A Systematic IoU-Related Method: Beyond Simplified Regression for Better Localization

Four-variable-independent-regression localization losses, such as Smooth-\(\ell_1\) Loss, are used by default in modern detectors. Nevertheless, this kind of loss is oversimplified so that it is inconsistent with the final evaluation metric, intersection over union (IoU). Directly employing the stan...

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Veröffentlicht in:	arXiv.org 2021-12
Hauptverfasser:	Peng, Hanyang, Yu, Shiqi
Format:	Artikel
Sprache:	eng
Schlagworte:	Boxes Computer Science - Artificial Intelligence Computer Science - Computer Vision and Pattern Recognition Localization Optimization Optimization techniques
Online-Zugang:	Volltext
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