SIFT meets CNN: A decade survey of instance retrieval

L Zheng, Y Yang, Q Tian - IEEE transactions on pattern …, 2017 - ieeexplore.ieee.org
In the early days, content-based image retrieval (CBIR) was studied with global features.
Since 2003, image retrieval based on local descriptors (de facto SIFT) has been extensively …

Going deeper into action recognition: A survey

S Herath, M Harandi, F Porikli - Image and vision computing, 2017 - Elsevier
Understanding human actions in visual data is tied to advances in complementary research
areas including object recognition, human dynamics, domain adaptation and semantic …

Patch-netvlad: Multi-scale fusion of locally-global descriptors for place recognition

S Hausler, S Garg, M Xu, M Milford… - Proceedings of the …, 2021 - openaccess.thecvf.com
Abstract Visual Place Recognition is a challenging task for robotics and autonomous
systems, which must deal with the twin problems of appearance and viewpoint change in an …

Mixvpr: Feature mixing for visual place recognition

A Ali-Bey, B Chaib-Draa… - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
Abstract Visual Place Recognition (VPR) is a crucial part of mobile robotics and autonomous
driving as well as other computer vision tasks. It refers to the process of identifying a place …

The revisiting problem in simultaneous localization and mapping: A survey on visual loop closure detection

KA Tsintotas, L Bampis… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Where am I? This is one of the most critical questions that any intelligent system should
answer to decide whether it navigates to a previously visited area. This problem has long …

Vggface2: A dataset for recognising faces across pose and age

Q Cao, L Shen, W Xie, OM Parkhi… - 2018 13th IEEE …, 2018 - ieeexplore.ieee.org
In this paper, we introduce a new large-scale face dataset named VGGFace2. The dataset
contains 3.31 million images of 9131 subjects, with an average of 362.6 images for each …

Fine-tuning CNN image retrieval with no human annotation

F Radenović, G Tolias, O Chum - IEEE transactions on pattern …, 2018 - ieeexplore.ieee.org
Image descriptors based on activations of Convolutional Neural Networks (CNNs) have
become dominant in image retrieval due to their discriminative power, compactness of …

Transvpr: Transformer-based place recognition with multi-level attention aggregation

R Wang, Y Shen, W Zuo, S Zhou… - Proceedings of the …, 2022 - openaccess.thecvf.com
Visual place recognition is a challenging task for applications such as autonomous driving
navigation and mobile robot localization. Distracting elements presenting in complex scenes …

AnyLoc: Towards Universal Visual Place Recognition

N Keetha, A Mishra, J Karhade… - IEEE Robotics and …, 2023 - ieeexplore.ieee.org
Visual Place Recognition (VPR) is vital for robot localization. To date, the most performant
VPR approaches are environment-and task-specific: while they exhibit strong performance …

Pointnetvlad: Deep point cloud based retrieval for large-scale place recognition

MA Uy, GH Lee - Proceedings of the IEEE conference on …, 2018 - openaccess.thecvf.com
Unlike its image based counterpart, point cloud based retrieval for place recognition has
remained as an unexplored and unsolved problem. This is largely due to the difficulty in …