Lamar: Benchmarking localization and mapping for augmented reality

PE Sarlin, M Dusmanu, JL Schönberger… - … on Computer Vision, 2022 - Springer
Localization and mapping is the foundational technology for augmented reality (AR) that
enables sharing and persistence of digital content in the real world. While significant …

Ldp-feat: Image features with local differential privacy

F Pittaluga, B Zhuang - Proceedings of the IEEE/CVF …, 2023 - openaccess.thecvf.com
Modern computer vision services often require users to share raw feature descriptors with an
untrusted server. This presents an inherent privacy risk, as raw descriptors may be used to …

Is geometry enough for matching in visual localization?

Q Zhou, S Agostinho, A Ošep, L Leal-Taixé - European Conference on …, 2022 - Springer
In this paper, we propose to go beyond the well-established approach to vision-based
localization that relies on visual descriptor matching between a query image and a 3D point …

Ninjadesc: Content-concealing visual descriptors via adversarial learning

T Ng, HJ Kim, VT Lee, D DeTone… - Proceedings of the …, 2022 - openaccess.thecvf.com
In the light of recent analyses on privacy-concerning scene revelation from visual
descriptors, we develop descriptors that conceal the input image content. In particular, we …

Privacy Preserving Localization via Coordinate Permutations

L Pan, JL Schönberger, V Larsson… - Proceedings of the …, 2023 - openaccess.thecvf.com
Recent methods on privacy-preserving image-based localization use a random line
parameterization to protect the privacy of query images and database maps. The lifting of …

Privacy preserving partial localization

M Geppert, V Larsson… - Proceedings of the …, 2022 - openaccess.thecvf.com
Recently proposed privacy preserving solutions for cloud-based localization rely on lifting
traditional point-based maps to randomized 3D line clouds. While the lifted representation is …

Handbook on Leveraging Lines for Two-View Relative Pose Estimation

P Hruby, S Liu, R Pautrat, M Pollefeys… - … Conference on 3D …, 2024 - ieeexplore.ieee.org
We propose an approach for estimating the relative pose between calibrated image pairs by
jointly exploiting points, lines, and their coincidences in a hybrid manner. We investigate all …

Paired-point lifting for enhanced privacy-preserving visual localization

C Lee, J Kim, C Yun, JH Hong - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
Visual localization refers to the process of recovering camera pose from input image relative
to a known scene, forming a cornerstone of numerous vision and robotics systems. While …

Targeted adversarial attack on classic vision pipelines

K Riaz, ML Anjum, W Hussain, R Manzoor - Computer Vision and Image …, 2024 - Elsevier
Deep networks are susceptible to adversarial attacks. End-to-end differentiability of deep
networks provides the analytical formulation which has aided in proliferation of diverse …

Obfuscation Based Privacy Preserving Representations are Recoverable Using Neighborhood Information

K Chelani, A Benbihi, F Kahl, T Sattler… - arXiv preprint arXiv …, 2024 - arxiv.org
Rapid growth in the popularity of AR/VR/MR applications and cloud-based visual
localization systems has given rise to an increased focus on the privacy of user content in …