-accent-archive-2.2.0-mandarin32.png
../../../_images/visualization_speech-accent-archive-2.2.0-nepali23.png
../../../_images/visualization_speech-accent-archive-2.2.0-nepali30.png
../../../_images/visualization_speech-accent-archive-2.2.0-nepali31.png
../../../_images/visualization_speech-accent-archive-2.2.0-nepali32.png
../../../_images/visualization_speech-accent-archive-2.2.0-polish23.png
../../../_images/visualization_speech-accent-archive-2.2.0-polish30.png
../../../_images/visualization_speech-accent-archive-2.2.0-polish31.png
../../../_images/visualization_speech-accent-archive-2.2.0-polish32.png
../../../_images/visualization_speech-accent-archive-2.2.0-portuguese23.png
../../../_images/visualization_speech-accent-archive-2.2.0-portuguese30.png
../../../_images/visualization_speech-accent-archive-2.2.0-portuguese31.png
../../../_images/visualization_speech-accent-archive-2.2.0-portuguese32.png
../../../_images/visualization_speech-accent-archive-2.2.0-romanian23.png
../../../_images/visualization_speech-accent-archive-2.2.0-romanian30.png
../../../_images/visualization_speech-accent-archive-2.2.0-romanian31.png
../../../_images/visualization_speech-accent-archive-2.2.0-romanian32.png
../../../_images/visualization_speech-accent-archive-2.2.0-russian23.png
../../../_images/visualization_speech-accent-archive-2.2.0-russian30.png
../../../_images/visualization_speech-accent-archive-2.2.0-russian31.png
../../../_images/visualization_speech-accent-archive-2.2.0-russian32.png
../../../_images/visualization_speech-accent-archive-2.2.0-serbian23.png
../../../_images/visualization_speech-accent-archive-2.2.0-serbian30.png
../../../_images/visualization_speech-accent-archive-2.2.0-serbian31.png
../../../_images/visualization_speech-accent-archive-2.2.0-serbian32.png
../../../_images/visualization_speech-accent-archive-2.2.0-spanish23.png
../../../_images/visualization_speech-accent-archive-2.2.0-spanish30.png
../../../_images/visualization_speech-accent-archive-2.2.0-spanish31.png
../../../_images/visualization_speech-accent-archive-2.2.0-spanish32.png
../../../_images/visualization_speech-accent-archive-2.2.0-swedish23.png
../../../_images/visualization_speech-accent-archive-2.2.0-swedish30.png
../../../_images/visualization_speech-accent-archive-2.2.0-swedish31.png
../../../_images/visualization_speech-accent-archive-2.2.0-swedish32.png
../../../_images/visualization_speech-accent-archive-2.2.0-tagalog23.png
../../../_images/visualization_speech-accent-archive-2.2.0-tagalog30.png
../../../_images/visualization_speech-accent-archive-2.2.0-tagalog31.png
../../../_images/visualization_speech-accent-archive-2.2.0-tagalog32.png
../../../_images/visualization_speech-accent-archive-2.2.0-thai23.png
../../../_images/visualization_speech-accent-archive-2.2.0-thai30.png
../../../_images/visualization_speech-accent-archive-2.2.0-thai31.png
../../../_images/visualization_speech-accent-archive-2.2.0-thai32.png
../../../_images/visualization_speech-accent-archive-2.2.0-turkish23.png
../../../_images/visualization_speech-accent-archive-2.2.0-turkish30.png
../../../_images/visualization_speech-accent-archive-2.2.0-turkish31.png
../../../_images/visualization_speech-accent-archive-2.2.0-turkish32.png
../../../_images/visualization_speech-accent-archive-2.2.0-ukrainian23.png
../../../_images/visualization_speech-accent-archive-2.2.0-ukrainian30.png
../../../_images/visualization_speech-accent-archive-2.2.0-ukrainian31.png
../../../_images/visualization_speech-accent-archive-2.2.0-ukrainian32.png
../../../_images/visualization_speech-accent-archive-2.2.0-urdu23.png
../../../_images/visualization_speech-accent-archive-2.2.0-urdu30.png
../../../_images/visualization_speech-accent-archive-2.2.0-urdu31.png
../../../_images/visualization_speech-accent-archive-2.2.0-urdu32.png
../../../_images/visualization_speech-accent-archive-2.2.0-vietnamese23.png
../../../_images/visualization_speech-accent-archive-2.2.0-vietnamese30.png
../../../_images/visualization_speech-accent-archive-2.2.0-vietnamese31.png
../../../_images/visualization_speech-accent-archive-2.2.0-vietnamese32.png