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ResearchFormerly WizWand

Image Retrieval on ImageNet 1K (full)

76.62CMC-Top1Ind. Train.
-3.023217.653438.3359.0066Sep 20, 2025
Updated 5mo ago

Evaluation results

MethodLinks
Ind. Train.Query/Gallery=ϕnew/ϕnew2025.0976.6256.84
OursQuery/Gallery=B⊥(ϕnew)/B⊥(ϕnew)2025.0976.6256.84
Ind. Train.Query/Gallery=phi_new / phi_new2025.0976.6256.84
Ours (λ-Orthogonality regularization)Query/Gallery=B_perp(phi_new) / B_perp(phi_new)2025.0976.6256.84
OursQuery/Gallery=B⊥(ϕnew)/F(ϕold)2025.0973.5352.06
Ours (λ-Orthogonality regularization)Query/Gallery=B_perp(phi_new) / F(phi_old)2025.0973.5352.06
FastFillQuery/Gallery=ϕnew/F(ϕold)2025.0973.3352.83
FastFillQuery/Gallery=phi_new / F(phi_old)2025.0973.3352.83
FCTQuery/Gallery=ϕnew/F(ϕold)2025.0972.5449.85
FCTQuery/Gallery=phi_new / F(phi_old)2025.0972.5449.85
OursQuery/Gallery=B⊥(ϕnew)/ϕold2025.0965.5438.55
Ours (λ-Orthogonality regularization)Query/Gallery=B_perp(phi_new) / phi_old2025.0965.5438.55
FastFillQuery/Gallery=F(ϕold)/F(ϕold)2025.0961.1746.28
FastFillQuery/Gallery=F(phi_old) / F(phi_old)2025.0961.1746.28
OursQuery/Gallery=F(ϕold)/F(ϕold)2025.0961.145.91
Ours (λ-Orthogonality regularization)Query/Gallery=F(phi_old) / F(phi_old)2025.0961.145.91
OursQuery/Gallery=F(ϕold)/ϕold2025.0960.8340.69
Ours (λ-Orthogonality regularization)Query/Gallery=F(phi_old) / phi_old2025.0960.8340.69
FCTQuery/Gallery=F(ϕold)/F(ϕold)2025.0959.3942.65
FCTQuery/Gallery=F(phi_old) / F(phi_old)2025.0959.3942.65
Ind. Train.Query/Gallery=ϕold/ϕold2025.0955.6226.91
Ind. Train.Query/Gallery=phi_old / phi_old2025.0955.6226.91
Ind. Train.Query/Gallery=ϕnew/ϕold2025.090.040.17
FCTQuery/Gallery=F(ϕold)/ϕold2025.090.040.17
FastFillQuery/Gallery=F(ϕold)/ϕold2025.090.040.17
Ind. Train.Query/Gallery=phi_new / phi_old2025.090.040.17
FCTQuery/Gallery=F(phi_old) / phi_old2025.090.040.17
FastFillQuery/Gallery=F(phi_old) / phi_old2025.090.040.17