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ResearchFormerly WizWand

Image-Text Retrieval on DCI long-text

63.93Top-1 AccuracyHyFL-CLIP
31.450839.882948.31556.7471Feb 25, 2026Mar 18, 2026Apr 8, 2026Apr 29, 2026May 20, 2026Jun 10, 2026Jul 1, 2026
Updated 4mo ago

Evaluation results

MethodLinks
HyFL-CLIPBackbone=ViT-L-14, Evaluation Protocol=Zero-shot2026.0763.93——
DeBias-CLIPBackbone=ViT-L/14, Venue=-2026.0263.4——
DeBias-CLIPBackbone=ViT-L/14, Venue=-2026.0262.4——
HiMo-CLIP†Backbone=ViT-L-14, Evaluation Protocol=Zero-shot2026.0762.06——
HiMo-CLIP†Backbone=ViT-L-14, Evaluation Protocol=Zero-shot2026.0761.94——
HyFL-CLIPBackbone=ViT-L-14, Evaluation Protocol=Zero-shot2026.0761.92——
FineLIPBackbone=ViT-L/14, Venue=CVPR252026.0260.8——
FineLIPBackbone=ViT-L-14, Evaluation Protocol=Zero-shot2026.0760.8——
FineLIPBackbone=ViT-L/14, Venue=CVPR252026.0260.7——
FineLIPBackbone=ViT-L-14, Evaluation Protocol=Zero-shot2026.0760.7——
HyFL-CLIPBackbone=ViT-B-16, Evaluation Protocol=Zero-shot2026.0759——
HyFL-CLIPBackbone=ViT-B-16, Evaluation Protocol=Zero-shot2026.0758.75——
HiMo-CLIP*Backbone=ViT-B-16, Evaluation Protocol=Zero-shot2026.0758.59——
SmartCLIPBackbone=ViT-L/14, Venue=CVPR252026.0258.5——
SmartCLIPBackbone=ViT-L-14, Evaluation Protocol=Zero-shot2026.0758.5——
DeBias-CLIPBackbone=ViT-B/16, Venue=-2026.0257.8——
SmartCLIPBackbone=ViT-L/14, Venue=CVPR252026.0257.6——
SmartCLIPBackbone=ViT-L-14, Evaluation Protocol=Zero-shot2026.0757.6——
DeBias-CLIPBackbone=ViT-B/16, Venue=-2026.0257.4——
FineLIP*Backbone=ViT-B-16, Evaluation Protocol=Zero-shot2026.0757.18——
HiMo-CLIP*Backbone=ViT-B-16, Evaluation Protocol=Zero-shot2026.0757——
TULIPBackbone=ViT-L/14, Venue=ICLR252026.0256.4——
TULIPBackbone=ViT-L-14, Evaluation Protocol=Zero-shot2026.0756.4——
TULIPBackbone=ViT-L/14, Venue=ICLR252026.0255.7——
TULIPBackbone=ViT-L-14, Evaluation Protocol=Zero-shot2026.0755.7——
FineLIP*Backbone=ViT-B-16, Evaluation Protocol=Zero-shot2026.0755.22——
Long-CLIP†Backbone=ViT-L-14, Evaluation Protocol=Zero-shot2026.0754.25——
SmartCLIPBackbone=ViT-B/16, Venue=CVPR252026.0253.4——
SmartCLIPBackbone=ViT-B-16, Evaluation Protocol=Zero-shot2026.0753.4——
SmartCLIPBackbone=ViT-B/16, Venue=CVPR252026.0252.8——
SmartCLIPBackbone=ViT-B-16, Evaluation Protocol=Zero-shot2026.0752.8——
Long-CLIPBackbone=ViT-L/14, Venue=ECCV242026.0252.7——
TULIPBackbone=ViT-B/16, Venue=ICLR252026.0250.6——
TULIPBackbone=ViT-B-16, Evaluation Protocol=Zero-shot2026.0750.6——
TULIPBackbone=ViT-B/16, Venue=ICLR252026.0250.2——
TULIPBackbone=ViT-B-16, Evaluation Protocol=Zero-shot2026.0750.2——
Long-CLIP†Backbone=ViT-B-16, Evaluation Protocol=Zero-shot2026.0748.38——
Long-CLIPBackbone=ViT-B/16, Venue=ECCV242026.0247——
Long-CLIP†Backbone=ViT-L-14, Evaluation Protocol=Zero-shot2026.0746.55——
Long-CLIPBackbone=ViT-L/14, Venue=ECCV242026.0245.5——
Long-CLIP†Backbone=ViT-B-16, Evaluation Protocol=Zero-shot2026.0742.21——
Long-CLIPBackbone=ViT-B/16, Venue=ECCV242026.0241.1——
CLIPBackbone=ViT-L/14, Venue=ICML212026.0236——
CLIPBackbone=ViT-B/16, Venue=ICML212026.0235.9——
CLIPBackbone=ViT-L/14, Venue=ICML212026.0233.9——
CLIPBackbone=ViT-B/16, Venue=ICML212026.0232.7——
COSMOSData size=3M, Evaluation setting=Zero-shot2026.03—52.550.2
COSMOSData size=30M, Evaluation setting=Zero-shot2026.03—67.763.7
FLAIRData size=3M, Evaluation setting=Zero-shot2026.03—50.347.3
FLAIRData size=30M, Evaluation setting=Zero-shot2026.03—66.361.3
GoldiCLIPData size=3M, Evaluation setting=Zero-shot2026.03—57.752.8
GoldiCLIPData size=30M, Evaluation setting=Zero-shot2026.03—71.967.5
LiTData size=100M, Evaluation setting=Zero-shot2026.03—40.941.7
Long-CLIPData size=400M, Evaluation setting=Zero-shot2026.03—44.147.4
LoTLIPData size=100M, Evaluation setting=Zero-shot2026.03—6162.1
OpenCLIPData size=2B, Evaluation setting=Zero-shot2026.03—55.456
PEcoreData size=5B, Evaluation setting=Zero-shot2026.03—6060.2
SigLIPData size=10B, Evaluation setting=Zero-shot2026.03—56.257.7
SigLIP 2Data size=10B, Evaluation setting=Zero-shot2026.03—55.755.7