Deep learning for instance retrieval: A survey

W Chen, Y Liu, W Wang, EM Bakker… - … on Pattern Analysis …, 2022 - ieeexplore.ieee.org
In recent years a vast amount of visual content has been generated and shared from many
fields, such as social media platforms, medical imaging, and robotics. This abundance 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 …

Google landmarks dataset v2-a large-scale benchmark for instance-level recognition and retrieval

T Weyand, A Araujo, B Cao… - Proceedings of the IEEE …, 2020 - openaccess.thecvf.com
While image retrieval and instance recognition techniques are progressing rapidly, there is a
need for challenging datasets to accurately measure their performance--while posing novel …

Image matching across wide baselines: From paper to practice

Y **, D Mishkin, A Mishchuk, J Matas, P Fua… - International Journal of …, 2021 - Springer
We introduce a comprehensive benchmark for local features and robust estimation
algorithms, focusing on the downstream task—the accuracy of the reconstructed camera …

Dolg: Single-stage image retrieval with deep orthogonal fusion of local and global features

M Yang, D He, M Fan, B Shi, X Xue… - Proceedings of the …, 2021 - openaccess.thecvf.com
Image Retrieval is a fundamental task of obtaining images similar to the query one from a
database. A common image retrieval practice is to firstly retrieve candidate images via …

Unsupervised affinity learning based on manifold analysis for image retrieval: A survey

VH Pereira-Ferrero, TG Lewis, LP Valem… - Computer Science …, 2024 - Elsevier
Despite the advances in machine learning techniques, similarity assessment among
multimedia data remains a challenging task of broad interest in computer science …

Benchmarking 6dof outdoor visual localization in changing conditions

T Sattler, W Maddern, C Toft, A Torii… - Proceedings of the …, 2018 - openaccess.thecvf.com
Visual localization enables autonomous vehicles to navigate in their surroundings and
augmented reality applications to link virtual to real worlds. Practical visual localization …

Siamese instance search for tracking

R Tao, E Gavves… - Proceedings of the IEEE …, 2016 - openaccess.thecvf.com
In this paper we present a tracker, which is radically different from state-of-the-art trackers:
we apply no model updating, no occlusion detection, no combination of trackers, no …

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 …

Revisiting oxford and paris: Large-scale image retrieval benchmarking

F Radenović, A Iscen, G Tolias… - Proceedings of the …, 2018 - openaccess.thecvf.com
In this paper we address issues with image retrieval benchmarking on standard and popular
Oxford 5k and Paris 6k datasets. In particular, annotation errors, the size of the dataset, and …