Image Retrieval Based on Learning to Rank and Multiple Loss

• Published in: ISPRS International Journal of Geo-Information
• Main Authors: Lili Fan, Hongwei Zhao, Haoyu Zhao, Pingping Liu, Huangshui Hu
• Format: Article in Journal/Newspaper
• Language: English
• Published: MDPI AG 2019
• Subjects: multiple loss function; computer vision; deep image retrieval; learning to rank; deep learning; info; stat; The Gallery; DML
• Online Access: https://doi.org/10.3390/ijgi8090393; https://doaj.org/article/245a2f35d37242a599a15c464c642d79

Image retrieval applying deep convolutional features has achieved the most advanced performance in most standard benchmark tests. In image retrieval, deep metric learning (DML) plays a key role and aims to capture semantic similarity information carried by data points. However, two factors may imped...