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Visual Localization on Aachen Day-Night 1.1 (Day)

90.3Success Rate (0.25m, 2°)GIM_SUPERGLUE
84.5886.06587.5589.035Mar 14, 2023Jul 22, 2023Nov 29, 2023Apr 8, 2024Aug 16, 2024Dec 24, 2024May 4, 2025

Evaluation results

MethodLinks
GIM_SUPERGLUEMethod Variant=GIM-enhanced2024.0290.396.499.4
TopicFM2024.0390.295.998.9
GIM_LOFTRMethod Variant=GIM-enhanced2024.029096.299.4
SP + SuperGlue2023.0389.896.199.4
SUPERGLUE (OUT)Training Domain=Outdoor2024.0289.896.199.4
SP+SG2024.0389.896.199.4
GIM_DKMMethod Variant=GIM-enhanced2024.0289.795.999.2
PATS2023.0389.695.899.3
PATS2024.0389.695.899.3
Efficient LoFTR2024.0389.696.299
SuperPoint + LightGlue2025.0389.695.899.2
SP + LGunified evaluation=true, patch size=8, keypoint error threshold=4 pixels, reproduced=false2025.0589.695.899.2
ASpanFormer2023.0389.495.699
AspanFormer2024.0389.495.699
ASpanFormer2025.0389.495.699
ASpanFormerunified evaluation=true, patch size=8, keypoint error threshold=4 pixels, reproduced=false2025.0589.495.699
LoFTRunified evaluation=true, patch size=8, keypoint error threshold=4 pixels, reproduced=true2025.0589.195.898.8
LoFTR2023.0388.795.699
LOFTR (OUT)Training Domain=Outdoor2024.0288.795.699
LoFTR2024.0388.795.699
LoFTR2025.0388.795.699
Proposalunified evaluation=true, patch size=8, keypoint error threshold=4 pixels, reproduced=false2025.058895.398.7
JamMa2025.0387.795.198.4
JamMaunified evaluation=true, patch size=8, keypoint error threshold=4 pixels, reproduced=false2025.0587.795.198.4
ELoFTRunified evaluation=true, patch size=8, keypoint error threshold=4 pixels, reproduced=true2025.0587.595.198.3
DeDoDeB2025.0387.494.798.5
DeDoDeBunified evaluation=true, patch size=8, keypoint error threshold=4 pixels, reproduced=false2025.0587.494.798.5
DKM (OUT)Training Domain=Outdoor2024.0284.892.797.1