Cross-modal Geo-localization on CVG-Text (New York) benchmark leaderboard · SOTA2 Research

Cross-modal Geo-localization on CVG-Text (New York)

84R@1MAPS

Evaluation Results

Method	Links
MAPS2026.06		84	85.42
Pairwise alignment2026.06		79.33	80.67
GRAM2026.06		78.1	79.46
PMRL2026.06		77.62	79.03
VAST2026.06		76.84	78.22
CLIP-L/142026.06		72.75	74.75
BLIP2026.06		71.33	73.5
MAPS2026.06		67.83	70.17
CLIP-B/162026.06		67.58	69.42
Pairwise alignment2026.06		64.42	67.25
GRAM2026.06		62.81	65.73
PMRL2026.06		62.46	66.14
CrossText2Loc2026.06		62.33	65.39
VAST2026.06		61.38	64.52
CrossText2Loc2026.04		59.08	62
OursInternVL2026.04		56.92	63.33
BLIP2026.04		52.92	55.92
BLIP2026.06		52.92	55.92
PLANET2026.03		52.83	55.57
PLANET2026.06		52.83	55.58
CrossText2Loc2026.03		50.33	53.07
CrossText2Loc2026.06		50.33	53.07
Long-CLIP2026.03		46.42	48.25
CrossText2Loc2026.04		46.25	48.75
OursInternVL2026.04		44.75	47.5
CLIP-L/142026.03		35.08	37.08
CLIP-L/142026.04		35.08	37.08
CLIP-L/142026.06		35.08	37.08
BLIP2026.03		34.58	37.25
BLIP2026.04		34.58	37.25
BLIP2026.06		34.58	37.25
EVA2-CLIP-L/142026.03		34.08	35.67
RemoteCLIP2026.03		33.83	36.33
SigLIP-SO400M2026.03		33.5	34.83
CLIP-L/142026.04		31.5	33.58
CLIP-L/142026.06		31.5	33.58
TAG-CLIP2026.03		31.17	33.25
BLIP2026.06		28.67	29.75
CLIP-B/162026.06		27.42	29.42
CLIP-B/162026.03		26.67	28.17
CLIP-B/162026.06		26.67	28.17
EVA2-CLIP-B/162026.03		25.17	26.58
CLIP-L/142026.06		24.58	27
X2-VLM2026.03		23.33	25.17
CLIP-B/162026.06		20.83	23.17
SigLIP-B/162026.04		20.17	21.58
SigLIP-B/162026.03		19.67	21.08
SigLIP-B/162026.04		19.67	21.08
X-VLM2026.04		16.14	17.26
X-VLM2026.03		15.74	16.86
X-VLM2026.04		15.74	16.86
ViLT2026.03		11.58	15.58
ViLT2026.04		11.58	15.58
ViLT2026.04		5.83	9.92