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Text-to-Satellite Image Retrieval on CVG-Text Brisbane

52.58R@1MAPS
6.913618.769330.62542.4807Apr 12, 2026Apr 23, 2026May 5, 2026May 17, 2026May 28, 2026Jun 9, 2026Jun 21, 2026

Evaluation results

MethodLinks
MAPSQuery=Joint query2026.0652.5855.33
Pairwise alignmentQuery=Joint query2026.0650.3353.08
PMRLQuery=Joint query2026.0649.0852.06
CrossText2LocQuery=Text only2026.0648.7551.5
GRAMQuery=Joint query2026.0648.6451.57
VASTQuery=Joint query2026.0647.2150.46
CrossText2Loc# Trainable Params=428M2026.0446.0848.67
OursInternVL# Trainable Params=9M2026.0445.2549
CrossText2Loc# Trainable Params=428M2026.0443.5847.42
BLIP# Trainable Params=470M2026.044346.33
BLIPQuery=Text only2026.064346.33
OursInternVL# Trainable Params=9M2026.0437.1741.83
BLIP# Trainable Params=470M2026.0434.538.17
CLIP-L/14# Trainable Params=428M2026.0434.0837.25
CLIP-L/14# Trainable Params=428M2026.0432.534.67
CLIP-L/14Query=Text only2026.0632.534.67
CLIP-B/16Query=Text only2026.0630.8332.67
BLIPQuery=Image only2026.0627.9229.83
SigLIP-B/16# Trainable Params=203M2026.0425.5827.42
CLIP-L/14Query=Image only2026.0625.4227.92
CLIP-B/16Query=Image only2026.0622.7525.08
X-VLM# Trainable Params=216M2026.0420.4621.94
SigLIP-B/16# Trainable Params=203M2026.0419.5822
X-VLM# Trainable Params=216M2026.0415.6717.6
ViLT# Trainable Params=87.4M2026.041114.5
ViLT# Trainable Params=87.4M2026.048.6711.75