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Determine confidence scores on landmarks #325

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TheFrator opened this issue Sep 19, 2022 · 2 comments
Open

Determine confidence scores on landmarks #325

TheFrator opened this issue Sep 19, 2022 · 2 comments

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@TheFrator
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Hey!

Are there anyways to find the confidence scores of the landmark predictions? I see there's a parameter "return_landmark_score" in the "get_landmarks" method but I do not know what the units for that value are . The scores are an array.

@hengfei-wang
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Same question. What is the scale of the confidence score? I thought it should be in (0,1), but I got some numbers like 1.679. Confused.

@1adrianb
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1adrianb commented Feb 5, 2023

The network was trained to regress values between 0 and 1, however in practice it will go beyond this range slightly depending on the image as the output is unbounded.

Generally this score is reliable enough as s coarse estimate (i.e. a score of 0.96 may not correspond to a more accurate landmark compared with 0.92, but likely will be compared with 0.6). A good usage of this score is to hide poorly localized points from being visualised or used.

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