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ResearchFormerly WizWand

Image-to-image retrieval on EuroSAT

62.8mAPPCA←
46.57650.7885559.212Mar 17, 2026Mar 18, 2026Mar 19, 2026Mar 20, 2026
Updated 7mo ago

Evaluation results

MethodLinks
PCA←Backbone=CLIP, ViT=L/14, Similarity=⟨I←, I←⟩2026.0362.8
IsoCLIPIntra-modal=true, Backbone=ViT-L/14, Latency (ms)=11 ± 12026.0361.6
OriginalBackbone=DINOv3, ViT=L/16, Similarity=⟨I, I⟩2026.0359.9
Image-ImageIntra-modal=true, Backbone=ViT-L/14, Latency (ms)=11 ± 12026.0359
OTI (I→T)Intra-modal=false, Backbone=ViT-B/16-open, Latency (ms)=1836 ± 832026.0358.8
IsoCLIPIntra-modal=true, Backbone=ViT-B/16-open, Latency (ms)=6 ± 12026.0358.6
OriginalBackbone=CLIP, ViT=L/14, Similarity=⟨I, I⟩2026.0357.8
Image-ImageIntra-modal=true, Backbone=ViT-B/16-open, Latency (ms)=6 ± 12026.0357.8
OTI (I→T)Intra-modal=false, Backbone=PE-Core-B-16, Latency (ms)=3252 ± 352026.0356.9
OTIBackbone=CLIP, ViT=L/14, Similarity=⟨T, I⟩2026.0356.3
OTI (I→T)Intra-modal=false, Backbone=ViT-L/14, Latency (ms)=1872 ± 912026.0356.3
IsoCLIPIntra-modal=true, Backbone=PE-Core-B-16, Latency (ms)=8 ± 12026.0356.3
IsoCLIPIntra-modal=true, Backbone=ViT-B/16, Latency (ms)=6 ± 12026.0355.6
Image-ImageIntra-modal=true, Backbone=PE-Core-B-16, Latency (ms)=8 ± 12026.0355.1
PCA←Backbone=SigLIP, ViT=B/16, Similarity=⟨I←, I←⟩2026.0354.2
PCA←Backbone=CLIP, ViT=B/32, Similarity=⟨I←, I←⟩2026.0353.8
OriginalBackbone=SLIP, ViT=B/16, Similarity=⟨I, I⟩2026.0353.7
OriginalBackbone=SigLIP, ViT=B/16, Similarity=⟨I, I⟩2026.0353.3
PCA←Backbone=SLIP, ViT=B/16, Similarity=⟨I←, I←⟩2026.0353.2
OTIBackbone=SigLIP, ViT=B/16, Similarity=⟨T, I⟩2026.0352.9
IsoCLIPIntra-modal=true, Backbone=ViT-B/32, Latency (ms)=7 ± 12026.0351.5
Image-ImageIntra-modal=true, Backbone=ViT-B/16, Latency (ms)=6 ± 12026.0351.2
PCA←Backbone=SigLIP2, ViT=B/16, Similarity=⟨I←, I←⟩2026.0351.1
OTIBackbone=SLIP, ViT=B/16, Similarity=⟨T, I⟩2026.0350.6
OTI (I→T)Intra-modal=false, Backbone=ViT-B/16, Latency (ms)=1856 ± 562026.0350.5
OriginalBackbone=CLIP, ViT=B/32, Similarity=⟨I, I⟩2026.0349.3
OriginalBackbone=SigLIP2, ViT=B/16, Similarity=⟨I, I⟩2026.0349.3
Image-ImageIntra-modal=true, Backbone=ViT-B/32, Latency (ms)=7 ± 12026.0347.9
OTIBackbone=CLIP, ViT=B/32, Similarity=⟨T, I⟩2026.0347.2
OTI (I→T)Intra-modal=false, Backbone=ViT-B/32, Latency (ms)=1879 ± 352026.0347.2