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ResearchFormerly WizWand

Universal Cross-Domain Retrieval on DomainNet Quickdraw (UnseenGallery)

30.7mAP@200MAIL++
6.509612.789819.0725.3502May 25, 2026
Updated 5mo ago

Evaluation results

MethodLinks
MAIL++Training Setting=2-Shot2026.0530.728.5
MAILTraining Setting=2-Shot2026.0529.4126.95
ProS*Training Setting=Full training data (UCDR results)2026.0528.4225.44
MaPLeTraining Setting=2-Shot2026.0527.5724.93
MMATraining Setting=2-Shot2026.0527.3724.28
BitFitTraining Setting=2-Shot2026.0524.8821.99
VPT-DTraining Setting=2-Shot2026.0524.2621.68
IVLATraining Setting=2-Shot2026.0523.9620.72
AFormerTraining Setting=2-Shot2026.0523.1119.86
IVLPTraining Setting=2-Shot2026.0521.0718.97
CLIPTraining Setting=2-Shot2026.057.445.61