Table of Contents

Basics

Basics

History

https://twitter.com/shinya7y/status/1800860596533121451

mAP (mean Average Precision)

https://github.com/rafaelpadilla/Object-Detection-Metrics
https://qiita.com/cv_carnavi/items/08e11426e2fac8433fed
https://medium.com/axinc/956a786e8c3d
https://qiita.com/tmtakashi_dist/items/863e1781b5252e453b47
https://qiita.com/tetutaro/items/e907339387329130a4fa

Precision-Recall Curve

https://www.hinomaruc.com/exploring-various-accuracy-metrics-for-object-detection-models/
https://cocodataset.org/#detection-eval

PASCAL VOC = 11 Point Interpolation
MS COCO = 101 Point Interpolation

Compound Scaling Method (EfficientNet)

https://arxiv.org/abs/1905.11946v5
https://uiiurz1.hatenablog.com/entry/2019/06/23/004546
https://qiita.com/omiita/items/83643f78baabfa210ab1

References