PCLoss: Fashion Landmark Estimation with Position Constraint Loss

作者:

Highlights:

• Help network search landmark positions in a more reasonable region

• Alleviate outliers and duplicate detection problems in fashion landmark estimation by loss function

• Easily applied to many popular CNN models without extra computation during inference

• Introduce the skeleton-like characteristic of fashion landmarks to strength the position constraint

摘要

•Help network search landmark positions in a more reasonable region•Alleviate outliers and duplicate detection problems in fashion landmark estimation by loss function•Easily applied to many popular CNN models without extra computation during inference•Introduce the skeleton-like characteristic of fashion landmarks to strength the position constraint

论文关键词:Fashion landmark estimation,Position constraint,Loss function,Skeleton-like characteristic

论文评审过程:Received 26 May 2020, Revised 7 November 2020, Accepted 1 May 2021, Available online 19 May 2021, Version of Record 31 May 2021.

论文官网地址:https://doi.org/10.1016/j.patcog.2021.108028