Fairness sex

Overall scores

CNN14

w2v2-b

hubert-b

axlstm

Overall Score

83.3% passed tests (20 passed / 4 failed).

100.0% passed tests (24 passed / 0 failed).

100.0% passed tests (24 passed / 0 failed).

100.0% passed tests (24 passed / 0 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

0.02

-0.01

-0.00

-0.03

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

-0.08

-0.01

0.01

0.00

mean

-0.03

-0.01

0.01

-0.01

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

-0.01

0.01

0.00

0.03

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

0.10

0.01

-0.01

-0.00

mean

0.05

0.01

-0.01

0.01

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

0.13

-0.05

-0.04

0.00

-0.00

-0.01

-0.01

0.00

-0.07

-0.03

0.01

-0.02

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

-0.01

-0.04

-0.01

-0.01

-0.02

-0.04

0.00

-0.03

mean

0.13

-0.05

-0.04

0.00

-0.01

-0.03

-0.01

-0.01

-0.05

-0.04

0.01

-0.03

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

-0.05

0.07

0.06

-0.00

0.00

0.01

0.01

-0.00

0.10

0.03

-0.01

0.02

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

0.01

0.03

0.01

0.01

0.01

0.05

-0.00

0.03

mean

-0.05

0.07

0.06

0.00

0.01

0.02

0.01

0.01

0.06

0.04

-0.01

0.03

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

-0.09

0.01

0.01

0.00

0.06

-0.01

-0.05

0.04

-0.01

-0.04

0.01

-0.08

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

0.03

-0.08

-0.02

-0.03

-0.09

0.01

0.00

-0.01

mean

-0.09

0.01

0.01

0.00

0.04

-0.04

-0.04

0.01

-0.05

-0.01

0.01

-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

0.09

-0.01

-0.01

-0.00

-0.06

0.01

0.05

-0.04

0.01

0.04

-0.01

0.08

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

-0.03

0.08

0.02

0.03

0.09

-0.01

-0.00

0.01

mean

0.09

-0.01

-0.01

0.00

-0.04

0.04

0.04

-0.01

0.05

0.01

-0.01

0.04

Visualization

CNN14

w2v2-b

hubert-b

axlstm

../../../_images/visualization_iemocap-2.3.0-full_female33.png
../../../_images/visualization_iemocap-2.3.0-full_female34.png
../../../_images/visualization_iemocap-2.3.0-full_female35.png
../../../_images/visualization_iemocap-2.3.0-full_female36.png
../../../_images/visualization_iemocap-2.3.0-full_male33.png
../../../_images/visualization_iemocap-2.3.0-full_male34.png
../../../_images/visualization_iemocap-2.3.0-full_male35.png
../../../_images/visualization_iemocap-2.3.0-full_male36.png
../../../_images/visualization_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard_female22.png
../../../_images/visualization_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard_female23.png
../../../_images/visualization_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard_female24.png
../../../_images/visualization_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard_female25.png
../../../_images/visualization_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard_male22.png
../../../_images/visualization_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard_male23.png
../../../_images/visualization_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard_male24.png
../../../_images/visualization_msppodcast-2.6.1-emotion.dimensions.test-1.gold_standard_male25.png