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 1–25 of 402 papers

TitleStatusHype
Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and BeyondCode5
XFeat: Accelerated Features for Lightweight Image MatchingCode5
LightGlue: Local Feature Matching at Light SpeedCode4
GIM: Learning Generalizable Image Matcher From Internet VideosCode4
GeoCalib: Learning Single-image Calibration with Geometric OptimizationCode4
LiftFeat: 3D Geometry-Aware Local Feature MatchingCode3
UAV-VisLoc: A Large-scale Dataset for UAV Visual LocalizationCode3
Reloc3r: Large-Scale Training of Relative Camera Pose Regression for Generalizable, Fast, and Accurate Visual LocalizationCode3
Representing 3D sparse map points and lines for camera relocalizationCode3
LightLoc: Learning Outdoor LiDAR Localization at Light SpeedCode2
Kimera: from SLAM to Spatial Perception with 3D Dynamic Scene GraphsCode2
Investigating the Role of Image Retrieval for Visual Localization -- An exhaustive benchmarkCode2
Learning to Produce Semi-dense Correspondences for Visual LocalizationCode2
LiSA: LiDAR Localization with Semantic AwarenessCode2
GS-CPR: Efficient Camera Pose Refinement via 3D Gaussian SplattingCode2
Game4Loc: A UAV Geo-Localization Benchmark from Game DataCode2
GSLoc: Efficient Camera Pose Refinement via 3D Gaussian SplattingCode2
Exploring the best way for UAV visual localization under Low-altitude Multi-view Observation Condition: a BenchmarkCode2
DiffLoc: Diffusion Model for Outdoor LiDAR LocalizationCode2
FeatureBooster: Boosting Feature Descriptors with a Lightweight Neural NetworkCode2
GLACE: Global Local Accelerated Coordinate EncodingCode2
GlueStick: Robust Image Matching by Sticking Points and Lines TogetherCode2
GV-Bench: Benchmarking Local Feature Matching for Geometric Verification of Long-term Loop Closure DetectionCode2
Improving Feature-based Visual Localization by Geometry-Aided MatchingCode2
DeCo: Decoupling Token Compression from Semantic Abstraction in Multimodal Large Language ModelsCode2
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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