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ResearchFormerly WizWand

Composed Image Retrieval on FashionIQ (Toptee subset)

50.48Recall@10LinCIR
4.428816.384428.3440.2956Feb 9, 2026Mar 4, 2026Mar 28, 2026Apr 21, 2026May 15, 2026Jun 8, 2026Jul 2, 2026
Updated 4mo ago

Evaluation results

MethodLinks
LinCIRArch=ViT-G/14, Train=true2026.0550.4871.09
OSCAR2026.0248.2471.24
RzenEmbed-v2-7BParameters=7B2026.0246.5667.57
QQMM-embed-v2Version=v22026.0246.3568.49
SEIZEArch=ViT-G/14, Train=false2026.0545.9471.12
X^R2026.0243.9162.57
STiTchArch=ViT-G/14, Train=false2026.0542.8664.95
MRA-CIR2026.0241.2562.51
OSrCIRArch=ViT-G/14, Train=false2026.0541.0461.83
SEARLEArch=ViT-G/14, Train=true2026.0539.8361.45
CIReVLArch=ViT-G/14, Train=false2026.0535.856.14
FiRE2026.0235.6457.83
Pic2WordArch=ViT-G/14, Train=true2026.0535.2457.62
MagicLensBackbone=CLIP ViT-L/142026.073457.7
FlowCIRBackbone=CLIP ViT-L/142026.0733.253.9
AutoCIR2026.0233.155.58
LDRE2026.0231.5753.64
CIReVL2026.0231.3653.65
SEARLE-XL-OTIScale=XL-OTI2026.0230.951.76
Context-I2WBackbone=CLIP ViT-L/142026.0730.652.9
MagicLensBackbone=CLIP ViT-B/322026.0730.252.3
SEARLE2026.0229.3249.97
SEARLEBackbone=CLIP ViT-L/142026.0729.350
LinCIR2026.0228.8150.18
LinCIRBackbone=CLIP ViT-L/142026.0728.850.2
Pic2Word2026.0227.947.4
Pic2WordBackbone=CLIP ViT-L/142026.0727.947.4
Ops-MM-v1-7BParameters=7B2026.0227.6946.51
FlowCIRBackbone=CLIP ViT-B/322026.0726.447.8
SEARLEBackbone=CLIP ViT-B/322026.0725.646.2
Qwen3-Embed-8BParameters=8B2026.0223.4136.97
Qwen3-Embed-4BParameters=4B2026.0221.8836.05
PALAVRABackbone=CLIP ViT-B/322026.0720.638.8
Text-onlyBackbone=CLIP ViT-B/322026.0720.240.5
Text-onlyBackbone=CLIP ViT-L/142026.0717.433.9
bge-m32026.0215.9627.33
Qwen3-Embed-0.6BParameters=0.6B2026.0215.9627.84
B3_Qwen2_7BBackbone=Qwen2, Parameters=7B2026.0214.9929.88
VLM2Vec2026.0211.3722.95
Image-onlyBackbone=CLIP ViT-L/142026.078.416.5
Image-onlyBackbone=CLIP ViT-B/322026.076.213.4