Fairness sex

Overall scores

CNN14

w2v2-b

hubert-b

axlstm

Overall Score

87.5% passed tests (28 passed / 4 failed).

90.6% passed tests (29 passed / 3 failed).

100.0% passed tests (32 passed / 0 failed).

90.6% passed tests (29 passed / 3 failed).

Concordance Correlation Coeff Female

CCC female - CCC combined.

Threshold: 0.075

Data

Concordance Correlation Coeff Female

CNN14

w2v2-b

hubert-b

axlstm

iemocap-2.3.0-full

-0.10

-0.00

0.01

-0.02

msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard

-0.05

-0.02

-0.01

-0.06

mean

-0.08

-0.01

0.00

-0.04

Concordance Correlation Coeff Male

CCC male - CCC combined.

Threshold: 0.075

Data

Concordance Correlation Coeff Male

CNN14

w2v2-b

hubert-b

axlstm

iemocap-2.3.0-full

0.08

0.00

-0.01

0.02

msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard

0.04

0.01

0.01

0.06

mean

0.06

0.01

0.00

0.04

Precision Per Bin Female

Precision per bin female - precision per bin combined. Bins with too few samples are skipped.

Threshold: 0.1

Data

(-inf, 0.25]

(0.25, 0.5]

(0.5, 0.75]

(0.75, inf]

CNN14

w2v2-b

hubert-b

axlstm

CNN14

w2v2-b

hubert-b

axlstm

CNN14

w2v2-b

hubert-b

axlstm

CNN14

w2v2-b

hubert-b

axlstm

iemocap-2.3.0-full

-0.01

-0.01

0.02

0.33

0.01

0.01

0.01

0.03

-0.02

0.01

0.01

0.00

0.01

0.05

0.03

0.11

msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard

0.06

0.12

-0.00

0.01

-0.01

-0.01

-0.00

-0.01

0.00

0.08

0.06

-0.04

mean

-0.01

-0.01

0.02

0.33

0.03

0.07

0.01

0.02

-0.01

0.00

0.01

-0.01

0.01

0.07

0.04

0.04

Precision Per Bin Male

Precision per bin male - precision per bin combined. Bins with too few samples are skipped.

Threshold: 0.1

Data

(-inf, 0.25]

(0.25, 0.5]

(0.5, 0.75]

(0.75, inf]

CNN14

w2v2-b

hubert-b

axlstm

CNN14

w2v2-b

hubert-b

axlstm

CNN14

w2v2-b

hubert-b

axlstm

CNN14

w2v2-b

hubert-b

axlstm

iemocap-2.3.0-full

0.01

0.00

-0.01

-0.17

-0.01

-0.01

-0.01

-0.03

0.03

-0.01

-0.01

-0.00

-0.01

-0.04

-0.02

-0.06

msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard

-0.03

-0.06

0.00

-0.01

0.01

0.01

0.00

0.01

-0.00

-0.05

-0.04

0.03

mean

0.01

0.00

-0.01

-0.17

-0.02

-0.03

-0.01

-0.02

0.02

0.00

-0.01

0.01

-0.01

-0.04

-0.03

-0.01

Recall Per Bin Female

Recall per bin female - recall per bin combined. Bins with too few samples are skipped.

Threshold: 0.1

Data

(-inf, 0.25]

(0.25, 0.5]

(0.5, 0.75]

(0.75, inf]

CNN14

w2v2-b

hubert-b

axlstm

CNN14

w2v2-b

hubert-b

axlstm

CNN14

w2v2-b

hubert-b

axlstm

CNN14

w2v2-b

hubert-b

axlstm

iemocap-2.3.0-full

-0.11

-0.05

-0.06

0.01

0.06

0.02

0.04

0.04

0.01

0.04

0.05

0.02

-0.09

-0.01

-0.04

-0.04

msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard

-0.08

-0.07

-0.03

-0.07

0.05

0.10

0.05

0.03

-0.01

-0.04

-0.01

-0.04

mean

-0.11

-0.05

-0.06

0.01

-0.01

-0.03

0.01

-0.02

0.03

0.07

0.05

0.03

-0.05

-0.03

-0.03

-0.04

Recall Per Bin Male

Recall per bin male - recall per bin combined. Bins with too few samples are skipped.

Threshold: 0.1

Data

(-inf, 0.25]

(0.25, 0.5]

(0.5, 0.75]

(0.75, inf]

CNN14

w2v2-b

hubert-b

axlstm

CNN14

w2v2-b

hubert-b

axlstm

CNN14

w2v2-b

hubert-b

axlstm

CNN14

w2v2-b

hubert-b

axlstm

iemocap-2.3.0-full

0.11

0.05

0.06

-0.01

-0.06

-0.02

-0.04

-0.04

-0.01

-0.04

-0.05

-0.02

0.09

0.01

0.04

0.04

msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard

0.08

0.07

0.03

0.07

-0.05

-0.10

-0.05

-0.03

0.01

0.04

0.01

0.04

mean

0.11

0.05

0.06

-0.01

0.01

0.03

-0.01

0.02

-0.03

-0.07

-0.05

-0.03

0.05

0.03

0.03

0.04

Visualization

CNN14

w2v2-b

hubert-b

axlstm

../../../_images/visualization_iemocap-2.3.0-full_female11.png
../../../_images/visualization_iemocap-2.3.0-full_female12.png
../../../_images/visualization_iemocap-2.3.0-full_female13.png
../../../_images/visualization_iemocap-2.3.0-full_female14.png
../../../_images/visualization_iemocap-2.3.0-full_male11.png
../../../_images/visualization_iemocap-2.3.0-full_male12.png
../../../_images/visualization_iemocap-2.3.0-full_male13.png
../../../_images/visualization_iemocap-2.3.0-full_male14.png
../../../_images/visualization_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard_female11.png
../../../_images/visualization_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard_female12.png
../../../_images/visualization_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard_female13.png
../../../_images/visualization_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard_female14.png
../../../_images/visualization_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard_male11.png
../../../_images/visualization_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard_male12.png
../../../_images/visualization_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard_male13.png
../../../_images/visualization_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard_male14.png