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Does the evaluateDe​tectionPre​cision function use the 11-point method to calculate mAP?

1 vue (au cours des 30 derniers jours)
Hi,
Pretty much the title.
Thanks in advance.

Réponse acceptée

Pedro José Carrinho Ribeiro
Ok, so I found the answer.
Apparently, Pascal VOC calculation changed over the years. It started as calculating mAP using 11 points for the precision-recall curve, and after some years, it changed to using all the unique points. So, if for the validation dataset, 120 points were originated for the precision-recall curve, those 120 points will also be used to calculate mAP, which corresponds to the AUC, in this case.
Short answer: No, it does not use the 11 point method. It uses the total number of unique points to calculate mAP.

Plus de réponses (1)

yanqi liu
yanqi liu le 5 Nov 2021
sir,its compute rule as follows
precision = tp ./ (tp + fp);
recall = tp ./ numExpected;
% Change in recall for every true positive.
deltaRecall = 1/numExpected;
ap = sum( precision .* (labels>0) ) * deltaRecall;
  2 commentaires
Pedro José Carrinho Ribeiro
Hi,
What does the numExpected represent? Is the ap calculated using all the point where the detector made inference?
Thanks in advance.
yanqi liu
yanqi liu le 10 Nov 2021
sir, i think numExpected is the ideal or expect number return, offen use in recall

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