geo-localization

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

8 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

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Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

30 shown of 76 papers with code (140 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications
  17 Apr 2017 159 repositories listed Syntology ran 52 of 83 samples · 31 unverified · 48 pointer-only (licence)
  We present a class of efficient models called MobileNets for mobile and embedded vision applications.
• Learning Transferable Visual Models From Natural Language Supervision
  26 Feb 2021 82 repositories listed Syntology ran 16 of 20 samples · 4 unverified · 16 pointer-only (licence)
  State-of-the-art computer vision systems are trained to predict a fixed set of predetermined object categories.
• SMDT: Cross-View Geo-Localization with Image Alignment and Transformer
  6 Apr 2022 4 repositories listed
  Next, we simultaneously train dual conditional generative adversarial nets by taking the semantic segmentation images and converted images as input to synthesize the aerial image with ground view style.
• GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization
  27 Sep 2023 3 repositories listed Syntology ran 5 of 13 samples · 8 unverified
  Worldwide Geo-localization aims to pinpoint the precise location of images taken anywhere on Earth.
• University-1652: A Multi-view Multi-source Benchmark for Drone-based Geo-localization
  27 Feb 2020 3 repositories listed Syntology ran 1 of 15 samples · 14 unverified
  To our knowledge, University-1652 is the first drone-based geo-localization dataset and enables two new tasks, i.
• Cross-View Geo-Localization with Street-View and VHR Satellite Imagery in Decentrality Settings
  16 Dec 2024 2 repositories listed
  To address this limitation, we introduce DReSS (Decentrality Related Street-view and Satellite-view dataset), a novel dataset designed to evaluate cross-view geo-localization with a large geographic scope and diverse…
• Cross-View Meets Diffusion: Aerial Image Synthesis with Geometry and Text Guidance
  8 Aug 2024 2 repositories listed
  In this paper, we present a novel Geometric Preserving Ground-to-Aerial (G2A) image synthesis (GPG2A) model that can generate realistic aerial images from ground images.
• GOMAA-Geo: GOal Modality Agnostic Active Geo-localization
  4 Jun 2024 2 repositories listed Syntology ran 5 of 7 samples · 2 unverified
  We consider the task of active geo-localization (AGL) in which an agent uses a sequence of visual cues observed during aerial navigation to find a target specified through multiple possible modalities.
• A Semantic Segmentation-guided Approach for Ground-to-Aerial Image Matching
  17 Apr 2024 2 repositories listed
  Nowadays the accurate geo-localization of ground-view images has an important role across domains as diverse as journalism, forensics analysis, transports, and Earth Observation.
• Towards Natural Language-Guided Drones: GeoText-1652 Benchmark with Spatial Relation Matching
  21 Nov 2023 2 repositories listed
  Navigating drones through natural language commands remains challenging due to the dearth of accessible multi-modal datasets and the stringent precision requirements for aligning visual and textual data.
• Long-range UAV Thermal Geo-localization with Satellite Imagery
  5 Jun 2023 2 repositories listed Syntology ran 4 of 6 samples · 2 unverified
  This paper proposes a novel thermal geo-localization framework using satellite RGB imagery, which includes multiple domain adaptation methods to address the limited availability of paired thermal and satellite images.
• Multiple-environment Self-adaptive Network for Aerial-view Geo-localization
  18 Apr 2022 2 repositories listed Syntology ran 3 of 7 samples · 4 unverified
  This task is mostly regarded as an image retrieval problem.
• Rethinking Visual Geo-localization for Large-Scale Applications
  5 Apr 2022 2 repositories listed Syntology ran 6 of 10 samples · 4 unverified · 2 pointer-only (licence)
  Visual Geo-localization (VG) is the task of estimating the position where a given photo was taken by comparing it with a large database of images of known locations.
• GRE Suite: Geo-localization Inference via Fine-Tuned Vision-Language Models and Enhanced Reasoning Chains
  24 May 2025 1 repository listed
  Recent advances in Visual Language Models (VLMs) have demonstrated exceptional performance in visual reasoning tasks.
• Object-level Cross-view Geo-localization with Location Enhancement and Multi-Head Cross Attention
  23 May 2025 1 repository listed
  Cross-view geo-localization determines the location of a query image, captured by a drone or ground-based camera, by matching it to a geo-referenced satellite image.
