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ResearchFormerly WizWand

Object Detection on Cross-Domain 10-Shot (ArTaxOr, Clipart1k, DIOR, DeepFish, NEU-DET, UODD)

54.98mAP (ArTaxOr)Ours
6.848819.344431.8444.3356Mar 8, 2026Mar 9, 2026Mar 11, 2026Mar 13, 2026Mar 15, 2026Mar 17, 2026Mar 19, 2026
Updated 7mo ago

Evaluation results

MethodLinks
OursBackbone=Swin-T, Shot count=52026.0354.9844.8329.4133.8723.6415.6633.73
FRONTBackbone=ViT-B, Evaluation Protocol=10-shot2026.0353.4839.4925.4819.7113.215.7826.19
ScratchBackbone=ViT-B, Evaluation Protocol=10-shot2026.0351.4237.5924.519.2212.995.8125.26
GLIPBackbone=Swin-T, Shot count=52026.0349.1139.2828.3928.419.5511.429.36
VFM-MoEBackbone=Swin-T, Shot count=5, Implementation=Reimplemented2026.0348.2339.1326.3427.5818.6710.7328.45
CD-ViTOBackbone=Swin-T, Shot count=5, Implementation=Reimplemented2026.0348.1240.2827.0528.2616.849.2428.3
CD-ViTOBackbone=ViT-L/14, Shot count=5, Source=Reported in CD-ViTO [5]2026.0347.941.126.922.311.46.826.07
Domain-RAGBackbone=Swin-T, Shot count=5, Implementation=Reimplemented2026.0346.1341.4725.2327.6717.539.8727.98
FRONTBackbone=ViT-S, Evaluation Protocol=10-shot2026.0342.3629.7423.3320.7312.715.0922.33
ScratchBackbone=ViT-S, Evaluation Protocol=10-shot2026.0341.9727.721.42012.575.1521.47
DE-ViTBackbone=Swin-T, Shot count=5, Implementation=Reimplemented2026.0338.1538.2723.5225.8911.56.7924.02
DE-ViTBackbone=ViT-L/14, Shot count=5, Source=Reported in CD-ViTO [5]2026.033838.123.421.27.8522.25
ViTDetBackbone=Swin-T, Shot count=5, Implementation=Reimplemented2026.0321.0523.4523.4511.0319.9615.0719
ViTDetBackbone=ViT-B/14, Shot count=5, Source=Reported in CD-ViTO [5]2026.0320.923.323.3913.511.116.85
DistillBackbone=ResNet50, Shot count=5, Source=Reported in CD-ViTO [5]2026.0312.523.319.115.51612.216.43
DeticBackbone=Swin-T, Shot count=5, Implementation=Reimplemented2026.0310.6320.3114.7817.4620.814.0716.34
DeticBackbone=ViT-L/14, Shot count=5, Source=Reported in CD-ViTO [5]2026.038.720.212.114.314.110.413.3