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Table 3 The distribution of confidences

From: Understanding deep learning via backtracking and deconvolution

 

Probability

Angry

Contemptuous

Disgusted

Fearful

Happy

Neutral

Sad

Surprised

Case 1

 Before

6.36e−10

4.5e−7

6.71e−7

9.89e−1

2.59e−12

3.34e−3

7.27e−3

5.10e−4

 After

5.57e−5

2.71e−4

5.57e−5

1.22e−1

5.57e−5

5.79e−3

8.72e−1

5.57e−5

Case 2

 Before

1.92e−1

6.95e−1

2.67e−6

3.66e−10

6.52e−10

3.17e−5

1.13e−1

1.39e−12

 After

9.12e−1

4.56e−3

7.68e−7

7.45e−7

7.45e−7

1.72e−6

8.32e−2

7.45e−7

Case 3

 Before

2.70e−9

1.86e−7

7.16e−11

4.13e−1

1.26e−11

5.87e−1

2.41e−6

2.90e−9

 After

1.32e−9

3.01e−9

1.32e−9

9.99e−1

1.32e−9

5.53e−5

1.84e−9

1.32e−9

Case 4

 Before

9.75e−1

5.47e−6

4.95e−10

7.94e−12

2.09e−17

6.16e−9

2.46e−2

1.43e−13

 After

1.54e−2

6.97e−5

1.04e−7

1.04e−7

1.04e−7

2.99e−6

9.85e−1

1.04e−7

Case 5

 Before

6.89e−9

2.55e−6

9.54e−1

4.30e−2

8.70e−10

2.52e−3

4.87e−5

3.81e−7

 After

9.58e−5

9.74e−5

1.14e−2

8.08e−1

9.58e−5

1.66e−1

1.35e−2

9.58e−5

Case 6

 Before

9.64e−2

7.11e−4

1.92e−10

2.00e−5

1.77e−14

2.17e−4

9.03e−1

4.44e−15

 After

9.87e−1

7.78e−4

1.21e−8

1.26e−8

1.21e−8

4.12e−7

1.18e−2

1.21e−8

Case 7

 Before

2.08e−13

9.97e−9

5.66e−16

3.36e−1

1.29e−14

1.53e−1

2.37e−9

5.11e−1

 After

5.13e−7

5.13e−7

5.13e−7

8.98e−1

5.13e−7

9.85e−2

5.13e−7

3.25e−3

Case 8

 Before

2.81e−12

1.02e−10

1.74e−1

1.65e−17

8.26e−1

8.52e−15

4.41e−14

1.39e−18

 After

6.55e−10

6.55e−10

9.79e−1

6.55e−10

2.13e−2

6.55e−10

6.55e−10

6.55e−10

  1. Italic values indicate probabilities of the miss-classified classes (before the suppression) and the probabilities of the correct classes (after the suppression)