• Geolocating Earth Imagery from ISS: Integrating Machine Learning with Astronaut Photography for Enhanced Geographic Mapping
  29 Apr 2025 1 repository listed
  Each pipeline is tailored to process high-resolution ISS imagery, identifying both natural and man-made geographical features.
• Scale Efficient Training for Large Datasets
  17 Mar 2025 1 repository listed Syntology ran 3 of 6 samples · 3 unverified · 6 pointer-only (licence)
  However, as dataset scale increases, the training process becomes increasingly inefficient due to the presence of low-value samples, including excessive redundant samples, overly challenging samples, and inefficient…
• NAVIG: Natural Language-guided Analysis with Vision Language Models for Image Geo-localization
  20 Feb 2025 1 repository listed
  Image geo-localization is the task of predicting the specific location of an image and requires complex reasoning across visual, geographical, and cultural contexts.
• Without Paired Labeled Data: An End-to-End Self-Supervised Paradigm for UAV-View Geo-Localization
  17 Feb 2025 1 repository listed
  UAV-View Geo-Localization (UVGL) aims to achieve accurate localization of unmanned aerial vehicles (UAVs) by retrieving the most relevant GPS-tagged satellite images.
• UASTHN: Uncertainty-Aware Deep Homography Estimation for UAV Satellite-Thermal Geo-localization
  3 Feb 2025 1 repository listed Syntology ran 7 of 8 samples · 1 unverified
  To address the challenges of GPS signal interruptions or low illumination, Thermal Geo-localization (TG) employs aerial thermal imagery to align with reference satellite maps to accurately determine the UAV's location.
• Where am I? Cross-View Geo-localization with Natural Language Descriptions
  22 Dec 2024 1 repository listed
  In this work, we introduce a novel task for cross-view geo-localization with natural language descriptions, which aims to retrieve corresponding satellite images or OSM database based on scene text descriptions.
• Multi-Level Embedding and Alignment Network with Consistency and Invariance Learning for Cross-View Geo-Localization
  19 Dec 2024 1 repository listed
  However, the imaging gaps between platforms are often significant and the variations in viewpoints are substantial, which limits the ability of existing methods to effectively associate cross-view features and extract…
• SF-Loc: A Visual Mapping and Geo-Localization System based on Sparse Visual Structure Frames
  2 Dec 2024 1 repository listed
  For high-level geo-spatial applications and intelligent robotics, accurate global pose information is of crucial importance.
• PEnG: Pose-Enhanced Geo-Localisation
  24 Nov 2024 1 repository listed
  To solve this limitation, we propose combining cross-view geo-localisation and relative pose estimation to increase precision to a level practical for real-world application.
• Video2BEV: Transforming Drone Videos to BEVs for Video-based Geo-localization
  20 Nov 2024 1 repository listed
  To address these limitations, we formulate a new video-based drone geo-localization task and propose the Video2BEV paradigm.
• CV-Cities: Advancing Cross-View Geo-Localization in Global Cities
  19 Nov 2024 1 repository listed Syntology ran 0 of 9 samples · 9 unverified
  Cross-view geo-localization (CVGL), which involves matching and retrieving satellite images to determine the geographic location of a ground image, is crucial in GNSS-constrained scenarios.
• CityGuessr: City-Level Video Geo-Localization on a Global Scale
  10 Nov 2024 1 repository listed Syntology ran 0 of 2 samples · 2 unverified · 2 pointer-only (licence)
  Hence, we propose a novel problem of worldwide video geolocalization with the objective of hierarchically predicting the correct city, state/province, country, and continent, given a video.
• Advanced computer vision for extracting georeferenced vehicle trajectories from drone imagery
  4 Nov 2024 1 repository listed
  This paper presents a framework for extracting georeferenced vehicle trajectories from high-altitude drone footage, addressing key challenges in urban traffic monitoring and limitations of traditional ground-based…
• Game4Loc: A UAV Geo-Localization Benchmark from Game Data
  25 Sep 2024 1 repository listed Syntology ran 9 of 10 samples · 1 unverified
  Recent deep learning based methods attribute this as the task of image matching and retrieval.
• SpaGBOL: Spatial-Graph-Based Orientated Localisation
  23 Sep 2024 1 repository listed
  SpaGBOL achieves state-of-the-art accuracies on the unseen test graph - with relative Top-1 retrieval improvements on previous techniques of 11%, and 50% when filtering with Bearing Vector Matching on the SpaGBOL…

Syntology lines on 13 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.