SOTAVerified

Visual Localization

Visual Localization is the problem of estimating the camera pose of a given image relative to a visual representation of a known scene.

Source: Fine-Grained Segmentation Networks: Self-Supervised Segmentation for Improved Long-Term Visual Localization

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 76–100 of 402 papers

TitleStatusHype
SGLoc: Scene Geometry Encoding for Outdoor LiDAR LocalizationCode1
Privacy-Preserving Visual Localization with Event CamerasCode1
SliceMatch: Geometry-guided Aggregation for Cross-View Pose EstimationCode1
RobustLoc: Robust Camera Pose Regression in Challenging Driving EnvironmentsCode1
LaLaLoc++: Global Floor Plan Comprehension for Layout Localisation in Unvisited EnvironmentsCode1
GSV-Cities: Toward Appropriate Supervised Visual Place RecognitionCode1
Learning-Based Dimensionality Reduction for Computing Compact and Effective Local Feature DescriptorsCode1
Visual Localization via Few-Shot Scene Region ClassificationCode1
Drone Referring Localization: An Efficient Heterogeneous Spatial Feature Interaction Method For UAV Self-LocalizationCode1
CPO: Change Robust Panorama to Point Cloud LocalizationCode1
VPAIR -- Aerial Visual Place Recognition and Localization in Large-scale Outdoor EnvironmentsCode1
LASER: LAtent SpacE Rendering for 2D Visual LocalizationCode1
Is Geometry Enough for Matching in Visual Localization?Code1
Benchmarking Visual Localization for Autonomous NavigationCode1
MatchFormer: Interleaving Attention in Transformers for Feature MatchingCode1
ZippyPoint: Fast Interest Point Detection, Description, and Matching through Mixed Precision DiscretizationCode1
PUMP: Pyramidal and Uniqueness Matching Priors for Unsupervised Learning of Local DescriptorsCode1
CrossLoc: Scalable Aerial Localization Assisted by Multimodal Synthetic DataCode1
Line as a Visual Sentence: Context-aware Line Descriptor for Visual LocalizationCode1
Continual Learning for Image-Based Camera LocalizationCode1
PICCOLO: Point Cloud-Centric Omnidirectional LocalizationCode1
RoadMap: A Light-Weight Semantic Map for Visual Localization towards Autonomous DrivingCode1
VS-Net: Voting with Segmentation for Visual LocalizationCode1
Probabilistic Visual Place Recognition for Hierarchical LocalizationCode1
LaLaLoc: Latent Layout Localisation in Dynamic, Unvisited EnvironmentsCode1
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All datasetsOxford Radar RobotCar (Full-6)Aachen Day-Night v1.1 BenchmarkOxford RobotCar FullExtended CMU SeasonsRobotCar Seasons v2

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MapNetMean Translation Error48.21—Unverified
2PointNetVLADMean Translation Error28.48—Unverified
3DCPMean Translation Error18.45—Unverified
4AD-MapNetMean Translation Error18.43—Unverified
5AtLoc+Mean Translation Error17.92—Unverified
6PosePNMean Translation Error16.32—Unverified
7VMLocMean Translation Error15.11—Unverified
8MS-TransformerMean Translation Error11.69—Unverified
9PoseMinkLocMean Translation Error11.2—Unverified
10PosePN++Mean Translation Error10.64—Unverified
#ModelMetricClaimedVerifiedStatus
1GIM-LoFTRAcc@0.25m, 2°79.1—Unverified
2LoFTRAcc@0.25m, 2°78.5—Unverified
3GIM-SuperGlueAcc@0.25m, 2°78—Unverified
4SuperGlueAcc@0.25m, 2°77—Unverified
5GIM-DKMAcc@0.25m, 2°77—Unverified
6SCFeatAcc@0.25m, 2°74.3—Unverified
7DKMAcc@0.25m, 2°70.2—Unverified
#ModelMetricClaimedVerifiedStatus
1AtLocMean Translation Error29.6—Unverified
2MapNet++Mean Translation Error29.5—Unverified
3GNNMapNetMean Translation Error17.35—Unverified
4CoordiNetMean Translation Error14.96—Unverified
5AtLoc+Mean Translation Error13.7—Unverified
6RobustLocMean Translation Error9.37—Unverified
#ModelMetricClaimedVerifiedStatus
1Patch-NetVLADAcc @ .25m, 2°0.12—Unverified
#ModelMetricClaimedVerifiedStatus
1Patch-NetVLADAcc @ .25m, 2°0.1—Unverified