Context-aware CNNs for person head detection

时间:2022-09-13 10:54:28

ICCV 2015 Matlab code available
http://www.di.ens.fr/willow/research/headdetection/

本文使用 CNN 进行 人头检测,包含三个子模型,结构示意图如下:
Context-aware CNNs for person head detection

Global model: 主要是给出一个多尺度热量图,越热的地方含有人头的概率越大。使用整幅图像的信息来定位物体,使用 CNN模型
Context-aware CNNs for person head detection

Local model :Our Local model follows R-CNN [13] and uses selective
search proposals [38] to restrict the set of object hypotheses.
Context-aware CNNs for person head detection

Pairwise model: aims to jointly reason about multiple object candidates
Context-aware CNNs for person head detection

Context-aware CNNs for person head detection