Information fusion in content based image retrieval: A comprehensive overview

L Piras, G Giacinto - Information Fusion, 2017 - Elsevier
An ever increasing part of communication between persons involve the use of pictures, due
to the cheap availability of powerful cameras on smartphones, and the cheap availability of …

Unifying deep local and global features for image search

B Cao, A Araujo, J Sim - Computer Vision–ECCV 2020: 16th European …, 2020 - Springer
Image retrieval is the problem of searching an image database for items that are similar to a
query image. To address this task, two main types of image representations have been …

Learning with average precision: Training image retrieval with a listwise loss

J Revaud, J Almazán, RS Rezende… - Proceedings of the …, 2019 - openaccess.thecvf.com
Image retrieval can be formulated as a ranking problem where the goal is to order database
images by decreasing similarity to the query. Recent deep models for image retrieval have …

A survey on deep visual place recognition

C Masone, B Caputo - IEEE Access, 2021 - ieeexplore.ieee.org
In recent years visual place recognition (VPR), ie, the problem of recognizing the location of
images, has received considerable attention from multiple research communities, spanning …

Deep image retrieval: Learning global representations for image search

A Gordo, J Almazán, J Revaud, D Larlus - Computer Vision–ECCV 2016 …, 2016 - Springer
We propose a novel approach for instance-level image retrieval. It produces a global and
compact fixed-length representation for each image by aggregating many region-wise …

End-to-end learning of deep visual representations for image retrieval

A Gordo, J Almazan, J Revaud, D Larlus - International Journal of …, 2017 - Springer
While deep learning has become a key ingredient in the top performing methods for many
computer vision tasks, it has failed so far to bring similar improvements to instance-level …

NetVLAD: CNN architecture for weakly supervised place recognition

R Arandjelovic, P Gronat, A Torii… - Proceedings of the …, 2016 - openaccess.thecvf.com
We tackle the problem of large scale visual place recognition, where the task is to quickly
and accurately recognize the location of a given query photograph. We present the following …

Correlation verification for image retrieval

S Lee, H Seong, S Lee, E Kim - Proceedings of the IEEE …, 2022 - openaccess.thecvf.com
Geometric verification is considered a de facto solution for the re-ranking task in image
retrieval. In this study, we propose a novel image retrieval re-ranking network named …

Neural codes for image retrieval

A Babenko, A Slesarev, A Chigorin… - Computer Vision–ECCV …, 2014 - Springer
It has been shown that the activations invoked by an image within the top layers of a large
convolutional neural network provide a high-level descriptor of the visual content of the …

Multi-scale orderless pooling of deep convolutional activation features

Y Gong, L Wang, R Guo, S Lazebnik - … 6-12, 2014, Proceedings, Part VII …, 2014 - Springer
Deep convolutional neural networks (CNN) have shown their promise as a universal
representation for recognition. However, global CNN activations lack geometric invariance …